Studio AI · custom builds
Built for your workflow, not the average of everyone's.
Off-the-shelf AI is shaped by the median customer. If your process is the thing that makes you competitive, the tool that flattens it is the wrong tool.
Engagement model
Build, then hand over.
We are not trying to become a permanent line item. At the end you own the code, the weights, the evals, and a runbook your team can operate without us.
day 0–2
Kickoff
We reply, scope the problem, and lock the first outcome in writing.
day 2–5
Discovery
Map the data, the risks, and the thinnest slice that moves a real number.
day 14
First delivery
A working slice you can run yourself. Not a slide deck, not a Figma flow.
handover
You own it
Code, models, eval harness, runbook, and a working session with your engineers.
What we build
01
Custom AI agents for internal ops
Multi-step operators that plan, call your tools, and verify their own output before a human sees it. Built against your systems, with your permissions model.
02
Domain-tuned models
Fine-tuned on your corpus and judged against acceptance criteria you wrote — not a public benchmark that has nothing to do with your work.
03
AI features inside your product
Shipped in your codebase, through your release process, matching your existing patterns. Your team reviews every PR.
04
Eval & monitoring harnesses
For AI you already run but cannot measure. Regression suites for model behaviour, drift alerts, and a dashboard someone will actually read.
05
Legacy automation → AI migration
Script estates built over a decade carry real institutional knowledge alongside the brittleness. We migrate them incrementally, keeping the coverage you have while removing the maintenance you cannot afford — this is the work our testing background makes us unusually good at.
Intelligence layers we already build on
shipping · roadmap
Studio AI engagements usually start from one of these. Each is a working intelligence layer we extend into your stack rather than a template you configure — and Aura QA, our flagship, has its own product page.
Available now
Aura QA
Self-healing AI test automation with Alignment Reports, framework generation, and compliance-ready audit trails.
web · API · private cloud / local LLM
Intelligence layer
AI Retail OS
Connects POS, ERP, inventory, and e-commerce into one layer retailers can query and automate everyday decisions from.
demand forecasting · pricing · inventory agents
Intelligence layer
AI Real Estate OS
Captures and qualifies leads, matches properties, automates follow-up, and forecasts revenue across the sales lifecycle.
lead intelligence · matching · revenue forecast
Intelligence layer
AI SEO
Turns authorised search and paid-media data into source-grounded audits, plans, and versioned reports. Read-only until you approve a change.
evidence-backed audits · deterministic scoring
Roadmap · in the lab
Factory OS
Vision-led manufacturing intelligence. An exploration, not a shipped product — listed so you know what is available today versus what is next.
Not available
Have something specific in mind?
30 minutes with the technical team to work out whether this is a build or a buy.