“We need oversight before this gets away from us.”
More output means more to review, and someone still has to stamp it. We build the review, audit and governance layer that makes AI-assisted work defensible.
Usually felt by: Principals who seal work · QA/QC leads · Risk and professional liability owners
What we hear
A senior vice-president at a 35,000-person consultancy told us the quality control portion is the single biggest headache in their business. Not production. Review.
That pressure gets worse, not better, as firms adopt AI. A licensed professional engineer put it to us directly: the constraint in this industry is that licensed people must stamp and take responsibility for larger amounts of work, to a higher standard, and managers will need to examine and oversee far more of it than they do today.
Firms are asking for the missing half. Several independently described wanting a second, more critical pass over the first draft. Others asked who is accountable when AI touched the deliverable. Nobody is selling them an answer.
“Quality control is the biggest headache. Because you are dealing with new people all the time, you never know what their report review experience is.”
What it costs you
- Review capacity, not production capacity, becomes the ceiling on what the firm can take on.
- Nobody can reconstruct how a deliverable was produced when it is challenged months later.
- Adoption stalls because the professional carrying the liability has no basis to get comfortable.
What we do about it
How we solve this as your engineering team
Build review into the workflow
Structured checks against your standards and requirements, so the first pass over a deliverable is systematic rather than dependent on who picked it up.
Keep an audit trail
What was generated, from which source, reviewed by whom and when. A record that holds up when a deliverable is questioned months later.
Set the policy with you
Where AI is permitted, where it is not, what has to be checked by a human, and what gets recorded. Written down, so it is enforceable rather than assumed.
Keep the professional in charge
Everything we build assumes a licensed engineer reviews and signs. The system’s job is to make that review fast and evidenced, never to replace it.
Is this your firm?
We start every engagement by scoping the real problem, in writing, before anyone commits to a build.
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