AI Production Readiness
Your AI works in the demo.Can you prove it works in production?
Every enterprise has agents in pilot. Almost none can answer the board's only question: is it safe to put in front of customers, auditors, and real money? I give you that answer—independently, in writing.
45 minutes · no obligation · Dubai & remote
The Trust Gate
Pilots don't fail on models. They fail at the trust gate—nobody can prove the agent is accurate enough, bounded enough, observable enough to be let loose. So the pilot stays a pilot: budget spent, value zero.
The Cost
A stalled pilot burns team cost, tool spend, and opportunity every quarter—a six-figure hold on capital that produces nothing while competitors ship.
Three questions that stall every deployment
How often is it wrong?
And how would you know? Without evals, “it seems fine” is the only answer you have — until a customer finds the failure first.
What is the worst it can do?
And what stops it? An agent with no guardrails is a liability with an API key. Bounded behavior is the difference between a tool and a risk.
Who sees the failure first?
You, or your customer? Without observability, you find out your agent broke from the support ticket, not the dashboard.
The Deployment Stack
I read every use case against four layers. A system is only production-ready when all four hold—not on average, but each on its own.
Value
Is the use case worth automating, and is the payoff real?
Autonomy
Can the agent be trusted to act without a human in the loop?
Governance
Can you see, bound, and audit everything it does?
Regulatory
Does it hold up to the rules that apply to your industry?
The Autonomy Law
You don't grant autonomy until the trust conditions are met. A high total score with a weak Autonomy layer is still Not Ready. The Autonomy layer is a veto—not an average.
Score your own use case in 3 minutes.
Open the scorecardThe Readiness Read
45 minutes on your stuck use case, then a 1-page independent read you keep and forward.
On the page
- 01
Where you actually are
Your use case placed on the Deployment Stack — Value, Autonomy, Governance, Regulatory — with the honest layer-by-layer read.
- 02
The specific gaps
The eval, guardrail, and observability gaps keeping it out of production. Named, not hand-waved.
- 03
The shortest route to fix
The fastest defensible path from where it is to production-ready — written so you can forward it to your board.
What it looks like
Production Readiness Read · Sample
Anonymized 1-page read
Stack position
Value & Governance solid. Autonomy under-proven — capped at decision support until evals exist.
Top 3 gaps
No offline eval set · no output guardrail on tool calls · no per-decision trace.
Route to fix
Build the eval harness first, bound the highest-blast-radius action, then ship observability before widening scope.
Illustrative structure — yours is written about your system.
The Reference
Four agents, ten-plus maisons, one eval framework.
Global luxury group
For a global luxury group I designed and shipped a four-agent analytics platform on GCP—and the eval framework that answered leadership's only question: can business users trust what it says?
The framework put the platform through a structured battery of eval scenarios before a single business user saw it—catching the failures that would have burned trust on day one. It is in production in front of business users today.
Track Record
10+ years building the data and AI infrastructure that powers multi-billion-dollar companies. Every engagement is senior-only—designed, shipped, and hardened by the person you talked to.
Essential Information
Heads of Data and AI, CDAOs, and CX and ops leaders with a pilot that works but won’t ship. Typically 500+ employee organizations, in the UAE and beyond.
Book the Read
A free 45-minute Production Readiness Read. I'll tell you where your use case really is—and the shortest route to production.
In the call
- 01The stuck use case, walked through against the Deployment Stack
- 02Where the trust gaps actually are — evals, guardrails, observability
- 03The shortest defensible route to production
- 04Whether autonomy is even the right call yet