Build
01New AI features work from requirement to production: document and photo extraction into structured data; Search and chat over your own documents and database; Automatic replies, summaries and classification for support and sales.
Data and AI · 6 technologies
AI features — useful, measured, built on your data.
I add AI features to real products: search that understands questions, extraction of fields from invoices and photos, chat over your documentation, WhatsApp assistants, and forecasting. Every feature is evaluated against real examples before it ships, so you know how often it is right.
- Technologies
- OpenAI and Anthropic APIs · Open-source models · RAG and semantic search · Document and photo extraction · Chatbots and WhatsApp bots · Forecasting
- Support
- Build · fix and maintain · upgrade and migrate · audit and advise
- Typical
- Document and photo extraction into structured data
- Pricing
- Fixed price, or hourly from $10 by stack
- Team
- Me, plus a vetted team of 50+ for larger builds, 90% with 10+ years' experience
- Start
- Usually within one working day of agreeing the scope
01 — What I do with AI features
build, fix, upgrade, audit
Fix and maintain
02The usual problems in existing AI features systems: a demo that impressed everyone and a feature nobody trusts, because no one measured it.
Upgrade and migrate
03Keyword search to semantic search, rule-based scripts to model-based extraction, early GPT-3 integrations to current models.
Audit and advise
04A code, security, performance and SEO audit of your AI features system, with a written plan you can act on with or without me.
02 — Technologies
what each one is for
OpenAI and Anthropic APIs
Hosted models for language, vision and tools.
Open-source models
Self-hosted models when data must stay inside.
RAG and semantic search
Answers grounded in your own documents.
Document and photo extraction
Invoices, forms, IDs and labels to structured data.
Chatbots and WhatsApp bots
Assistants that know your business and hand off to humans.
Forecasting
Demand, bookings and stock predictions from your history.
03 — Typical projects
what people usually ask for
AI features work
that actually gets ordered.
Three shapes most AI features engagements take. Yours may be a fourth; describe it and I will tell you honestly whether it fits.
- Document and photo extraction into structured data
- Search and chat over your own documents and database
- Automatic replies, summaries and classification for support and sales
04 — Questions
about AI features work
Will my data be sent to OpenAI?
Only if we choose that. For sensitive data I use open-source models hosted inside your environment, or providers with data processing agreements. It is decided before anything is built.
How do you know the AI is right?
Each feature gets an evaluation set of real examples with known answers. We measure accuracy before launch and keep measuring after.
How is AI features work priced?
A fixed price for a defined scope, or hourly from $10 depending on the stack, always with a written estimate before any work starts.
How do we start?
Send a short description of what exists and what you need. You get a reply within one working day with questions, then a scope or an estimate.
06 — Start
describe the AI features project
Got a AI features project?
Tell me what exists, what you need, and the deadline if there is one. I reply within one working day with questions, then a scope or an estimate.
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