R-Labs / Case Files
High-sensitivity technical and AI review before an irreversible commitment
Two weeks of independent read; a costly class of failure removed from the path.
- Duration
- 2 weeks
- Year
- 2025
- Surfaces
- Technical AuditsAI Strategy and Evaluation
Context
Leadership at a mid-stage firm was preparing to sign a multi-year AI-platform commitment. Internal champions were aligned; the board was not; nobody in the room had an independent, plain-English read of the technical and operational risk of the deal on the table.
The commercial framing was advanced. The technical framing had not caught up. Three prior meetings had ended with the same agenda carrying over to the next.
Problem
Information asymmetry. The vendor had a polished narrative and internal advocates; the board had fragmented objections. There was no shared document that named the actual risks in language both sides could agree with.
The absence of a shared text was doing more damage than any individual objection. Every meeting re-litigated the same questions from a slightly different angle, and the decision kept being deferred to the next read-out.
Constraint
Two weeks, end-to-end. No disruption to the live sales conversation. No leakage — the vendor was not to know an independent review was running. Output readable by both a CTO and a non-technical board.
One further constraint, quietly enforced: the memo had to arrive at a ranked shortlist, not a list. Boards do not act on lists.
Intervention
Independent review of the proposed architecture, data-handling commitments, evaluation claims, and multi-year contractual terms. Each issue was framed as a decision the board could make in the meeting, not as a technical footnote.
Delivered as one readable memo with a ranked issues list, a recommended set of contractual protections, and a short “what we decided not to chase and why” section at the end, so everyone knew what was out of scope and what wasn’t.
Outcome
The commitment proceeded — with targeted contractual protections, a revised rollout sequence, and an expensive class of failure removed from the path. The board meeting took the findings as the shared text; the internal champions kept their momentum; the vendor was brought onto terms that would not have been available without the review.
The work was done in the two-week window without the vendor becoming aware of the review. Discretion was the product, as much as the memo was.
Reflection
A good audit is not an exhaustive one. The memo was four pages. The cut material — the findings we decided not to chase — was named explicitly at the end, so everyone knew what was out of scope and why.