Generative AI
Drafting, summarising and extraction — with guardrails.
We apply large language models to document drafting, summarisation and structured extraction, with prompt versioning, output validation, cost controls and audit logging so the system is operable rather than experimental.
Business benefits
What you get out of it
Output validated against a schema
Prompt and model changes versioned
Token cost visible and capped
Full audit log of generated content
Technologies
What we build it with
- Claude
- OpenAI
- LangChain
- Structured output validation
- Prompt evaluation harness
Industries served
Where this applies
- Manufacturing
- Healthcare
- Retail
- Logistics
- Finance
- Government
Development process
How the engagement runs
The same eight stages apply across services. What changes is the depth of each one.
- 01
Discovery
Stakeholder interviews, current-state review and a written problem statement everyone signs off.
- 02
Business analysis
Requirements elicitation, BRD/FRD/SRS, process models and a traceability matrix.
- 03
Planning
Architecture, estimates, release plan, risk register and the delivery team shape.
- 04
UI/UX design
Information architecture, wireframes, accessible design system and clickable prototype.
- 05
Development
Sprint increments, code review, automated tests and continuous integration.
- 06
Testing
Functional, regression, performance, security and user acceptance testing.
- 07
Deployment
Environment promotion, data migration, cutover rehearsal and go-live support.
- 08
Support & maintenance
SLA response, monitoring, patching and a quarterly improvement roadmap.
FAQ
Questions we get asked before signing
No. We deploy within your cloud account or on-premise where required, and configure providers with zero-retention and no-training terms where a hosted model is used.
Every engagement defines an evaluation set and accuracy thresholds before build, and reports measured performance against them at each release.
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Ready to build your next digital product?
Send us the brief, the RFP, or a paragraph describing the problem. A consultant reads it and replies within one business day — no sales sequence.