03 — Service
AI features that behave reliably in production — not demos that break under real data
Overview
An AI demo that nails ten curated questions and a production AI feature that survives real users are two different engineering problems. We build the second one: hybrid search and reranking so retrieval actually finds the right answer, evidence gates so the system abstains instead of guessing, tool-use agents scoped to least privilege instead of broad write access, and document processing pipelines that hold up on the messy files real customers upload.
Products where AI is a core feature, not a bolt-on.
What’s included
How we work
Four stages, one continuous thread — from your first idea to a product your customers use every day.
Stage 01
We map your goals, constraints, and users so the team builds the right thing from day one.
Stage 02
Architecture, data models, and user flows documented before a line of production code is written.
Stage 03
Iterative builds with weekly check-ins — you see working software throughout, not just at the end.
Stage 04
Full handover — code, deploy, and docs — then ongoing support as your product grows.
Every engagement is scoped and priced before a line of code is written. You always know what you’re paying for next.
Model A
Model B
No surprise invoices, no hourly creep. If scope changes mid-build, you hear what it costs before it costs you anything.
See how an engagement worksA sample of what we’ve shipped — real projects, real constraints, real outcomes.
01 / 04AI Platform
A production RAG system that cites its sources, refuses when it doesn't know, and enforces tenant boundaries at the database level — not in the prompt.
FastAPI / pgvector / Hybrid Search / Next.js / Supabase / Multi-tenancy
02 / 04AI Automation
Shipped in eight hours, with the risk boundary enforced at the database level rather than in the prompt — a guarantee a system relying on LLM discipline alone can't make.
PostgreSQL / AI Tool Use / Row-Level Locking / Human-in-the-Loop
03 / 04E-Commerce
Delivered fixed-price, full-stack (frontend, backend, and database), rated 5.0 by the client, who noted it was delivered on time, exceeded the original scope, and was "professional, responsive, and easy to work with."
ASP.NET Core / SQLite / JWT/OAuth / REST API
04 / 04Developer Tooling
Delivered in a single day against an urgent brief, rated 5.0 by the client, who highlighted the fast turnaround and clear communication.
Angular 19 / TypeScript / ng-bootstrap / Reactive Forms
Next service
SaaS Platform Development