By AI workflow shape
Industry patterns indexed by AI workflow shape — RAG, agent, classification, generation, multimodal.
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Industry patterns indexed by AI workflow shape — RAG, agent, classification, generation, multimodal.
A cross-cut index. If you shop for patterns by what your AI feature does rather than by which industry you're in, this is the entry point.
Your AI retrieves source material and synthesizes an answer with citations. Faithfulness against retrieved chunks is the core dimension.
Healthcare — clinical decision support — guideline retrieval + faithfulness + drug-interaction rules
Government — citizen-services chatbot — versioned policy retrieval + reading-level + multilingual parity
Legal — AI research citation verification — case-law retrieval + citation-existence + holding-accuracy
Manufacturing — visual quality inspection (uses retrieval over manuals when paired with technician guidance)
Your AI plans, calls tools, and decides when it's done. Pre- and post-deployment agentic evaluation with deterministic span-level rules is the right shape.
Insurance — claims-triage agent — span-level escalation rule + assertions + tone judge
Healthcare — clinical decision support — also fits if the assistant calls drug-interaction databases as tools
Your AI classifies content into categories or detects targets in inputs. Per-class precision/recall, confusion-matrix tracking, and per-segment fairness are the dimensions.
Media — content moderation — per-category recall + cross-language parity
Manufacturing — visual quality inspection — per-defect-class accuracy + condition-stratified disparity
Energy — vegetation-management imagery — hazard-class accuracy + season-stratified disparity
Financial services — fair-lending platform — false-positive disparity across protected-class proxies
Your AI generates user- or customer-facing copy, descriptions, summaries. Specification accuracy, brand voice, and uniqueness are the dimensions.
Retail — product description generation — specification accuracy + brand voice + uniqueness
Travel — multilingual booking assistant — booking-detail accuracy + cultural fit per locale
Your AI handles a multi-turn customer interaction with strict policy or pricing rules. Citation, exact-match, and continuous trace eval are the dimensions.
Telecom — customer-service pricing accuracy — JSON-schema pricing citation + numeric exact-match
Education — AI tutor — Socratic vs. answer-giving + age-appropriateness
Government — citizen-services chatbot — also fits
Your AI processes non-text inputs. Per-modality scorers paired with text-output judges.
Manufacturing — visual quality inspection — image classification under varied lighting
Energy — vegetation-management imagery — drone imagery, season-stratified
Real estate — automated property valuation — listing photos + comparable sales
Industries — full per-vertical depth
Use cases — by AI workflow shape (broader framing)
Workflow — the 6-stage spine
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