AI evaluation & scoring

Turn every conversation into a clear hiring signal.

Zeenna evaluates candidate evidence against your configured criteria, shows the context behind each result, and prepares a review-ready recommendation for your team.

Candidate profile with an 87 percent Zeenna score

From answers to evidence

Evaluate consistently. Keep the full context.

Turn candidate conversations into comparable evidence without turning the result into an autonomous hiring decision.

01

Criteria-based scoring

Evaluate candidate evidence against the role criteria your team sets.

Each response is analyzed against configured benchmarks for consistent review. Recruiters see the score breakdown and the evidence behind it instead of receiving a black-box decision.

02

Must-have checks

Surface missing licenses, availability, or other non-negotiable requirements.

Zeenna identifies where evidence does not confirm a configured requirement and makes that gap visible for review. The recruiter retains control of the next step.

03

Review-ready recommendations

Bring the strongest evidence to the top without hiding uncertainty.

Profiles can be organized around the criteria that matter most, with supporting context and unresolved questions available to the reviewer.

04

Full transcript

Review the complete pre-screening conversation.

Every spoken or typed response is preserved, giving recruiters the context behind each score and a reliable record to share with hiring managers.

See evaluation become a morning-ready briefing.

See skill evidence, clarification, advisory signals, uncertainty, and the recruiter review point in one connected flow.

See how it works
Candidate shown with an 87 percent Zeenna evaluation score

Decision-ready profiles

See the strongest evidence and the context behind it.

Role-specific criteria, score breakdowns, and complete transcripts help recruiters review efficiently while preserving the information needed to challenge or override a recommendation.

Geis case study

See how Geis connected with the right talent in 24 hours.

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Evaluation questions

Transparent evidence. Human-decided outcomes.

How scoring, uncertainty, integrity signals, and recruiter control work together.

Can recruiters see why a score was given?+

Yes. The scoring experience is designed to keep the underlying responses and supporting evidence available for review.

Frequently asked questions
Can a score reject a candidate automatically?+

Zeenna structures evidence and can recommend a next step, but recruiters review the context and decide who moves forward.

How are integrity signals handled?+

Potential document, timeline, duplicate, or Chat–CV inconsistencies are advisory. They include supporting context and never auto-reject a candidate.

Do career gaps affect the score?+

No. Career gaps are excluded from scoring.

Ready to see it in your workflow?

Review a Zeenna candidate profile.

See how criteria, evidence, uncertainty, transcripts, and recruiter controls appear in the workflow.

See Zeenna in action