Industries — Patterns we've shipped by sector

FINANCIAL SERVICES

Banking, capital markets, insurance.

Designed to fit your SOC 2 / PCI-DSS program. BYO-key on Bedrock or Azure OpenAI. Every output evidence-grounded with citations to source systems.

→ KYC / KYB / AML copilots
→ Claims triage + adjudication
→ Research analyst copilots
→ Customer-comms generation w/ compliance review

See FS case studies

HEALTHCARE & LIFE SCIENCES

Payers, providers, pharma, devices.

Architected for HIPAA workloads. PII redaction at ingest. De-identified eval sets for safe iteration. Built to slot into your existing BAA arrangements with hosted providers.

→ Clinical documentation copilots
→ Prior-auth automation
→ Trial-protocol assistants
→ Patient-comms drafting w/ clinician review

RETAIL & CPG

Catalog scale meets reasoning.

Catalog enrichment, attribute extraction, personalised merchandising. Multi-modal extraction across product images and supplier docs.

→ Catalog onboarding + enrichment agents
→ Shopper copilots
→ Demand forecasting
→ Content + creative generation

LOGISTICS & SUPPLY CHAIN

Exception-handling at scale.

Routing copilots, exception-handling agents, shipper / receiver comms generation. EDI + freight-doc extraction.

→ Shipment exception copilots
→ Customs + freight doc IDP
→ Network simulation w/ LLM rationales
→ Ops-room copilots

SAAS

In-product AI that ships in a quarter.

Embedded copilots, onboarding agents, support agents. We design with your PMs, ship with your engineers, and instrument retention impact.

→ Product copilots (in-app)
→ Onboarding agents
→ AI-powered analytics
→ Multi-tenant LLM infra

MANUFACTURING

Shop-floor and back-office reasoning.

Maintenance copilots, quality reasoning, supplier-quote analysis, EBOM/MBOM ops. Edge-friendly model deployments where latency matters.

→ Predictive maintenance + RCA agents
→ Quality / yield copilots
→ Supplier doc IDP
→ Engineering knowledge agents

PUBLIC SECTOR

Sovereign-cloud, audit-first.

Sovereign-cloud-ready deployments, open-weight model options, full audit trail, plain-language explanations on every decision.

→ Casework + benefits copilots
→ Citizen-facing assistants
→ Policy + legislative analysis
→ Records modernisation

STARTUPS

AI-native from week one.

For founders building AI products: PoC → seed-ready demo → A-round-ready platform. We can act as embedded engineering until you build the team.

→ MVP build in 6–8 weeks
→ Infra ready to scale
→ Hiring + handoff support
→ Founder-friendly equity options

The patterns are sector-specific.
The discipline isn't.