Prove the AI you
already shipped.
We retrofit the eval harness, red-team and CI regression gate your system never had, and hand you a quality score your compliance team will actually trust.
Already shipped AI? This hardens it. Building a team-wide AI practice instead? That's Engineering Upgrade →
The questions that
keep you up at 3am.
If your AI is in production and you can't answer these with a number, you're flying blind.
It hallucinates
It invents facts, cites things that don't exist, and you find out from a customer, not a test.
It regresses silently
Someone tweaked a prompt last week. Better or worse? Nobody can say, there's no baseline to compare against.
Compliance won't sign off
Legal can't approve what nobody can measure. The system sits half-launched, gated behind a risk no one will own.
You're running on vibes
No score, no tests, no regression gate. Just a gut feeling that it's "mostly working", until it isn't.
We don't build a new AI.
We make yours provable.
Every one of our case studies leads with an eval score, 279/279 and 55/55. That measurement discipline is the rarest thing in AI engineering, and almost nobody has it.
AI Assurance points exactly that discipline at the system you already shipped, built by us, or by anyone.
From "we hope it works"
to a number you defend.
Four stages, each producing an artifact you keep. Run the audit alone, or take it through to a live regression gate.
Four deliverables.
All yours to keep.
Not a report that sits in a drawer, runnable artifacts that keep proving the system is safe.
Illustrative scenario grid, representative format, not a live score.
Design spec for the gate we build for clients. On Orions AI (StubsAI) the regression gate runs against 7 golden incidents and is run manually today; no CI job runs it yet.
Design principle, illustrative, not a client result. Deterministic validation against ground truth turns hallucination into a number you can track and gate.
The same discipline,
applied to your system.
Not aspirations. Every number is an eval benchmark from a system we built, TAFI in internal certified runs and Orions in production. Click any cell to read the case file.
Eval stories certified in internal test runs on the TechAppForce platform, QA 100 on each of 3 clean internal certified runs.
Read the case fileGolden-fixture eval on a multi-agent diagnosis engine in production, read-only. The regression gate runs manually today; no CI job runs it yet.
Read the case fileStart with the audit.
Take it as far as you need.
The risk audit stands on its own, a fixed fee, a real score, a remediation roadmap. Build and run from there.
AI Risk Audit
Fixed fee · 2-3 weeksWe audit your shipped AI, build a starter eval, run a red-team pass, and score it. You get a risk report and a prioritised, priced remediation roadmap.
- Failure-mode + risk map
- Baseline eval score
- Red-team findings, ranked
- Remediation roadmap, priced
Assurance Engineering
Fixed-fee buildWe build the harness for real: a full eval suite, the red-team fixes applied, a live CI regression gate, observability, and the documentation compliance needs.
- Full eval harness (100+ scenarios)
- Red-team fixes implemented
- Live CI regression gate
- Observability + compliance docs
Managed AI Operations
Monthly retainerWe run and maintain the assurance layer: eval-drift monitoring, safe model migration in shadow mode, token-cost optimisation, and a quarterly red-team refresh.
- Eval-drift monitoring
- Safe model migration (shadow mode)
- Token-cost optimisation
- Quarterly red-team refresh
Where to go next.
The proof, in full
Every gated system, TAFI, VistaGPT, Orions and the automation portfolio, with its real eval benchmark.
/work Adjacent serviceOperations Audit
A $5K process audit for any business, map the workflow, find the failure points, price the fix.
/services/operations-audit MethodHow we work
The measurement discipline behind every engagement, eval-first, proof over claims, named metrics only.
/how-we-workStop running
on vibes.
A fixed-fee audit of the AI you've already shipped: a baseline eval score, a red-team pass, and a priced roadmap to make it provably safe. Yours to keep either way.