> For the complete documentation index, see [llms.txt](https://docs.layerlens.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.layerlens.ai/4.2-industry-use-cases.md).

# 4.2 Industry use cases

- [Industry solutions](https://docs.layerlens.ai/4.2-industry-use-cases/industry.md): LayerLens industry solutions — 13 verticals with scenarios, eval patterns, compliance, and runnable samples.
- [By AI workflow shape](https://docs.layerlens.ai/4.2-industry-use-cases/by-workflow-shape.md): Industry patterns indexed by AI workflow shape — RAG, agent, classification, generation, multimodal.
- [Healthcare](https://docs.layerlens.ai/4.2-industry-use-cases/healthcare.md): Healthcare AI evaluation on LayerLens — clinical Q\&A, triage, medical document analysis.
- [Pattern: clinical decision support](https://docs.layerlens.ai/4.2-industry-use-cases/pattern.md): Healthcare — clinical decision support pattern. Faithfulness, drug-interaction safety, reasoning soundness, audit-ready evidence.
- [Financial services](https://docs.layerlens.ai/4.2-industry-use-cases/financial-services.md): Financial services AI evaluation — fraud detection, advisor chatbots, KYC.
- [Pattern: fair-lending platform](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-1.md): Financial services — fair-lending platform pattern. Bias scorer shared across product teams, variant comparison, continuous monitoring.
- [Pattern: AI research citation verification](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-2.md): Legal — AI research citation verification pattern. Citation-existence scorer, holding-accuracy judge, per-session block on unverified output.
- [Insurance](https://docs.layerlens.ai/4.2-industry-use-cases/insurance.md): Insurance AI evaluation — claims triage, policy Q\&A, underwriting assistance.
- [Pattern: claims-triage agent](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-3.md): Insurance — claims-triage agent pattern. Span-level escalation rule, assertions, GEPA-tuned tone judge, in one agentic evaluation.
- [Government and public sector](https://docs.layerlens.ai/4.2-industry-use-cases/government-public-sector.md): Government and public sector AI evaluation — citizen services, document processing, eligibility.
- [Pattern: citizen-services chatbot](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-4.md): Government / public sector — citizen-services chatbot pattern. Policy accuracy against versioned source-of-truth, plain-language reading-level, multilingual parity.
- [Retail and e-commerce](https://docs.layerlens.ai/4.2-industry-use-cases/retail-ecommerce.md): Retail and e-commerce AI evaluation — product Q\&A, customer support, recommendations.
- [Pattern: product description generation](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-5.md): Retail / e-commerce — product-description generation pattern. Specification accuracy, brand voice, return-rate impact.
- [Media and entertainment](https://docs.layerlens.ai/4.2-industry-use-cases/media-entertainment.md): Media and entertainment AI evaluation — moderation, summarization, search.
- [Pattern: content moderation](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-6.md): Media / entertainment — content moderation pattern. Per-category recall, cross-language parity, EU DSA exposure management.
- [Manufacturing](https://docs.layerlens.ai/4.2-industry-use-cases/manufacturing.md): Manufacturing AI evaluation — diagnostics assistance, manuals Q\&A, quality.
- [Pattern: visual quality inspection](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-7.md): Manufacturing / industrial — visual quality-inspection pattern. Per-defect-class accuracy, lighting-robustness, latency under SLO.
- [Education](https://docs.layerlens.ai/4.2-industry-use-cases/education.md): Education AI evaluation — tutoring, content generation, assessment.
- [Pattern: AI tutor](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-8.md): Education / EdTech — AI tutor pattern. Pedagogical-quality (Socratic vs. answer-giving), age-appropriateness, learning-outcome correlation.
- [Real estate](https://docs.layerlens.ai/4.2-industry-use-cases/real-estate.md): Real estate AI evaluation — listing Q\&A, valuation assist, document search.
- [Pattern: automated property valuation](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-9.md): Real estate / proptech — automated valuation pattern. Per-segment accuracy, fair-housing parity, image-condition assessment.
- [Telecommunications](https://docs.layerlens.ai/4.2-industry-use-cases/telecommunications.md): Telecommunications AI evaluation — customer service, troubleshooting, plan Q\&A.
- [Pattern: customer-service pricing accuracy](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-10.md): Telecom — customer-service AI pricing-accuracy pattern. JSON-schema scorer, numeric exact-match, per-PR CI gating, continuous sampled trace eval.
- [Energy and utilities](https://docs.layerlens.ai/4.2-industry-use-cases/energy-utilities.md): Energy and utilities AI evaluation — field service, ops assistance, customer support.
- [Pattern: vegetation-management imagery](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-11.md): Energy / utilities — vegetation-management imagery pattern. Stratified accuracy by season, variant comparison, daily continuous evaluation in fire season.
- [Travel and hospitality](https://docs.layerlens.ai/4.2-industry-use-cases/travel-hospitality.md): Travel and hospitality AI evaluation — booking assist, itinerary, customer service.
- [Pattern: multilingual booking assistant](https://docs.layerlens.ai/4.2-industry-use-cases/pattern-12.md): Travel / hospitality — multilingual booking-assistant pattern. Per-language booking-detail accuracy, cultural appropriateness, locale-aware date handling.