Fast-changing technology titles make CV keyword matches unreliable. Hiring managers need evidence of architecture choices, hands-on delivery, operational ownership and the ability to work in their specific business environment.
Begin with the technology outcome
A cloud architect hired to design a migration programme is different from a platform engineer responsible for production reliability. Likewise, an AI engineer who builds models has different responsibilities from a leader accountable for data governance, model evaluation and operational rollout. Define the systems, workload, engineering constraints and outcomes before choosing a title or experience threshold.
- List must-have platforms and concepts separately from preferred tools.
- State scale, reliability, security and integration constraints.
- Describe team size, ownership and decision rights.
Test delivery evidence
Ask candidates to reconstruct a significant engineering decision: the original problem, options rejected, trade-offs accepted, implementation plan and measurable result. Evidence may include a design narrative, incident investigation, code review discussion or anonymised project walkthrough. Avoid demanding proprietary code or confidential diagrams from past employers.
- Ask for one production failure and what changed afterward.
- Explore testing, observability, deployment and rollback practices.
- Distinguish individual contributions from overall team achievements.
Evaluate leadership with technical depth
A senior technology leader must balance delivery speed, architectural quality, security, cost and team development. Use scenarios: a delayed release with a security defect, a cloud bill rising faster than usage, or inconsistent metrics across a data platform. Listen for prioritisation, stakeholder management and the ability to change course with new evidence.
- Assess strategic thinking and hands-on credibility together.
- Examine hiring, mentoring and engineering governance experience.
- Use a consistent scorecard rather than interviewer intuition.
Close niche searches with realistic trade-offs
The narrower the stack and domain combination, the smaller the candidate pool. Decide early where adjacent experience is acceptable, whether remote or hybrid work is viable and which competencies can be developed after joining. Document candidate feedback quickly and maintain contact through extended notice periods, particularly for specialist and leadership appointments.
- Map transferable capabilities and learning curves.
- Publish a realistic role proposition and reporting line.
- Track shortlist fit, offers and joining outcomes by search.