{"id":238358,"date":"2026-01-07T12:22:29","date_gmt":"2026-01-07T12:22:29","guid":{"rendered":"https:\/\/appletechconsultants.com\/2026\/?page_id=238358"},"modified":"2026-04-17T06:19:30","modified_gmt":"2026-04-17T06:19:30","slug":"ai-ml-solutions","status":"publish","type":"page","link":"https:\/\/appletechconsultants.com\/2026\/ai-ml-solutions\/","title":{"rendered":"AI & ML Solutions"},"content":{"rendered":"
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AI & ML Solutions<\/span><\/h1>\n<\/div><\/div>\n\n

Empowering your business with intelligent, data-driven solutions that transform insights into innovation, growth, efficiency, and measurable success.<\/p>\n

Transform your business with custom AI and machine learning solutions delivering intelligent automation, predictive insights, and scalable innovation for smarter decisions.<\/p>\n<\/div><\/div>\n\n

\"Certifications\"<\/span><\/div>\n<\/div>\n\n
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\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-0\">\n <div class=\"ai-label\">\u2014 Perception Intelligence<\/div>\n <div class=\"ai-title\">Computer Vision & Image Intelligence<\/div>\n <div class=\"ai-wrap top\" style=\"gap:18px\">\n <svg class=\"animation_svg_card_0\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- \u2500\u2500 Object Detection panel \u2500\u2500 -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"190\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:800\"\/>\n <rect x=\"0\" y=\"0\" width=\"190\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:400;animation-delay:0.10s\"\/>\n 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class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.30s\"\/>\n <!-- Scan line animation using rect -->\n <rect x=\"8\" y=\"22\" width=\"174\" height=\"2\" fill=\"rgba(232,0,26,0.35)\" class=\"atc-build\" style=\"--dash-len:180;animation-delay:0.32s\"\/>\n <!-- Person bbox -->\n <rect class=\"atc-build\" x=\"18\" y=\"30\" width=\"52\" height=\"96\" rx=\"1\" stroke=\"#e8001a\" stroke-width=\"1.8\" style=\"--dash-len:300;animation-delay:0.40s\"\/>\n <rect x=\"18\" y=\"30\" width=\"52\" height=\"12\" fill=\"rgba(232,0,26,0.8)\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.44s\"\/>\n <text x=\"21\" y=\"39\" fill=\"#fff\" font-size=\"6\" font-family=\"Share Tech Mono\">PERSON 97%<\/text>\n <circle cx=\"44\" cy=\"60\" r=\"10\" stroke=\"rgba(232,0,26,0.3)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.05)\" class=\"atc-build\" style=\"--dash-len:65;animation-delay:0.50s\"\/>\n <path d=\"M32 78 Q44 66 56 78 L60 122 L28 122 Z\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:150;animation-delay:0.54s\"\/>\n <!-- Car bbox -->\n <rect class=\"atc-build\" x=\"82\" y=\"62\" width=\"96\" height=\"62\" rx=\"1\" stroke=\"#e8001a\" stroke-width=\"1.8\" style=\"--dash-len:320;animation-delay:0.44s\"\/>\n <rect x=\"82\" y=\"62\" width=\"96\" height=\"12\" fill=\"rgba(232,0,26,0.8)\" class=\"atc-build\" style=\"--dash-len:210;animation-delay:0.48s\"\/>\n <text x=\"86\" y=\"71\" fill=\"#fff\" font-size=\"6\" font-family=\"Share Tech Mono\">VEHICLE 91%<\/text>\n <path d=\"M92 120 L92 96 L108 78 L158 78 L172 96 L172 120 Z\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:230;animation-delay:0.56s\"\/>\n <circle cx=\"108\" cy=\"120\" r=\"6\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.60s\"\/>\n <circle cx=\"156\" cy=\"120\" r=\"6\" 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Document AI panel \u2500\u2500 -->\n <rect class=\"atc-build\" x=\"202\" y=\"0\" width=\"130\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:680;animation-delay:0.05s\"\/>\n <rect x=\"202\" y=\"0\" width=\"130\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:270;animation-delay:0.14s\"\/>\n <text x=\"210\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">OCR \/ DOC AI<\/text>\n <!-- Document shape -->\n <rect class=\"atc-build\" x=\"210\" y=\"22\" width=\"114\" height=\"140\" rx=\"3\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:520;animation-delay:0.22s\"\/>\n <rect x=\"210\" y=\"22\" width=\"114\" height=\"10\" rx=\"0\" fill=\"rgba(232,0,26,0.07)\" class=\"atc-build\" style=\"--dash-len:250;animation-delay:0.28s\"\/>\n <!-- OCR highlight boxes -->\n <rect class=\"atc-build\" x=\"216\" y=\"38\" width=\"96\" height=\"7\" rx=\"1\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.08)\" style=\"--dash-len:215;animation-delay:0.36s\"\/>\n <text x=\"218\" y=\"44\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">INVOICE #INV-2024-087<\/text>\n <rect class=\"atc-build\" x=\"216\" y=\"50\" width=\"60\" height=\"6\" rx=\"1\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.05)\" style=\"--dash-len:140;animation-delay:0.40s\"\/>\n <text x=\"218\" y=\"55\" fill=\"rgba(232,0,26,0.6)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Date: 2024-11-15<\/text>\n <rect class=\"atc-build\" x=\"216\" y=\"60\" width=\"80\" height=\"6\" rx=\"1\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.05)\" style=\"--dash-len:180;animation-delay:0.44s\"\/>\n <text x=\"218\" y=\"65\" fill=\"rgba(232,0,26,0.6)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Amount: $14,820.00<\/text>\n <rect class=\"atc-build\" x=\"216\" y=\"72\" 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Mono\" class=\"atc-build\" style=\"--dash-len:60;animation-delay:0.64s\">MATCH: 99.4% \u2713 VERIFIED<\/text>\n <!-- Emotion \/ attribute tags -->\n <rect x=\"352\" y=\"124\" width=\"50\" height=\"12\" rx=\"3\" fill=\"rgba(232,0,26,0.08)\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.68s\"\/>\n <text x=\"356\" y=\"133\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Age: 28-34<\/text>\n <rect x=\"408\" y=\"124\" width=\"50\" height=\"12\" rx=\"3\" fill=\"rgba(232,0,26,0.08)\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.72s\"\/>\n <text x=\"414\" y=\"133\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Mood: Calm<\/text>\n <text x=\"352\" y=\"152\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" 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style=\"--dash-len:55;animation-delay:0.45s\"\/>\n <text x=\"548\" y=\"73\" fill=\"#e8001a\" font-size=\"5\" font-family=\"Share Tech Mono\">DEFECT \u2717<\/text>\n\n <rect class=\"atc-build\" x=\"594\" y=\"34\" width=\"38\" height=\"38\" rx=\"3\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:155;animation-delay:0.36s\"\/>\n <text x=\"596\" y=\"45\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">PCB-003<\/text>\n <rect x=\"597\" y=\"49\" width=\"32\" height=\"18\" rx=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:104;animation-delay:0.42s\"\/>\n <rect x=\"597\" y=\"49\" width=\"32\" height=\"18\" rx=\"1\" fill=\"none\" stroke=\"rgba(0,180,80,0.5)\" stroke-width=\"1\" class=\"atc-build\" style=\"--dash-len:104;animation-delay:0.46s\"\/>\n <text x=\"599\" y=\"61\" fill=\"rgba(0,180,80,0.8)\" font-size=\"5\" font-family=\"Share Tech Mono\">PASS \u2713<\/text>\n\n <!-- Stats -->\n 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<text x=\"494\" y=\"154\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.82s\">OpenCV \u00b7 PyTorch<\/text>\n <text x=\"494\" y=\"166\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.86s\">NVIDIA Triton \u00b7 TensorRT<\/text>\n <text x=\"494\" y=\"178\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.90s\">ISO 9001 Quality Gate<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 1 \u2014 GenAI & LLM Applications\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-1\">\n <div class=\"ai-label\">\u2014 Generative Intelligence<\/div>\n <div class=\"ai-title\">GenAI & Large Language Model Applications<\/div>\n <div class=\"ai-wrap top\" style=\"gap:18px\">\n <svg class=\"animation_svg_card_1\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- Transformer architecture diagram -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"200\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:820\"\/>\n <rect x=\"0\" y=\"0\" width=\"200\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:415;animation-delay:0.10s\"\/>\n <text x=\"8\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">LLM ARCHITECTURE<\/text>\n <!-- Prompt input -->\n <rect class=\"atc-build\" x=\"30\" y=\"22\" width=\"140\" height=\"20\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:330;animation-delay:0.18s\"\/>\n <text x=\"38\" y=\"30\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">PROMPT INPUT<\/text>\n <text x=\"38\" y=\"39\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">System + User + Context<\/text>\n <!-- Arrow down -->\n <line x1=\"100\" y1=\"42\" x2=\"100\" y2=\"52\" stroke=\"#e8001a\" stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:12;animation-delay:0.26s\"\/>\n <polygon points=\"96,50 100,56 104,50\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.28s\"\/>\n <!-- Tokenizer -->\n <rect class=\"atc-build\" x=\"18\" y=\"56\" width=\"164\" 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font-family=\"Share Tech Mono\">LoRA \u00b7 QLoRA<\/text>\n <text x=\"228\" y=\"170\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5\" font-family=\"Share Tech Mono\">RLHF \u00b7 DPO<\/text>\n\n <rect class=\"atc-build\" x=\"318\" y=\"134\" width=\"90\" height=\"48\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:285;animation-delay:0.42s\"\/>\n <text x=\"326\" y=\"148\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.50s\">MULTIMODAL<\/text>\n <text x=\"326\" y=\"160\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Vision + Text<\/text>\n <text x=\"326\" y=\"170\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5\" font-family=\"Share Tech Mono\">GPT-4V \u00b7 LLaVA<\/text>\n\n <!-- Prompt engineering & eval panel -->\n <rect class=\"atc-build\" x=\"428\" y=\"0\" width=\"212\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:840;animation-delay:0.08s\"\/>\n <rect x=\"428\" y=\"0\" width=\"212\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:432;animation-delay:0.16s\"\/>\n <text x=\"436\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">PROMPT ENGINEERING<\/text>\n <!-- Chain of thought diagram -->\n <rect class=\"atc-build\" x=\"436\" y=\"22\" width=\"196\" height=\"22\" rx=\"3\" stroke=\"rgba(232,0,26,0.35)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:440;animation-delay:0.26s\"\/>\n <text x=\"444\" y=\"31\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">SYSTEM: You are an expert analyst.<\/text>\n <text x=\"444\" y=\"40\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Think step-by-step. Use chain-of-thought.<\/text>\n <line x1=\"534\" y1=\"44\" x2=\"534\" y2=\"52\" stroke=\"#e8001a\" stroke-width=\"1\" class=\"atc-build\" style=\"--dash-len:10;animation-delay:0.34s\"\/>\n <polygon points=\"530,50 534,56 538,50\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.36s\"\/>\n <!-- Few-shot examples -->\n <rect class=\"atc-build\" x=\"436\" y=\"56\" width=\"196\" height=\"56\" rx=\"3\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:510;animation-delay:0.30s\"\/>\n <text x=\"444\" y=\"67\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.40s\">FEW-SHOT EXAMPLES<\/text>\n <text x=\"444\" y=\"78\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Q: Classify sentiment \u2192 A: Positive<\/text>\n <text x=\"444\" y=\"88\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Q: Extract entities \u2192 A: [Person, Org]<\/text>\n <text x=\"444\" y=\"98\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Q: Summarise doc \u2192 A: <200 words<\/text>\n <text x=\"444\" y=\"106\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">CoT \u00b7 ReAct \u00b7 ToT \u00b7 Self-Consistency<\/text>\n <!-- Evaluation metrics -->\n <text x=\"436\" y=\"124\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.54s\">EVAL METRICS<\/text>\n <text x=\"436\" y=\"136\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.58s\">Hallucination Rate<\/text>\n <rect x=\"436\" y=\"139\" width=\"196\" height=\"4\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:400;animation-delay:0.62s\"\/>\n <rect x=\"436\" y=\"139\" width=\"22\" height=\"4\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.66s\"\/>\n <text x=\"462\" y=\"144\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">2.1% \u2193 low<\/text>\n <text x=\"436\" y=\"156\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.62s\">Faithfulness<\/text>\n <rect x=\"436\" y=\"159\" width=\"196\" height=\"4\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:400;animation-delay:0.66s\"\/>\n <rect x=\"436\" y=\"159\" width=\"180\" height=\"4\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:368;animation-delay:0.70s\"\/>\n <text x=\"620\" y=\"164\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">92%<\/text>\n <text x=\"436\" y=\"176\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.66s\">BLEU \/ ROUGE Score<\/text>\n <rect x=\"436\" y=\"179\" width=\"196\" height=\"4\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:400;animation-delay:0.70s\"\/>\n <rect x=\"436\" y=\"179\" width=\"166\" height=\"4\" rx=\"2\" fill=\"rgba(232,0,26,0.65)\" class=\"atc-build\" style=\"--dash-len:340;animation-delay:0.74s\"\/>\n <text x=\"606\" y=\"184\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">85%<\/text>\n <text x=\"436\" y=\"198\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.80s\">Ragas \u00b7 TruLens \u00b7 LangSmith \u00b7 Promptfoo<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 2 \u2014 RAG & Chatbots\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-2\">\n <div class=\"ai-label\">\u2014 Knowledge & Conversational AI<\/div>\n <div class=\"ai-title\">RAG Pipelines & Intelligent Chatbots<\/div>\n <div class=\"ai-wrap top\" style=\"gap:18px\">\n <svg class=\"animation_svg_card_2\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- RAG architecture flow -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"350\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:1120\"\/>\n <rect x=\"0\" y=\"0\" width=\"350\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:720;animation-delay:0.10s\"\/>\n <text x=\"8\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">RETRIEVAL-AUGMENTED GENERATION (RAG)<\/text>\n\n <!-- Documents input -->\n <rect class=\"atc-build\" x=\"8\" y=\"22\" width=\"80\" height=\"50\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:270;animation-delay:0.18s\"\/>\n <text x=\"14\" y=\"34\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">KNOWLEDGE<\/text>\n <text x=\"14\" y=\"44\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">BASE<\/text>\n <text x=\"14\" y=\"55\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">PDF \u00b7 Word<\/text>\n <text x=\"14\" y=\"64\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">DB \u00b7 Web<\/text>\n\n <!-- Arrow to chunker -->\n <path class=\"atc-build\" d=\"M88 47 L106 47\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.28s\"\/>\n <polygon points=\"103,43 112,47 103,51\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.31s\"\/>\n\n <!-- Chunker -->\n <rect class=\"atc-build\" x=\"112\" y=\"30\" width=\"68\" height=\"34\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:210;animation-delay:0.22s\"\/>\n <text x=\"118\" y=\"44\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">CHUNKING<\/text>\n <text x=\"118\" y=\"56\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Semantic split<\/text>\n\n <!-- Arrow to embedder -->\n <path class=\"atc-build\" d=\"M180 47 L198 47\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.34s\"\/>\n <polygon points=\"195,43 204,47 195,51\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.37s\"\/>\n\n <!-- Embedder -->\n <rect class=\"atc-build\" x=\"204\" y=\"30\" width=\"70\" height=\"34\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:215;animation-delay:0.26s\"\/>\n <text x=\"210\" y=\"44\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">EMBED<\/text>\n <text x=\"210\" y=\"56\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">OpenAI Ada<\/text>\n\n <!-- Arrow to vector DB -->\n <path class=\"atc-build\" d=\"M274 47 L292 47\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.40s\"\/>\n <polygon points=\"289,43 298,47 289,51\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.43s\"\/>\n\n <!-- Vector DB -->\n <rect class=\"atc-build\" x=\"298\" y=\"22\" width=\"44\" height=\"50\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:190;animation-delay:0.30s\"\/>\n <text x=\"302\" y=\"35\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">VECTOR<\/text>\n <text x=\"306\" y=\"45\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">DB<\/text>\n <rect x=\"302\" y=\"50\" width=\"32\" height=\"3\" rx=\"1\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:72;animation-delay:0.48s\"\/>\n <rect x=\"302\" y=\"56\" width=\"28\" height=\"3\" rx=\"1\" fill=\"rgba(232,0,26,0.6)\" class=\"atc-build\" style=\"--dash-len:64;animation-delay:0.50s\"\/>\n <rect x=\"302\" y=\"62\" width=\"32\" height=\"3\" rx=\"1\" fill=\"rgba(232,0,26,0.4)\" class=\"atc-build\" style=\"--dash-len:72;animation-delay:0.52s\"\/>\n\n <!-- Divider line -->\n <line x1=\"8\" y1=\"82\" x2=\"342\" y2=\"82\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:338;animation-delay:0.45s\"\/>\n <text x=\"8\" y=\"76\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">INDEXING PIPELINE<\/text>\n <text x=\"200\" y=\"76\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">QUERY PIPELINE \u2193<\/text>\n\n <!-- Query flow -->\n <rect class=\"atc-build\" x=\"8\" y=\"88\" width=\"70\" height=\"28\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:200;animation-delay:0.50s\"\/>\n <text x=\"14\" y=\"100\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">USER QUERY<\/text>\n <text x=\"14\" y=\"110\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">\"How to reset?\"<\/text>\n\n <!-- Query embed arrow -->\n <path class=\"atc-build\" d=\"M78 102 L96 102\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.56s\"\/>\n <polygon points=\"93,98 102,102 93,106\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.59s\"\/>\n\n <!-- Retriever -->\n <rect class=\"atc-build\" x=\"102\" y=\"88\" width=\"80\" height=\"28\" rx=\"4\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:225;animation-delay:0.54s\"\/>\n <text x=\"108\" y=\"100\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">RETRIEVER<\/text>\n <text x=\"108\" y=\"110\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Top-K \u00b7 MMR<\/text>\n\n <!-- Search to VDB -->\n <path class=\"atc-build\" d=\"M182 102 L310 60\" stroke=\"rgba(232,0,26,0.3)\" stroke-width=\"1\" stroke-dasharray=\"3 2\" style=\"--dash-len:160;animation-delay:0.62s\"\/>\n\n <!-- Context + LLM arrow -->\n <path class=\"atc-build\" d=\"M182 102 L200 102\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.64s\"\/>\n <polygon points=\"197,98 206,102 197,106\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.67s\"\/>\n\n <!-- Augmented prompt -->\n <rect class=\"atc-build\" x=\"206\" y=\"88\" width=\"80\" height=\"28\" rx=\"4\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:225;animation-delay:0.58s\"\/>\n <text x=\"212\" y=\"100\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">AUGMENT<\/text>\n <text x=\"212\" y=\"110\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Ctx + Query<\/text>\n\n <!-- Arrow to LLM -->\n <path class=\"atc-build\" d=\"M286 102 L304 102\" stroke=\"#e8001a\" stroke-width=\"1.2\" style=\"--dash-len:22;animation-delay:0.68s\"\/>\n <polygon points=\"301,98 310,102 301,106\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.71s\"\/>\n\n <!-- LLM box -->\n <rect class=\"atc-build\" x=\"310\" y=\"88\" width=\"32\" height=\"28\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:125;animation-delay:0.62s\"\/>\n <text x=\"313\" y=\"105\" fill=\"#e8001a\" font-size=\"7.5\" font-family=\"Share Tech Mono\">LLM<\/text>\n\n <!-- Response -->\n <text x=\"8\" y=\"132\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.74s\">GROUNDED RESPONSE (no hallucination):<\/text>\n <rect class=\"atc-build\" x=\"8\" y=\"137\" width=\"334\" height=\"22\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:730;animation-delay:0.78s\"\/>\n <text x=\"14\" y=\"147\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">\"To reset your password, navigate to Settings \u2192 Security \u2192<\/text>\n <text x=\"14\" y=\"157\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">Reset Password. [Source: User Guide p.14] Confidence: 98%\"<\/text>\n\n <!-- RAG tools -->\n <text x=\"8\" y=\"174\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.82s\">LangChain \u00b7 LlamaIndex \u00b7 Haystack \u00b7 Weaviate<\/text>\n <text x=\"8\" y=\"184\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.86s\">Pinecone \u00b7 Chroma \u00b7 Qdrant \u00b7 pgvector<\/text>\n <text x=\"8\" y=\"194\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.90s\">Hybrid search \u00b7 HyDE \u00b7 Re-ranking \u00b7 GraphRAG<\/text>\n\n <!-- Chatbot UI -->\n <rect class=\"atc-build\" x=\"362\" y=\"0\" width=\"278\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.015)\" style=\"--dash-len:1100;animation-delay:0.06s\"\/>\n <rect x=\"362\" y=\"0\" width=\"278\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:566;animation-delay:0.14s\"\/>\n <text x=\"370\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">INTELLIGENT CHATBOT \u00b7 MULTI-CHANNEL<\/text>\n <!-- Chat header -->\n <rect x=\"362\" y=\"15\" width=\"278\" height=\"18\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:596;animation-delay:0.22s\"\/>\n <circle cx=\"374\" cy=\"24\" r=\"6\" fill=\"linear-gradient(135deg,#e8001a,#ff6b6b)\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.28s\"\/>\n <text x=\"373\" y=\"27\" fill=\"#fff\" font-size=\"6\" font-family=\"Share Tech Mono\">A<\/text>\n <text x=\"384\" y=\"22\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.32s\">AI ASSISTANT<\/text>\n <text x=\"384\" y=\"30\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Online \u00b7 RAG + Memory<\/text>\n <circle cx=\"628\" cy=\"24\" r=\"4\" fill=\"rgba(0,200,80,0.6)\" class=\"atc-build\" style=\"--dash-len:28;animation-delay:0.36s\"\/>\n <!-- Chat messages -->\n <rect x=\"372\" y=\"40\" width=\"150\" height=\"22\" rx=\"8\" fill=\"rgba(232,0,26,0.07)\" class=\"atc-build\" style=\"--dash-len:370;animation-delay:0.44s\"\/>\n <text x=\"380\" y=\"50\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">How do I integrate the API?<\/text>\n <text x=\"380\" y=\"60\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Also show me a Python example.<\/text>\n <rect x=\"372\" y=\"68\" width=\"260\" height=\"38\" rx=\"8\" fill=\"rgba(232,0,26,0.04)\" stroke=\"rgba(232,0,26,0.12)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:610;animation-delay:0.52s\"\/>\n <text x=\"380\" y=\"80\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">Sure! Here's a quick Python example:<\/text>\n <text x=\"380\" y=\"90\" fill=\"rgba(232,0,26,0.5)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">import anthropic; client = anthropic.Anthropic()<\/text>\n <text x=\"380\" y=\"100\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">msg = client.messages.create(...) [Source: Docs v3]<\/text>\n <rect x=\"440\" y=\"110\" width=\"140\" height=\"18\" rx=\"8\" fill=\"rgba(232,0,26,0.07)\" class=\"atc-build\" style=\"--dash-len:330;animation-delay:0.60s\"\/>\n <text x=\"448\" y=\"120\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Can you support voice input?<\/text>\n <text x=\"372\" y=\"136\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.68s\">\u25aa Thinking...<\/text>\n <!-- typing indicator -->\n <circle cx=\"380\" cy=\"146\" r=\"3\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.74s\"\/>\n <circle cx=\"390\" cy=\"146\" r=\"3\" fill=\"rgba(232,0,26,0.55)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.76s\"\/>\n <circle cx=\"400\" cy=\"146\" r=\"3\" fill=\"rgba(232,0,26,0.3)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.78s\"\/>\n <!-- Input box -->\n <rect class=\"atc-build\" x=\"370\" y=\"156\" width=\"240\" height=\"14\" rx=\"7\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:525;animation-delay:0.72s\"\/>\n <text x=\"378\" y=\"165\" fill=\"rgba(232,0,26,0.3)\" font-size=\"6\" font-family=\"Share Tech Mono\">Ask me anything...<\/text>\n <rect x=\"616\" y=\"158\" width=\"10\" height=\"10\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:35;animation-delay:0.80s\"\/>\n <!-- Channels -->\n <text x=\"370\" y=\"182\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:60;animation-delay:0.84s\">WhatsApp \u00b7 Teams \u00b7 Slack \u00b7 Web \u00b7 Mobile<\/text>\n <text x=\"370\" y=\"192\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:60;animation-delay:0.88s\">Multi-lingual \u00b7 Voice \u00b7 Agentic \u00b7 Memory<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 3 \u2014 Predictive Maintenance & MLOps\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-3\">\n <div class=\"ai-label\">\u2014 Industrial AI<\/div>\n <div class=\"ai-title\">Predictive Maintenance & Anomaly Detection<\/div>\n <div class=\"ai-wrap top\" style=\"gap:18px\">\n <svg class=\"animation_svg_card_3\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- Time series chart -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"300\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:1020\"\/>\n <rect x=\"0\" y=\"0\" width=\"300\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:620;animation-delay:0.10s\"\/>\n <text x=\"8\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">SENSOR TELEMETRY \u00b7 REAL-TIME<\/text>\n <!-- Chart axes -->\n <line x1=\"24\" y1=\"155\" x2=\"292\" y2=\"155\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:275;animation-delay:0.18s\"\/>\n <line x1=\"24\" y1=\"30\" x2=\"24\" y2=\"155\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.20s\"\/>\n <!-- Grid lines -->\n <line x1=\"24\" y1=\"65\" x2=\"292\" y2=\"65\" stroke=\"rgba(232,0,26,0.06)\" stroke-width=\"0.6\" class=\"atc-build\" style=\"--dash-len:275;animation-delay:0.22s\"\/>\n <line x1=\"24\" y1=\"100\" x2=\"292\" y2=\"100\" stroke=\"rgba(232,0,26,0.06)\" stroke-width=\"0.6\" class=\"atc-build\" style=\"--dash-len:275;animation-delay:0.24s\"\/>\n <line x1=\"24\" y1=\"130\" x2=\"292\" y2=\"130\" stroke=\"rgba(232,0,26,0.06)\" stroke-width=\"0.6\" class=\"atc-build\" style=\"--dash-len:275;animation-delay:0.26s\"\/>\n <!-- Normal operating line -->\n <polyline points=\"24,110 48,105 72,108 96,102 120,106 144,104 168,108 192,103 216,107\" stroke=\"rgba(232,0,26,0.3)\" stroke-width=\"1.2\" fill=\"none\" class=\"atc-build\" style=\"--dash-len:280;animation-delay:0.30s\"\/>\n <!-- Anomaly spike signal line -->\n <polyline points=\"216,107 232,100 248,88 256,62 264,45 268,58 272,78 278,96 284,108 292,112\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"none\" class=\"atc-build\" style=\"--dash-len:210;animation-delay:0.42s\"\/>\n <!-- Anomaly zone fill -->\n <rect x=\"248\" y=\"30\" width=\"44\" height=\"125\" rx=\"0\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:345;animation-delay:0.46s\"\/>\n <!-- Threshold line -->\n <line x1=\"24\" y1=\"78\" x2=\"292\" y2=\"78\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1\" stroke-dasharray=\"4 3\" class=\"atc-build\" style=\"--dash-len:280;animation-delay:0.34s\"\/>\n <text x=\"246\" y=\"76\" fill=\"rgba(232,0,26,0.6)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">THRESHOLD<\/text>\n <!-- Anomaly pin -->\n <circle cx=\"264\" cy=\"45\" r=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.52s\"\/>\n <text x=\"258\" y=\"48\" fill=\"#fff\" font-size=\"6\" font-family=\"Share Tech Mono\">!<\/text>\n <rect class=\"atc-build\" x=\"234\" y=\"22\" width=\"72\" height=\"14\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.08)\" style=\"--dash-len:178;animation-delay:0.56s\"\/>\n <text x=\"238\" y=\"32\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">ANOMALY 98.7%<\/text>\n <!-- Sensor labels -->\n <text x=\"6\" y=\"65\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">85\u00b0<\/text>\n <text x=\"6\" y=\"100\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">70\u00b0<\/text>\n <text x=\"6\" y=\"130\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">55\u00b0<\/text>\n <text x=\"6\" y=\"155\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">40\u00b0<\/text>\n <!-- Y label -->\n <text x=\"2\" y=\"105\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" transform=\"rotate(-90,14,98)\">TEMP\u00b0C<\/text>\n <!-- Legend -->\n <text x=\"8\" y=\"170\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.64s\">SENSORS: Vibration \u00b7 Temp \u00b7 Pressure<\/text>\n <text x=\"8\" y=\"180\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.68s\">LSTM \u00b7 Isolation Forest \u00b7 Prophet<\/text>\n <text x=\"8\" y=\"190\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.72s\">ARIMA \u00b7 TFT \u00b7 Time-series Foundation<\/text>\n\n <!-- Maintenance AI dashboard -->\n <rect class=\"atc-build\" x=\"312\" y=\"0\" width=\"328\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:1070;animation-delay:0.04s\"\/>\n <rect x=\"312\" y=\"0\" width=\"328\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:675;animation-delay:0.14s\"\/>\n <text x=\"320\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">PREDICTIVE MAINTENANCE DASHBOARD<\/text>\n\n <!-- Machine health tiles -->\n <text x=\"320\" y=\"27\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.24s\">EQUIPMENT HEALTH SCORE<\/text>\n\n <!-- Machine 1 - Critical -->\n <rect class=\"atc-build\" x=\"320\" y=\"32\" width=\"148\" height=\"50\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:398;animation-delay:0.30s\"\/>\n <text x=\"328\" y=\"44\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.38s\">CNC MACHINE #4<\/text>\n <text x=\"328\" y=\"55\" fill=\"rgba(232,0,26,0.5)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Bearing failure predicted<\/text>\n <text x=\"328\" y=\"65\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.44s\">CRITICAL \u00b7 72h window<\/text>\n <rect x=\"328\" y=\"69\" width=\"116\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.1)\" class=\"atc-build\" style=\"--dash-len:250;animation-delay:0.50s\"\/>\n <rect x=\"328\" y=\"69\" width=\"30\" height=\"5\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:68;animation-delay:0.54s\"\/>\n <text x=\"362\" y=\"75\" fill=\"rgba(232,0,26,0.5)\" font-size=\"5\" font-family=\"Share Tech Mono\">Health: 23%<\/text>\n\n <!-- Machine 2 - Warning -->\n <rect class=\"atc-build\" x=\"474\" y=\"32\" width=\"158\" height=\"50\" rx=\"4\" stroke=\"rgba(232,0,26,0.5)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.025)\" style=\"--dash-len:425;animation-delay:0.34s\"\/>\n <text x=\"482\" y=\"44\" fill=\"rgba(232,0,26,0.7)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.42s\">PUMP UNIT #12<\/text>\n <text x=\"482\" y=\"55\" fill=\"rgba(232,0,26,0.45)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Vibration up 34%<\/text>\n <text x=\"482\" y=\"65\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.48s\">WARNING \u00b7 14d window<\/text>\n <rect x=\"482\" y=\"69\" width=\"126\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.1)\" class=\"atc-build\" style=\"--dash-len:260;animation-delay:0.54s\"\/>\n <rect x=\"482\" y=\"69\" width=\"80\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.55)\" class=\"atc-build\" style=\"--dash-len:170;animation-delay:0.58s\"\/>\n <text x=\"566\" y=\"75\" fill=\"rgba(232,0,26,0.5)\" font-size=\"5\" font-family=\"Share Tech Mono\">Health: 61%<\/text>\n\n <!-- Machine 3 - Good -->\n <rect class=\"atc-build\" x=\"320\" y=\"90\" width=\"148\" height=\"50\" rx=\"4\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.01)\" style=\"--dash-len:398;animation-delay:0.38s\"\/>\n <text x=\"328\" y=\"102\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.46s\">MOTOR DRIVE #7<\/text>\n <text x=\"328\" y=\"113\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">All parameters normal<\/text>\n <text x=\"328\" y=\"123\" fill=\"rgba(0,180,80,0.7)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.52s\">HEALTHY \u00b7 90d forecast<\/text>\n <rect x=\"328\" y=\"127\" width=\"116\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:250;animation-delay:0.58s\"\/>\n <rect x=\"328\" y=\"127\" width=\"110\" height=\"5\" rx=\"2\" fill=\"rgba(0,180,80,0.45)\" class=\"atc-build\" style=\"--dash-len:235;animation-delay:0.62s\"\/>\n <text x=\"442\" y=\"133\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5\" font-family=\"Share Tech Mono\">94%<\/text>\n\n <!-- Machine 4 -->\n <rect class=\"atc-build\" x=\"474\" y=\"90\" width=\"158\" height=\"50\" rx=\"4\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.01)\" style=\"--dash-len:425;animation-delay:0.42s\"\/>\n <text x=\"482\" y=\"102\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.50s\">CONVEYOR #3<\/text>\n <text x=\"482\" y=\"113\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Scheduled maint. due<\/text>\n <text x=\"482\" y=\"123\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.56s\">MONITOR \u00b7 30d window<\/text>\n <rect x=\"482\" y=\"127\" width=\"126\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:260;animation-delay:0.62s\"\/>\n <rect x=\"482\" y=\"127\" width=\"96\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.35)\" class=\"atc-build\" style=\"--dash-len:200;animation-delay:0.66s\"\/>\n <text x=\"582\" y=\"133\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5\" font-family=\"Share Tech Mono\">74%<\/text>\n\n <!-- ROI metrics -->\n <line x1=\"320\" y1=\"150\" x2=\"632\" y2=\"150\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:318;animation-delay:0.68s\"\/>\n <text x=\"320\" y=\"163\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.74s\">\u2193 40% Unplanned Downtime<\/text>\n <text x=\"320\" y=\"174\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.78s\">\u2193 35% Maintenance Cost<\/text>\n <text x=\"320\" y=\"185\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.82s\">\u2191 28% Asset Lifespan<\/text>\n <text x=\"480\" y=\"163\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.76s\">SCADA \u00b7 OPC-UA \u00b7 MQTT<\/text>\n <text x=\"480\" y=\"174\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.80s\">IoT Edge \u00b7 Azure IoT Hub<\/text>\n <text x=\"480\" y=\"185\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.84s\">PdM \u00b7 CBM \u00b7 RUL forecast<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 4 \u2014 AI Agents & Agentic Workflows\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-4\">\n <div class=\"ai-label\">\u2014 Agentic AI<\/div>\n <div class=\"ai-title\">AI Agents, Agentic Workflows & AutoML<\/div>\n <div class=\"ai-wrap top\" style=\"gap:18px\">\n <svg class=\"animation_svg_card_4\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- Agent loop diagram -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"285\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:990\"\/>\n <rect x=\"0\" y=\"0\" width=\"285\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:590;animation-delay:0.10s\"\/>\n <text x=\"8\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">AI AGENT \u00b7 ReAct LOOP<\/text>\n\n <!-- Central agent nucleus -->\n <circle cx=\"142\" cy=\"102\" r=\"28\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:180;animation-delay:0.22s\"\/>\n <text x=\"126\" y=\"98\" fill=\"#e8001a\" font-size=\"8.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.32s\">AGENT<\/text>\n <text x=\"127\" y=\"110\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">CORE LLM<\/text>\n\n <!-- Surrounding tools -->\n <!-- Perceive top -->\n <rect class=\"atc-build\" x=\"96\" y=\"22\" width=\"92\" height=\"22\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:235;animation-delay:0.30s\"\/>\n <text x=\"106\" y=\"36\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\">PERCEIVE<\/text>\n <line x1=\"142\" y1=\"44\" x2=\"142\" y2=\"74\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:32;animation-delay:0.36s\"\/>\n <polygon points=\"138,72 142,78 146,72\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.39s\"\/>\n\n <!-- Reason left -->\n <rect class=\"atc-build\" x=\"8\" y=\"90\" width=\"80\" height=\"22\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:215;animation-delay:0.32s\"\/>\n <text x=\"20\" y=\"104\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\">REASON<\/text>\n <line x1=\"88\" y1=\"101\" x2=\"114\" y2=\"101\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:28;animation-delay:0.40s\"\/>\n <polygon points=\"112,97 118,101 112,105\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.43s\"\/>\n\n <!-- Act right -->\n <rect 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Mono\">MEMORY<\/text>\n <line x1=\"48\" y1=\"148\" x2=\"116\" y2=\"126\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:78;animation-delay:0.50s\"\/>\n\n <!-- Observe bottom right -->\n <rect class=\"atc-build\" x=\"198\" y=\"148\" width=\"79\" height=\"22\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:215;animation-delay:0.38s\"\/>\n <text x=\"208\" y=\"162\" fill=\"rgba(232,0,26,0.65)\" font-size=\"7\" font-family=\"Share Tech Mono\">OBSERVE<\/text>\n <line x1=\"238\" y1=\"148\" x2=\"160\" y2=\"126\" stroke=\"rgba(232,0,26,0.25)\" stroke-width=\"1\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:78;animation-delay:0.52s\"\/>\n\n <!-- Planner bottom center -->\n <rect class=\"atc-build\" x=\"96\" y=\"148\" width=\"92\" height=\"22\" rx=\"4\" stroke=\"rgba(232,0,26,0.5)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:235;animation-delay:0.42s\"\/>\n <text x=\"110\" y=\"162\" fill=\"rgba(232,0,26,0.7)\" font-size=\"7\" font-family=\"Share Tech Mono\">PLANNING<\/text>\n <line x1=\"142\" y1=\"148\" x2=\"142\" y2=\"130\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.54s\"\/>\n <polygon points=\"138,132 142,126 146,132\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.57s\"\/>\n\n <!-- Tool calls at right side -->\n <text x=\"8\" y=\"185\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.72s\">LangGraph \u00b7 CrewAI \u00b7 AutoGen \u00b7 OpenAI Swarm<\/text>\n <text x=\"8\" y=\"195\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.76s\">Tool Use \u00b7 Function Calling \u00b7 Code Interpreter<\/text>\n\n <!-- Multi-agent system + MLOps -->\n <rect class=\"atc-build\" x=\"297\" y=\"0\" width=\"343\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:1100;animation-delay:0.06s\"\/>\n <rect x=\"297\" y=\"0\" width=\"343\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:700;animation-delay:0.14s\"\/>\n <text x=\"305\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">MLOPS \u00b7 MODEL LIFECYCLE<\/text>\n\n <!-- MLOps pipeline horizontal -->\n <text x=\"305\" y=\"27\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.24s\">DATA \u2192 TRAIN \u2192 VALIDATE \u2192 DEPLOY \u2192 MONITOR<\/text>\n\n <!-- Stages with connecting arrows -->\n <rect class=\"atc-build\" x=\"305\" y=\"32\" width=\"56\" height=\"36\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:190;animation-delay:0.30s\"\/>\n <text x=\"311\" y=\"46\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">DATA<\/text>\n <text x=\"311\" y=\"57\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">DVC \u00b7 S3<\/text>\n <text x=\"311\" y=\"66\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">Feature Eng<\/text>\n <polygon points=\"360,50 367,54 360,58\" fill=\"rgba(232,0,26,0.45)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.38s\"\/>\n\n <rect class=\"atc-build\" x=\"369\" y=\"32\" width=\"56\" height=\"36\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:190;animation-delay:0.34s\"\/>\n <text x=\"375\" y=\"46\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">TRAIN<\/text>\n <text x=\"375\" y=\"57\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">MLflow<\/text>\n <text x=\"375\" y=\"66\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">AutoML<\/text>\n <polygon points=\"424,50 431,54 424,58\" fill=\"rgba(232,0,26,0.45)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.42s\"\/>\n\n <rect class=\"atc-build\" x=\"433\" y=\"32\" width=\"56\" height=\"36\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:190;animation-delay:0.38s\"\/>\n <text x=\"437\" y=\"46\" fill=\"rgba(232,0,26,0.6)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">VALIDATE<\/text>\n <text x=\"441\" y=\"57\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Eval<\/text>\n <text x=\"437\" y=\"66\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">A\/B \u00b7 Shadow<\/text>\n <polygon points=\"488,50 495,54 488,58\" fill=\"rgba(232,0,26,0.45)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.46s\"\/>\n\n <rect class=\"atc-build\" x=\"497\" y=\"32\" width=\"56\" height=\"36\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:190;animation-delay:0.42s\"\/>\n <text x=\"503\" y=\"46\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">DEPLOY<\/text>\n <text x=\"503\" y=\"57\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">K8s<\/text>\n <text x=\"503\" y=\"66\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">BentoML<\/text>\n <polygon points=\"552,50 559,54 552,58\" fill=\"rgba(232,0,26,0.45)\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.50s\"\/>\n\n <rect class=\"atc-build\" x=\"561\" y=\"32\" width=\"70\" height=\"36\" rx=\"4\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:215;animation-delay:0.46s\"\/>\n <text x=\"567\" y=\"46\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">MONITOR<\/text>\n <text x=\"567\" y=\"57\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Drift \u00b7 Grafana<\/text>\n <text x=\"567\" y=\"66\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5\" font-family=\"Share Tech Mono\">Evidently AI<\/text>\n\n <!-- Model registry & experiment tracking -->\n <text x=\"305\" y=\"88\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.56s\">EXPERIMENT TRACKING<\/text>\n <rect class=\"atc-build\" x=\"305\" y=\"92\" width=\"326\" height=\"52\" rx=\"4\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.015)\" style=\"--dash-len:760;animation-delay:0.60s\"\/>\n <!-- Experiment rows -->\n <rect x=\"313\" y=\"99\" width=\"310\" height=\"8\" rx=\"2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:635;animation-delay:0.66s\"\/>\n <text x=\"315\" y=\"106\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">run_041 xgboost acc:0.962 f1:0.958 AUC:0.981 \u2605 BEST<\/text>\n <rect x=\"313\" y=\"110\" width=\"280\" height=\"8\" rx=\"2\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:580;animation-delay:0.70s\"\/>\n <text x=\"315\" y=\"117\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">run_040 lgbm acc:0.951 f1:0.944 AUC:0.974<\/text>\n <text x=\"315\" y=\"128\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">run_039 rf acc:0.938 f1:0.930 AUC:0.965<\/text>\n <rect x=\"313\" y=\"120\" width=\"260\" height=\"8\" rx=\"2\" fill=\"rgba(232,0,26,0.02)\" class=\"atc-build\" style=\"--dash-len:545;animation-delay:0.74s\"\/>\n <text x=\"315\" y=\"138\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">run_038 nn acc:0.921 f1:0.916 AUC:0.951<\/text>\n\n <!-- Feature importance -->\n <text x=\"305\" y=\"158\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.70s\">FEATURE IMPORTANCE \u00b7 SHAP<\/text>\n <text x=\"305\" y=\"170\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.74s\">temperature \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 0.38<\/text>\n <text x=\"305\" y=\"180\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.78s\">vibration_rms \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 0.28<\/text>\n <text x=\"305\" y=\"190\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.82s\">pressure \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 0.19<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 5 \u2014 NLP, Recommendation & AI Buzz\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"ai-card\" id=\"ai-card-5\">\n <div class=\"ai-label\">\u2014 Intelligence Everywhere<\/div>\n <div class=\"ai-title\">NLP, Recommendation Engines & AI Portfolio<\/div>\n <div class=\"ai-wrap top\" style=\"gap:16px\">\n <svg class=\"animation_svg_card_5\" viewBox=\"0 0 640 205\" fill=\"none\">\n\n <!-- NLP tasks panel -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"200\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:825\"\/>\n <rect x=\"0\" y=\"0\" width=\"200\" height=\"15\" rx=\"6\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:415;animation-delay:0.10s\"\/>\n <text x=\"8\" y=\"11\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">NLP INTELLIGENCE<\/text>\n <!-- Sentiment analysis -->\n <text x=\"8\" y=\"28\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.20s\">SENTIMENT ANALYSIS<\/text>\n <rect x=\"8\" y=\"31\" width=\"184\" height=\"6\" rx=\"2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:380;animation-delay:0.26s\"\/>\n <rect x=\"8\" y=\"31\" width=\"148\" height=\"6\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:305;animation-delay:0.30s\"\/>\n <text x=\"160\" y=\"37\" fill=\"rgba(232,0,26,0.5)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">+POS 80%<\/text>\n <!-- NER -->\n <text x=\"8\" y=\"50\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.28s\">NAMED ENTITY RECOG.<\/text>\n <rect class=\"atc-build\" x=\"8\" y=\"53\" width=\"66\" height=\"10\" rx=\"2\" stroke=\"#e8001a\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:158;animation-delay:0.36s\"\/>\n <text x=\"10\" y=\"61\" fill=\"#e8001a\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Apple Corp (ORG)<\/text>\n <rect class=\"atc-build\" x=\"78\" y=\"53\" width=\"44\" height=\"10\" rx=\"2\" stroke=\"#e8001a\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:115;animation-delay:0.40s\"\/>\n <text x=\"80\" y=\"61\" fill=\"#e8001a\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Tim Cook (PER)<\/text>\n <rect class=\"atc-build\" x=\"126\" y=\"53\" width=\"46\" height=\"10\" rx=\"2\" stroke=\"#e8001a\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:115;animation-delay:0.44s\"\/>\n <text x=\"128\" y=\"61\" fill=\"#e8001a\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Cupertino (LOC)<\/text>\n <!-- Classification -->\n <text x=\"8\" y=\"77\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.36s\">TEXT CLASSIFICATION<\/text>\n <text x=\"8\" y=\"88\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.42s\">Spam Detection \u00b7 Intent<\/text>\n <text x=\"8\" y=\"98\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.46s\">Topic Modelling \u00b7 Routing<\/text>\n <!-- Summarization -->\n <text x=\"8\" y=\"113\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.42s\">SUMMARIZATION<\/text>\n <rect class=\"atc-build\" x=\"8\" y=\"116\" width=\"184\" height=\"26\" rx=\"3\" stroke=\"rgba(232,0,26,0.2)\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:440;animation-delay:0.50s\"\/>\n <text x=\"12\" y=\"127\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">IN: 2,400 word earnings report<\/text>\n <text x=\"12\" y=\"137\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">OUT: 3-line executive summary<\/text>\n <!-- Translation -->\n <text x=\"8\" y=\"154\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" 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font-family=\"Share Tech Mono\">?<\/text>\n <text x=\"300\" y=\"81\" fill=\"#e8001a\" font-size=\"5.5\" font-family=\"Share Tech Mono\">\u2190 Predict<\/text>\n\n <!-- Metrics -->\n <text x=\"220\" y=\"100\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.60s\">PRECISION@K: 87%<\/text>\n <text x=\"220\" y=\"112\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.64s\">NDCG: 0.91 \u00b7 MAP: 0.86<\/text>\n <text x=\"220\" y=\"124\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:45;animation-delay:0.68s\">CTR LIFT: +42%<\/text>\n <line x1=\"220\" y1=\"130\" x2=\"414\" y2=\"130\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:200;animation-delay:0.70s\"\/>\n <text x=\"220\" y=\"143\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.74s\">Matrix Factorisation \u00b7 ALS<\/text>\n <text x=\"220\" y=\"154\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.78s\">Two-Tower \u00b7 DLRM \u00b7 NCF<\/text>\n <text x=\"220\" y=\"165\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.82s\">Content \u00b7 Hybrid \u00b7 Seq.<\/text>\n <text x=\"220\" y=\"176\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.86s\">Pinecone \u00b7 Redis \u00b7 ElasticSearch<\/text>\n\n <!-- AI Buzzword cloud \/ portfolio -->\n <rect class=\"atc-build\" x=\"434\" y=\"0\" width=\"206\" height=\"205\" rx=\"6\" stroke=\"#e8001a\" 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font-size=\"6\" font-family=\"Share Tech Mono\">Neural Networks<\/text>\n\n <rect x=\"442\" y=\"40\" width=\"48\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:128;animation-delay:0.32s\"\/>\n <text x=\"446\" y=\"49\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">AutoML<\/text>\n\n <rect x=\"496\" y=\"40\" width=\"42\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.5)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:116;animation-delay:0.36s\"\/>\n <text x=\"500\" y=\"49\" fill=\"rgba(232,0,26,0.7)\" font-size=\"6\" font-family=\"Share Tech Mono\">Explainable<\/text>\n\n <rect x=\"544\" y=\"40\" width=\"50\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.38s\"\/>\n <text x=\"548\" y=\"49\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Federated<\/text>\n\n <rect x=\"442\" y=\"58\" width=\"72\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.07)\" class=\"atc-build\" style=\"--dash-len:180;animation-delay:0.40s\"\/>\n <text x=\"446\" y=\"67\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">Transformer \u00b7 BERT<\/text>\n\n <rect x=\"520\" y=\"58\" width=\"76\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:190;animation-delay:0.44s\"\/>\n <text x=\"524\" y=\"67\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">Edge AI \u00b7 TinyML<\/text>\n\n <rect x=\"442\" y=\"76\" width=\"56\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:146;animation-delay:0.46s\"\/>\n <text x=\"446\" y=\"85\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">Diffusion Model<\/text>\n\n <rect x=\"504\" y=\"76\" width=\"48\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:128;animation-delay:0.50s\"\/>\n <text x=\"508\" y=\"85\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Graph Neural<\/text>\n\n <rect x=\"558\" y=\"76\" width=\"34\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.35)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:98;animation-delay:0.52s\"\/>\n <text x=\"562\" y=\"85\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">GANs<\/text>\n\n <rect x=\"442\" y=\"94\" width=\"58\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:150;animation-delay:0.54s\"\/>\n <text x=\"446\" y=\"103\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">Reinforcement RL<\/text>\n\n <rect x=\"506\" y=\"94\" width=\"50\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.56s\"\/>\n <text x=\"510\" y=\"103\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">Responsible AI<\/text>\n\n <rect x=\"442\" y=\"112\" width=\"44\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:118;animation-delay:0.58s\"\/>\n <text x=\"446\" y=\"121\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Phi-3 \u00b7 SLM<\/text>\n\n <rect x=\"492\" y=\"112\" width=\"68\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:172;animation-delay:0.60s\"\/>\n <text x=\"496\" y=\"121\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">Mixture of Experts<\/text>\n\n <rect x=\"442\" y=\"130\" width=\"62\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:162;animation-delay:0.62s\"\/>\n <text x=\"446\" y=\"139\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">Vector Embeddings<\/text>\n\n <rect x=\"510\" y=\"130\" width=\"58\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:150;animation-delay:0.64s\"\/>\n <text x=\"514\" y=\"139\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Semantic Search<\/text>\n\n <rect x=\"442\" y=\"148\" width=\"74\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.07)\" class=\"atc-build\" style=\"--dash-len:186;animation-delay:0.66s\"\/>\n 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style=\"--dash-len:142;animation-delay:0.72s\"\/>\n <text x=\"518\" y=\"175\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">Synthetic Data<\/text>\n\n <rect x=\"442\" y=\"184\" width=\"80\" height=\"13\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.2\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:200;animation-delay:0.74s\"\/>\n <text x=\"446\" y=\"193\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">AI-first Development<\/text>\n\n <rect x=\"528\" y=\"184\" width=\"66\" height=\"13\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:170;animation-delay:0.76s\"\/>\n <text x=\"532\" y=\"193\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\">LLM-as-a-Judge<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- Status bar -->\n <div class=\"ai-status-bar\">\n <div class=\"ai-sdot\"><\/div>\n <span id=\"ai-status\">INITIALISING AI\/ML INFERENCE ENGINE...<\/span>\n <\/div>\n <\/div><!-- \/ai-scene -->\n\n<\/div><!-- \/atc-ai -->\n\n<script>\n(function () {\n 'use strict';\n\n \/* \u2500\u2500 Neural background canvas \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\n const canvas = document.getElementById('ai-canvas');\n if (!canvas) return;\n const ctx = canvas.getContext('2d');\n const W = canvas.width, H = canvas.height;\n\n const nodes = Array.from({ length: 50 }, () => ({\n x: Math.random() * W,\n y: Math.random() * H,\n vx: (Math.random() - 0.5) * 0.28,\n vy: (Math.random() - 0.5) * 0.28,\n r: Math.random() * 1.9 + 0.9,\n pulse: Math.random() * Math.PI * 2\n }));\n\n const packets = Array.from({ length: 16 }, () => ({\n from: Math.floor(Math.random() * nodes.length),\n to: Math.floor(Math.random() * nodes.length),\n t: Math.random(),\n speed: 0.0028 + Math.random() * 0.005\n }));\n\n function drawNeural() {\n ctx.clearRect(0, 0, W, H);\n for (let i = 0; i < nodes.length; i++) {\n for (let j = i + 1; j < nodes.length; j++) {\n const dx = nodes[j].x - nodes[i].x;\n const dy = nodes[j].y - nodes[i].y;\n const d = Math.sqrt(dx * dx + dy * dy);\n if (d < 105) {\n ctx.beginPath();\n ctx.moveTo(nodes[i].x, nodes[i].y);\n ctx.lineTo(nodes[j].x, nodes[j].y);\n ctx.strokeStyle = `rgba(232,0,26,${(1 - d \/ 105) * 0.10})`;\n ctx.lineWidth = 0.65;\n ctx.stroke();\n }\n }\n }\n nodes.forEach(n => {\n n.pulse += 0.015;\n ctx.beginPath();\n ctx.arc(n.x, n.y, n.r + Math.sin(n.pulse) * 0.5, 0, Math.PI * 2);\n ctx.fillStyle = 'rgba(232,0,26,0.44)';\n ctx.fill();\n n.x += n.vx; n.y += n.vy;\n if (n.x < 0 || n.x > W) n.vx *= -1;\n if (n.y < 0 || n.y > H) n.vy *= -1;\n });\n packets.forEach(p => {\n p.t += p.speed;\n if (p.t > 1) {\n p.t = 0;\n p.from = p.to;\n p.to = Math.floor(Math.random() * nodes.length);\n }\n const f = nodes[p.from], t = nodes[p.to];\n ctx.beginPath();\n ctx.arc(\n f.x + (t.x - f.x) * p.t,\n f.y + (t.y - f.y) * p.t,\n 2.2, 0, Math.PI * 2\n );\n ctx.fillStyle = 'rgba(232,0,26,0.62)';\n ctx.fill();\n });\n }\n (function loop() { drawNeural(); requestAnimationFrame(loop); })();\n\n \/* \u2500\u2500 Card cycling \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\n const cards = document.querySelectorAll('#atc-ai .ai-card');\n const TOTAL = cards.length;\n const statusEl = document.getElementById('ai-status');\n const progressEl = document.getElementById('ai-progress');\n let current = 0;\n\n const statusTexts = [\n 'RUNNING YOLO v9 INFERENCE... 42 FPS \u00b7 Object Detection 97% mAP \u00b7 Face Recognition 99.4% \u00b7 Defect scan active...',\n 'SAMPLING LLM LATENT SPACE... GPT-4o \u00b7 Claude \u00b7 Llama-3 \u00b7 Fine-tuning LoRA \u00b7 Hallucination rate 2.1%...',\n 'VECTOR SEARCH ACTIVE... RAG pipeline \u00b7 Pinecone \u00b7 98% faithfulness \u00b7 Chatbot live on 5 channels...',\n 'ANOMALY DETECTED on CNC #4... LSTM model \u00b7 98.7% confidence \u00b7 Maintenance window: 72h \u00b7 SHAP explained...',\n 'AGENT REASONING LOOP... LangGraph \u00b7 Tool calls: search \u00b7 code \u00b7 API \u00b7 MLOps pipeline \u00b7 AutoML 0.962 AUC...',\n 'NLP PIPELINE ACTIVE... Sentiment 80% \u00b7 NER entities \u00b7 Recommendation CTR +42% \u00b7 AI portfolio scanning...'\n ];\n\n function activateBuilds(card) {\n card.querySelectorAll('.atc-build').forEach(el => {\n const m1 = el.style.cssText.match(\/--dash-len\\s*:\\s*([\\d.]+)\/);\n const m2 = el.style.cssText.match(\/animation-delay\\s*:\\s*([\\d.]+)s\/);\n const dashLen = m1 ? m1[1] : 500;\n const delay = m2 ? parseFloat(m2[1]) : 0;\n el.style.strokeDasharray = dashLen;\n el.style.strokeDashoffset = dashLen;\n el.style.opacity = '0';\n void el.offsetWidth;\n el.style.animation = 'none';\n void el.offsetWidth;\n el.style.animation = `ai-draw 0.65s ease ${delay}s forwards`;\n });\n }\n\n function goTo(idx) {\n cards[current].classList.remove('ai-active');\n current = idx;\n cards[current].classList.add('ai-active');\n activateBuilds(cards[current]);\n if (statusEl) statusEl.textContent = statusTexts[current];\n if (progressEl) {\n progressEl.style.transition = 'none';\n progressEl.style.width = '0%';\n requestAnimationFrame(() => {\n progressEl.style.transition = 'width 2.5s linear';\n progressEl.style.width = '100%';\n });\n }\n }\n\n goTo(0);\n setInterval(() => goTo((current + 1) % TOTAL), 3200);\n\n})();\n<\/script>\n<\/body>\n<\/html>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_1 et_pb_row et_flex_row et_animated\">\n<div class=\"et_pb_column_2 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Transform Your Business With Intelligent Automation &<span class=\"at-header-color\"> Data-Driven Insights<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>From startups to enterprise-level organizations, our AI and ML solutions are built to scale with your business.\u00a0Our team of AI experts and data scientists helps in designing customized solutions that align with your business goals.<\/p>\n<p>Our solutions optimize enterprise processes, boost efficiency, and enhance customer experiences, with expertise in predict analysis and chatbots, predictive analytics, and document processing automation.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_2 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_2 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_3 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_0 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/GenAI.webp\" alt=\"GenAI\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/GenAI.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"wp-image-238371\" title=\"GenAI\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">GenAI<\/h3><div class=\"et_pb_blurb_description\"><p>Transform ideas into reality with our cutting-edge Generative AI solutions\u2014empowering creativity, automation, and innovation like never before.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_4 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_1 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/Machine-Learning.webp\" alt=\"Machine Learning\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/Machine-Learning.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"wp-image-238378\" title=\"Machine Learning\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Machine Learning<\/h3><div class=\"et_pb_blurb_description\"><p>Our tailored ML solutions are designed designed to analyze data, predict trends, and drive smarter business decisions.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_5 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_2 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/RPA.webp\" alt=\"RPA\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/RPA.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"wp-image-238379\" title=\"RPA\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Robotic Process Automation (RPA)<\/h3><div class=\"et_pb_blurb_description\"><p>We help customers educing manual tasks, enhancing accuracy, and boosting productivity with our AI-powered Robotic Process Automation solutions.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_3 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_6 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_3 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/AI-Integration.webp\" alt=\"AI Integration\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/AI-Integration.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"wp-image-238384\" title=\"AI Integration\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">AI Integration<\/h3><div class=\"et_pb_blurb_description\"><p>Seamlessly integrate AI into your business to enhance processes, automate tasks, and unlock smarter decision-making.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_7 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_animated et_flex_column_16_24 et_flex_column_16_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Accelerate innovation with intelligent AI and ML solutions that streamline operations, uncover insights, and drive measurable business growth.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_0_wrapper\"><a class=\"et_pb_button_0 et_pb_button et_pb_bg_layout_light et_pb_module et_flex_module pbtn\" href=\"\" data-icon=\"$\" id=\"block_link\">GET YOUR SOLUTION<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_3 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_4 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_8 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Why Choose Us For Your <span class=\"at-header-color\"> AI Needs?<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_animated et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><ul class=\"at-no-padding-bottom\">\n<li><strong>Expertise in Machine Learning Models:<\/strong>\u00a0We design and implement robust machine learning models tailored to your business needs. Whether it\u2019s predicting trends, automating decision-making, or enhancing operations, our solutions are built to deliver measurable results.<\/li>\n<li><strong>Advanced Predictive Analytics:<\/strong>\u00a0Unlock the potential of your data with our predictive analytics services. We help you anticipate market trends, customer behaviors, and operational challenges, giving you a strategic edge in planning and decision-making.<\/li>\n<li><strong>Natural Language Processing (NLP) Excellence:<\/strong>\u00a0Our NLP solutions transform how you interact with data and customers. From intelligent chatbots to sentiment analysis, we enable seamless communication and insights extraction, enhancing customer engagement and operational efficiency.<\/li>\n<li><strong>Workflow Optimization:<\/strong>\u00a0We help you identify inefficiencies and implement AI-driven solutions that streamline processes, reduce redundancies, and boost overall productivity.Robotic Process Automation (RPA):\u00a0Our RPA solutions automate repetitive tasks, enabling your team to focus on high-value activities while improving speed and accuracy across workflows.<\/li>\n<li><strong>Chatbot and Virtual Assistant Development:<\/strong>\u00a0We design intelligent chatbots and virtual assistants that enhance customer interactions, provide instant support, and drive engagement\u2014saving time and resources.<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_4 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_5 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_9 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_group_carousel_0 et_pb_group_carousel et_pb_group et_pb_module et_pb_group_carousel_center_mode et_pb_group_carousel_dots_disabled et_pb_group_carousel_slides_7\"><div class=\"et_pb_group_carousel_container\"><div class=\"et_pb_group_carousel_track\"><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_0 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_1 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/React.webp\" alt=\"React\" title=\"React\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/React.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-131\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_1 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_2 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PyTorch.webp\" alt=\"PyTorch\" title=\"PyTorch\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PyTorch.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-130\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_2 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_3 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Python.webp\" alt=\"Python\" title=\"Python\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Python.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-129\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_3 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_4 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PHP.webp\" alt=\"PHP\" title=\"PHP\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PHP.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-128\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_4 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_5 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Microsoft-NET.webp\" alt=\"Microsoft NET\" title=\"Microsoft NET\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Microsoft-NET.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-127\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_5 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_6 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/JAX.webp\" alt=\"JAX\" title=\"JAX\" width=\"250\" height=\"145\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/JAX.webp 250w\" sizes=\"(max-width: 250px) 100vw, 250px\" class=\"wp-image-126\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_6 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_7 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Jasper-AI.webp\" alt=\"Jasper AI\" title=\"Jasper AI\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Jasper-AI.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-125\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_7 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_8 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Gemini.webp\" alt=\"Gemini\" title=\"Gemini\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Gemini.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-124\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_8 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_9 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/flutter.webp\" alt=\"flutter\" title=\"flutter\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/flutter.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-123\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_9 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_10 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Flow.webp\" alt=\"Flow\" title=\"Flow\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Flow.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-122\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_10 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_11 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Core-ML.webp\" alt=\"Core ML\" title=\"Core ML\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Core-ML.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-121\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_11 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_12 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Claude-AI.webp\" alt=\"Claude AI\" title=\"Claude AI\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Claude-AI.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-120\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_12 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_13 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/ChatGPT.webp\" alt=\"ChatGPT\" title=\"ChatGPT\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/ChatGPT.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-119\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_13 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_14 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Apple.webp\" alt=\"Apple\" title=\"Apple\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Apple.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-118\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_14 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_15 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Angular.webp\" alt=\"Angular\" title=\"Angular\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Angular.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-117\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_15 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_16 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Android.webp\" alt=\"Android\" title=\"Android\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Android.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-116\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_16 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_17 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/AWS-Logo.webp\" alt=\"AWS\" title=\"AWS\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/AWS-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857820\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_17 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_18 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure.webp\" title=\"Azure\" width=\"1600\" height=\"1600\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure.webp 1600w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-1280x1280.webp 1280w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-980x980.webp 980w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-480x480.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1600px, 100vw\" class=\"wp-image-23857836\" alt=\"Azure\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_18 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_19 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB.webp\" title=\"MongoDB\" width=\"512\" height=\"512\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB.webp 512w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB-480x480.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 512px, 100vw\" class=\"wp-image-23857837\" alt=\"MongoDB\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_19 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_20 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MSSQL-Server-Logo.webp\" alt=\"MSSQL Server\" title=\"MSSQL Server\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MSSQL-Server-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857817\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_20 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_21 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MySQL-Logo.webp\" alt=\"MySQL\" title=\"MySQL\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MySQL-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857816\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_21 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_22 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/PostgreSQL-Logo.webp\" alt=\"PostgreSQL\" title=\"PostgreSQL\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/PostgreSQL-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857815\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_22 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_23 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue.webp\" alt=\"Vue\" title=\"Vue\" width=\"438\" height=\"378\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue.webp 438w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue-300x259.webp 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" class=\"wp-image-23857839\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_23 et_pb_group et-last-child et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_24 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2.webp\" alt=\"Weaviate\" title=\"Weaviate\" width=\"418\" height=\"321\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2.webp 418w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2-300x230.webp 300w\" sizes=\"(max-width: 418px) 100vw, 418px\" class=\"wp-image-23857838\" \/><\/span><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_5 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_6 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_10 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Our <span class=\"at-header-color\">Case Study<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Turning challenges into measurable outcomes.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_7 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_11 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_group_carousel_1 et_pb_group_carousel et_pb_group et_pb_module et_pb_group_carousel_arrows_outside et_pb_group_carousel_dots_disabled et_pb_group_carousel_slides_2\"><div class=\"et_pb_group_carousel_container\"><div class=\"et_pb_group_carousel_track\"><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_24 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_25 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/ewallet-solution\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution.webp\" alt=\"eWallet Solution\" title=\"eWallet Solution\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858496\" \/><\/span><\/a>\n<div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>eWallet Solution<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_25 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_26 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/bank-locator-app\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App.webp\" alt=\"Bank Locator Mobile App\" title=\"Bank Locator Mobile App\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858495\" \/><\/span><\/a>\n<div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Bank Locator Mobile App<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_26 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_27 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/learning-management-system\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1.webp\" alt=\"Learning Management System\" title=\"Learning Management System\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858645\" \/><\/span><\/a>\n<div class=\"et_pb_text_11 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Learning Management System<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_27 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_28 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/sales-inventory-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1.webp\" alt=\"Sales & Inventory Management\" title=\"Sales & Inventory Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858646\" \/><\/span><\/a>\n<div class=\"et_pb_text_12 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Sales & Inventory Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_28 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_29 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/medical-practice-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management.webp\" alt=\"Medical Practice Management\" title=\"Medical Practice Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858647\" \/><\/span><\/a>\n<div class=\"et_pb_text_13 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Transforming Patient Care with Medical Practice Application<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_29 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_30 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/real-estate-listing-and-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management.webp\" alt=\"Property Listing and Management\" title=\"Property Listing and Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858648\" \/><\/span><\/a>\n<div class=\"et_pb_text_14 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Property Listing and Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_30 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_31 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/nextphase-rugby\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform.webp\" alt=\"Sports Talent Discovery Platform\" title=\"Sports Talent Discovery Platform\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858649\" \/><\/span><\/a>\n<div class=\"et_pb_text_15 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Sports Talent Discovery Platform<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_31 et_pb_group et-last-child et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_32 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/big-data\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management.webp\" alt=\"CDR Data Management\" title=\"CDR Data Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858651\" \/><\/span><\/a>\n<div class=\"et_pb_text_16 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>CDR Data Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><span class=\"et_pb_group_carousel_arrow et_pb_group_carousel_arrow_prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous slide\"><span class=\"et-pb-icon\">#<\/span><\/span><span class=\"et_pb_group_carousel_arrow et_pb_group_carousel_arrow_next\" role=\"button\" tabindex=\"0\" aria-label=\"Next slide\"><span class=\"et-pb-icon\">$<\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_6 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_8 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_12 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_17 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">FAQs: AI & ML <span class=\"at-header-color\"> Solutions<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_0 et_pb_accordion et_pb_module et_flex_module\">\n<div class=\"et_pb_accordion_item_0 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_open et_flex_module\"><h4 class=\"et_pb_toggle_title\">What types of AI and ML solutions do you offer?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>We develop custom AI and machine learning solutions including predictive analytics, natural language processing (NLP), computer vision, intelligent automation, recommendation systems, and AI-powered chatbots tailored for various industries.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_1 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">How can AI and ML improve our business operations?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>AI and ML can help optimize workflows, reduce manual tasks, forecast demand, personalize customer experiences, detect fraud, and extract actionable insights from large data sets\u2014leading to faster decisions and better outcomes.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_2 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Do you offer industry-specific AI models?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Yes. We build domain-specific models for industries like healthcare, finance, retail, manufacturing, and logistics\u2014ensuring that the algorithms are optimized for your unique data and business goals.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_3 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Can you integrate AI capabilities into our existing software or infrastructure?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Absolutely. Our AI solutions are designed for seamless integration with your current systems, whether it\u2019s CRM, ERP, or cloud platforms, ensuring smooth deployment and minimal disruption.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_4 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">How do you handle data privacy and compliance in AI projects?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>We follow strict data governance practices, including anonymization, encryption, and adherence to regulations like GDPR, HIPAA, and CCPA, to ensure that your AI implementation is secure and compliant.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-238358","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238358","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/comments?post=238358"}],"version-history":[{"count":147,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238358\/revisions"}],"predecessor-version":[{"id":23859351,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238358\/revisions\/23859351"}],"wp:attachment":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/media?parent=238358"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}