Patterns we ship most often
- Document understanding. Drop in a PDF, get back structured data, summaries or answers, with citations.
- Smart classification. Auto-tagging, routing tickets, triaging emails, sorting expenses.
- Drafting and rewriting. Property descriptions, product copy, internal reports, in your voice.
- Voice and image. Whisper transcripts, image description, vision-led search.
- Agents that take actions. Tool-using assistants that book, post, refund, or update records, with audit trails.
Done properly
Every AI build ships with prompt caching, rate limits, cost monitoring, an audit log of every model call, and a graceful fallback when the model is down or slow. We are not impressed by demos. We ship things that survive Monday morning.
Pricing
Every AI build is scoped on a 10-minute call and quoted as a single fixed price within 24 hours. £0 upfront until you approve the finished result. Model usage costs are passed through at cost, never marked up.