AI Inside Your Product
AI that does a real job for your users, not a chat box bolted onto the corner.
Where this has already shipped.
Four data sources read into one score. Open any of the three to read how it was built.
Health Optimisation Platform
An AI layer reasons across blood, DNA, DEXA and wearable data to surface compounding risk, then generates plans from it.
K-12 Education SaaS
Fortnightly class-performance summaries generated from real quiz data, written for teachers rather than dumped as charts.
Market Intelligence Agent
The same pattern on public data, in an open repo: multi-source signals condensed into written briefings. Personal project.
Anthropic SDK · OpenAI · Whisper · Groq · Document parsing · Node/Express · .NET 9 · Python · FastAPI
Build your brief.
Tick the parts that sound like your project. They collect in a bar at the bottom of the page, and one button turns them into an email to me. Nothing is sent until you press it.
Written summaries from your data
Plain-language summaries generated from real records, written for the person who acts on them rather than dumped as charts.
Reasoning across several sources
An AI layer that reads separate data sources together, surfaces compounding risk and drafts plans from it.
Reading uploaded documents
Parsing that survives varying report layouts: pattern-driven extraction, no hardcoded line offsets.
Transcription in a workflow
Source content transcribed as one step inside a larger automated workflow, with Whisper among the tools.
Outputs you can trace
Every recommendation points back to the input that triggered it, so the result can be trusted and checked.
Model cost and rate limits
Model cost measured on a sample before the run scales, and separate rate-limit buckets for reads and uploads.
Try it.
A small game that runs in your browser. The round starts on your first stroke.
What I already knew about your domain.
The traps specific to this kind of product, each one from work that shipped rather than from a reading list.
Think this is your problem?
Tell me what is happening in your own words. No brief needed, no spec. I will tell you within a day whether it is mine to solve, and roughly what it takes.