A résumé can establish useful background, but it cannot answer every question about suitability. A stronger review connects experience to the work, team and environment.
Start with the contribution the role needs, then choose questions that reveal relevant experience.
Agree the criteria first
Define the capabilities needed, level of responsibility and constraints. Give everyone involved the same brief. Avoid changing requirements after seeing a candidate unless the initiative itself has changed.
Separate essential criteria from preferences and explain why each matters.
Ask about contribution and decisions
Discuss a relevant project, the person’s role and the choices they made. Ask what constraints they faced, how they collaborated and what they would do differently.
A clear conversation can reveal both strengths and areas that require further review.
Review practical evidence fairly
Use appropriate examples where helpful: design reasoning, an anonymized technical explanation, a delivery plan or an Operations improvement. Do not require proprietary material. Explain any role-specific exercise and keep it proportionate.
Assess environment fit
Consider decision authority, governance, working preferences and communication needs. Environment fit should not become a vague preference for people who resemble the current team.
Keep recommendations human-reviewed
Custom agents help discovery and organize information. People conduct conversations, review evidence and make recommendations. The client makes its own hiring decisions.
Capability & Fit Assurance gives your leaders relevant evidence for the next conversation and decision.
Illustrative evidence checklist: a Platform Engineer
- Can they explain a platform decision and the constraints behind it?
- Have they addressed deployment, observability and recovery—not just provisioning?
- Can they describe how application teams adopted the platform?
- What did they own, and which decisions belonged to security or engineering leadership?
- What would they need to learn about your environment before recommending changes?
Use the same role-relevant questions for each professional, then record evidence and unresolved points in plain language.
Takeaway: make the review consistent without treating every environment as identical.