# Use cases by industry

> AI use cases for finance, insurance, healthcare, retail, manufacturing, logistics, legal and SaaS: agents, RAG, MCP, platforms, migrations, private LLMs and custom models.

Source: https://aibyos.com/use-cases

Use cases

# What this looks like in _your industry_.

Filter by industry or capability. Open any card for the approach and how we measure success.

24 use cases

[Finance & Insurance Claims intake & triage agent Read claim documents and photos, check coverage and route claims automatically. _AI Agents__Image & Vision__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/claims) [Finance & Insurance KYC / AML analyst copilot Speed up customer due diligence while keeping every decision explainable. _LLM Apps & Copilots__RAG & Search__EU AI Act & Governance_ Open →](https://aibyos.com/use-cases/kyc) [Finance & Insurance Governed LLM access for a regulated firm Let every team use LLMs through one gateway with redaction, logging and EU-only routing. _AI Gateways__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/gateway-bank) [Healthcare & Life Sciences Clinical documentation assistant Turn doctor–patient conversations into structured notes. _Voice AI__LLM Apps & Copilots__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/clinical-docs) [Healthcare & Life Sciences Scientific literature research agent Screen and summarise papers for systematic reviews and R&D. _AI Agents__RAG & Search_ Open →](https://aibyos.com/use-cases/lit-review) [Retail & E-commerce Conversational shopping assistant Help shoppers find the right product in natural language, on site and in AI assistants. _RAG & Search__LLM Apps & Copilots__MCP Servers_ Open →](https://aibyos.com/use-cases/shopping) [Retail & E-commerce Product content & imagery at scale Generate descriptions, attributes and lifestyle images for thousands of SKUs. _Image & Vision__Fine-tuning__LLM Apps & Copilots_ Open →](https://aibyos.com/use-cases/product-content) [Manufacturing & Logistics Visual defect detection on the line Detect defects consistently from camera images at production speed. _Image & Vision__MLOps / LLMOps_ Open →](https://aibyos.com/use-cases/inspection) [Manufacturing & Logistics Maintenance technician copilot Answers from manuals, work orders and sensor data at the machine. _RAG & Search__AI Agents__Data for AI_ Open →](https://aibyos.com/use-cases/maintenance) [Manufacturing & Logistics Shipping document automation Process CMRs, invoices and customs documents automatically. _LLM Apps & Copilots__Image & Vision__AI Agents_ Open →](https://aibyos.com/use-cases/logistics-docs) [Legal & Professional Services Contract review & clause comparison Compare incoming contracts against your playbook in minutes. _RAG & Search__Fine-tuning__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/contracts) [Legal & Professional Services Firm-wide knowledge assistant Find precedents, templates and expertise across the firm, with client confidentiality. _RAG & Search__MCP Servers__EU AI Act & Governance_ Open →](https://aibyos.com/use-cases/knowledge-firm) [SaaS & Technology Make your SaaS agent-ready Expose your product to Claude, ChatGPT and other AI agents via MCP. _MCP Servers__Agent Infrastructure_ Open →](https://aibyos.com/use-cases/saas-mcp) [SaaS & Technology Engineering productivity agents Agents that triage bugs, write tests and review pull requests. _AI Agents__Agent Infrastructure__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/dev-agents) [SaaS & Technology AI-first customer support Resolve common tickets automatically and give human agents perfect context. _AI Agents__RAG & Search__AI Gateways_ Open →](https://aibyos.com/use-cases/support-saas) [SaaS & Technology Move from API to self-hosted model Cut inference cost and keep data private with a fine-tuned open model. _Fine-tuning__MLOps / LLMOps_ Open →](https://aibyos.com/use-cases/self-hosted) [Finance & Insurance Lakehouse & AI platform for an insurer Replace an ageing data warehouse with a governed platform for BI, pricing models and GenAI. _Data & AI Platforms__AI Landing Zones__Data for AI_ Open →](https://aibyos.com/use-cases/lakehouse-insurer) [SaaS & Technology Azure OpenAI → AWS Bedrock migration Move LLM features to Bedrock after consolidating on AWS, without users noticing. _Cloud AI Migrations__AI Gateways__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/aoai-to-bedrock) [Finance & Insurance AI landing zone for a regulated bank A compliant foundation so every new AI project starts in days, not months. _AI Landing Zones__EU AI Act & Governance__AI Gateways_ Open →](https://aibyos.com/use-cases/ai-lz-bank) [Retail & E-commerce Microsoft Fabric analytics + Copilot for retail One platform for sales analytics, demand forecasting and natural-language reporting. _Data & AI Platforms__Data for AI__LLM Apps & Copilots_ Open →](https://aibyos.com/use-cases/fabric-retail) [Manufacturing & Logistics Knowledge assistant pilot from an accelerator A working assistant on real manuals and procedures in the customer’s own cloud, fast. _Accelerators__RAG & Search__AI Landing Zones_ Open →](https://aibyos.com/use-cases/accelerator-pilot) [Healthcare & Life Sciences Private LLM for a hospital group Clinical summarisation on patient data that may not leave the country, no public model APIs. _Sovereign GPU__Fine-tuning__EU AI Act & Governance_ Open →](https://aibyos.com/use-cases/private-llm-hospital) [Finance & Insurance Speech & emotion analytics for a contact centre Custom speech recognition and emotion models for every customer call, hosted in-region. _AI Research__Voice AI__Sovereign GPU_ Open →](https://aibyos.com/use-cases/call-analytics-research) [SaaS & Technology Ticket routing without per-call LLM costs Millions of support messages classified by a distilled in-house model instead of a large LLM API. _AI Research__Fine-tuning__MLOps / LLMOps_ Open →](https://aibyos.com/use-cases/distill-saas)

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