Your team is already using AI.
Nobody's checked if it's actually safe or saving you anything.
Most AI enters a company quietly a chatbot here, a copilot there, an automation someone wired together over a weekend. None of it audited. That's exactly how prompt injection, silent accuracy drift, and exposed customer data end up running in production.
In 30 minutes we map two things: where AI can genuinely cut hours from your operations, and where it's quietly creating risk. A short call plus a written brief built on the same audit method behind 200+ shipped systems.
Most AI adoption is faster than the team managing it.
AI tools got into your business through the side door a copilot here, a chatbot there, a script someone shipped on a Friday. None of it was audited. So three things are usually true at the same time:
The Snapshot tells you which of these is true for you and which one to fix first.
A free 30 minute Snapshot.
Real findings, not a sales call.
Spent with someone who ships AI for a living, not an account manager. Real questions, real diagnosis. No pitch deck, no generic AI-strategy slides.
Where you can automate, ranked by hours saved. Where you're exposed, ranked by risk. Plain English, prioritized by impact.
If AI isn't your priority yet, we say so. ~30% of our audits end exactly there. You leave smarter, not signed.
What the Snapshot is
A focused, free diagnostic to surface the 2–3 highest-value automation or risk areas in your operation.
What it isn't
The full A1 Audit + Red-Team (our paid, 4–6 week, ~30-page engagement). If the Snapshot surfaces something worth going deep on, that's the natural next step but you'll never be pushed there.
Honest about who this helps.
✓ This is for you if
- You're running a funded, revenue-generating team (roughly Series A–C SaaS, or a scaling D2C / e-commerce brand).
- AI or automation already touches your operations and nobody owns whether it works or whether it's safe.
- You want hours back without adding headcount.
- You'd rather hear "don't build this" than be sold something.
✗ Probably not yet if
- You're pre-revenue or pre-ICP your highest-value move is usually growth, not automation.
- You need a one-off prototype that just has to exist (a freelancer is cheaper).
- You're shopping for the lowest bid. We're fixed-price and production-grade, not the cheapest line item.
Most AI demos look impressive. Very few survive production.
The agencies shipping pretty AI demos and the teams running production AI are solving completely different problems. A demo has to work once, on stage. A production system has to work every day, on data it's never seen, without leaking anything.
Production AI requires the boring infrastructure underneath —
-
→ 01
Evaluation pipelinesSo you catch accuracy drift before a customer does.
-
→ 02
MonitoringSo a silent failure isn't a silent failure.
-
→ 03
Security hardeningPrompt injection, data leakage, tool misuse — closed.
-
→ 04
Operational reliabilityIt runs when you're asleep.
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→ 05
Failure handlingIt degrades gracefully instead of confidently lying.
That's the work we do. And sometimes the right answer is still: "Don't build this yet."
We don't pitch.
We point at what we've shipped.
Most AI agencies ship a pretty demo. We ship the boring infrastructure that keeps it running.
The engineer on your call is the engineer who does the work. No strategy decks disconnected from delivery.
We earn the right to build by understanding what's actually there. ~30% of audits end in "don't build."
Eval pipelines, monitoring, runbooks, security hardening. Your team can run it after we leave.
If a freelancer or an in-house hire is the better path, we'll tell you and write the JD.
The founders are practitioners.
Both write code weekly.
"Production AI without the science project."
30+ AI agents shipped to production in the last 24 months. Red-teams every system by default.
"The unsexy plumbing that makes the rest work."
Leads the 14-year data engineering bench and cross-cutting client strategy.
Common questions, answered straight.
Q / 01 Is the Snapshot really free? +
Yes. It's a 30-minute call plus a short written summary. No card, no commitment. Our paid A1 audit ($5K–$15K) is a separate, deeper engagement you'd only choose if the Snapshot surfaces something worth it.
Q / 02 We're not in the US can you work with us? +
Yes. We work across US, UK, EU, Australia, and Singapore, billing in USD, with 4 hours of committed timezone overlap.
Q / 03 Will you just try to sell us a big build? +
No. ~30% of our audits end with us recommending against building. We've turned down ~$400K of build work in 18 months.
Q / 04 What if our AI is already live? +
That's the most common case. We red-team live systems for prompt injection, data leakage, and accuracy drift — and tell you what's actually exposed.
Q / 05 How fast can we talk? +
Booking is instant via the calendar below. We hold a limited number of Snapshot slots per month.
Book your free AI Readiness Snapshot.
See where your business is leaking time and where AI is quietly a risk.
30 minutes. No slides. A short written snapshot afterward. If we're not the right fit, we'll point you to who is.