Services

What we build

Four things we do in AI, done properly, plus the software engineering underneath them. If your problem is not on this list, the audit is the honest place to start.

Agents

Production AI Agents

Agents that take real actions in your systems — creating records, placing orders, moving work forward — behind approval gates you control.

  • Vercel AI SDK
  • Anthropic
  • OpenAI
  • AI Gateway
  • Zod
  • MCP

13

Production tools in one shipping agent

7

Models with per-provider fallback ordering

Server

Where approval gates are enforced

Product

AI Product Engineering

The whole product around the model — auth, billing, usage metering, multi-tenancy — not just the chat window.

  • Next.js
  • TypeScript
  • PostgreSQL
  • Drizzle
  • Stripe
  • Better Auth

Pre + post

Cost metered before and after each call

Per-tier

Model allowlists as a billing surface

5M+

Records served in one product data layer

Retrieval

RAG & Knowledge Systems

Answers grounded in your documents, with citations that point at the page they came from.

  • pgvector
  • PostgreSQL FTS
  • Docling
  • PyMuPDF
  • FastAPI

RRF

Vector and full-text fused, not chosen between

HNSW

Indexed pgvector search

512

Max tokens per structure-aware chunk

Reliability

AI Evaluation & Reliability

Knowing whether your AI feature actually works — measured against real traffic, not vibes.

  • Vitest
  • Playwright
  • PostgreSQL
  • TypeScript
  • Python

PII-safe

Redacted, org-scoped transcript export

Written

Failure taxonomy, not tribal knowledge

Tool + args

Deterministic assertions, not vibes

Also

The engineering we have always done

AI is where most of our work sits now, but it runs on ordinary software — and plenty of clients come to us for that alone.

Web & E-commerce Development

Storefronts and marketing sites that load fast and convert — Next.js, Stripe and Square payments, and a CMS your team can actually use.

SaaS & MVP Product Engineering

Full products from nothing: authentication, organisations, billing, APIs, and the boring infrastructure that decides whether you can ship a second feature.

Cloud, DevOps & Data Engineering

AWS and Vercel deployments, Docker, CI/CD, and the PostgreSQL work that keeps a growing product from slowing to a crawl.

Local SEO & Marketing Sites

Multi-location marketing sites built to rank locally — structured data, per-branch pages, and measurable organic traffic.

Smaller than all of that? We do a fixed monthly website for local businesses — five pages, your own domain, hosting and updates handled.

Next step

Tell us what you’re trying to build

Most engagements start with a fixed-price audit, so the first thing you buy is a decision rather than a commitment.