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 AgentsImage & VisionEvals & Guardrails
Open →
Finance & Insurance
KYC / AML analyst copilot
Speed up customer due diligence while keeping every decision explainable.
LLM Apps & CopilotsRAG & SearchEU AI Act & Governance
Open →
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 GatewaysEvals & Guardrails
Open →
Healthcare & Life Sciences
Clinical documentation assistant
Turn doctor–patient conversations into structured notes.
Voice AILLM Apps & CopilotsEvals & Guardrails
Open →
Healthcare & Life Sciences
Scientific literature research agent
Screen and summarise papers for systematic reviews and R&D.
AI AgentsRAG & Search
Open →
Retail & E-commerce
Conversational shopping assistant
Help shoppers find the right product in natural language, on site and in AI assistants.
RAG & SearchLLM Apps & CopilotsMCP Servers
Open →
Retail & E-commerce
Product content & imagery at scale
Generate descriptions, attributes and lifestyle images for thousands of SKUs.
Image & VisionFine-tuningLLM Apps & Copilots
Open →
Manufacturing & Logistics
Visual defect detection on the line
Detect defects consistently from camera images at production speed.
Image & VisionMLOps / LLMOps
Open →
Manufacturing & Logistics
Maintenance technician copilot
Answers from manuals, work orders and sensor data at the machine.
RAG & SearchAI AgentsData for AI
Open →
Manufacturing & Logistics
Shipping document automation
Process CMRs, invoices and customs documents automatically.
LLM Apps & CopilotsImage & VisionAI Agents
Open →
Legal & Professional Services
Contract review & clause comparison
Compare incoming contracts against your playbook in minutes.
RAG & SearchFine-tuningEvals & Guardrails
Open →
Legal & Professional Services
Firm-wide knowledge assistant
Find precedents, templates and expertise across the firm, with client confidentiality.
RAG & SearchMCP ServersEU AI Act & Governance
Open →
SaaS & Technology
Make your SaaS agent-ready
Expose your product to Claude, ChatGPT and other AI agents via MCP.
MCP ServersAgent Infrastructure
Open →
SaaS & Technology
Engineering productivity agents
Agents that triage bugs, write tests and review pull requests.
AI AgentsAgent InfrastructureEvals & Guardrails
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SaaS & Technology
AI-first customer support
Resolve common tickets automatically and give human agents perfect context.
AI AgentsRAG & SearchAI Gateways
Open →
SaaS & Technology
Move from API to self-hosted model
Cut inference cost and keep data private with a fine-tuned open model.
Fine-tuningMLOps / LLMOps
Open →
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 PlatformsAI Landing ZonesData for AI
Open →
SaaS & Technology
Azure OpenAI → AWS Bedrock migration
Move LLM features to Bedrock after consolidating on AWS, without users noticing.
Cloud AI MigrationsAI GatewaysEvals & Guardrails
Open →
Finance & Insurance
AI landing zone for a regulated bank
A compliant foundation so every new AI project starts in days, not months.
AI Landing ZonesEU AI Act & GovernanceAI Gateways
Open →
Retail & E-commerce
Microsoft Fabric analytics + Copilot for retail
One platform for sales analytics, demand forecasting and natural-language reporting.
Data & AI PlatformsData for AILLM Apps & Copilots
Open →
Manufacturing & Logistics
Knowledge assistant pilot from an accelerator
A working assistant on real manuals and procedures in the customer’s own cloud, fast.
AcceleratorsRAG & SearchAI Landing Zones
Open →
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 GPUFine-tuningEU AI Act & Governance
Open →
Finance & Insurance
Speech & emotion analytics for a contact centre
Custom speech recognition and emotion models for every customer call, hosted in-region.
AI ResearchVoice AISovereign GPU
Open →
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 ResearchFine-tuningMLOps / LLMOps
Open →
Don't see your industry or use case? Most of our work starts with a problem that is not on any list. Describe your case →
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