02Assure / AI Assurance

Technical Challenge & Defense

We find the questions your presentation cannot withstand, then help you fix the answers.

Who commissions this

A material decision needs technical evidence.

For technical founders and leadership teams preparing for enterprise procurement, investment committees, board reviews, or architecture decisions.

Evaluation scope

What we examine.

  • Challenge performance claims, baselines, assumptions, and the boundary between measured results and projections.
  • Rehearse technically demanding questions about human review, distribution shift, failure handling, and economics.
  • Trace answers back to evidence and identify contradictions or unsupported commitments.
  • Revise the technical narrative, qualify claims, and define the measurements still needed.

Representative deliverables

Evidence you can review and use.

  • Adversarial question bank tailored to the decision and audience
  • Evidence gaps and prioritized measurement plan
  • Revised technical narrative and evidence-linked answer brief
  • Rehearsal debrief with unresolved questions and explicit limits

Decision outcome

A defined decision outcome.

A technical case that can withstand scrutiny because its claims and limits are clear. This is evidence review and technical rehearsal, rather than presentation coaching.

Typical engagements begin at $50,000. The statement of work defines access, test conditions, deliverables, acceptance criteria, and the decision deadline. Missing access and unresolved claims are recorded explicitly.

Scope this engagement ↗

Assessment scope and evaluator independence are agreed before work begins. Findings document confidence, limitations, and residual risks.

Review the assurance method ↗