AI-Powered Scoring

Score Every
Candidate with
Precision.

Eliminate guesswork. Our AI evaluates responses, ranks talent, and surfaces the best candidates automatically.

40%Faster shortlisting
98%Scoring accuracy
10M+Evaluations run
app.prelim.ai — ai-evaluation
// prelim-ai ~ evaluation engine $ prelim eval --role "Software Engineer"   Analysing 847 responses... ✓ Multi-signal evaluation complete   Top candidate: 97/100 Rank: #1 Shortlist: 12 candidates surfaced
AI EVALUATION HIGHLIGHTS

Smarter Scoring. Faster Decisions.

Smart Candidate Ranking

AI analyses every response across multiple signals and instantly ranks candidates so your team focuses on the best talent first.

Multi-Signal Evaluation

Goes beyond pass/fail — evaluates reasoning quality, response depth, tone, and accuracy across every question type.

Bias-Reduced Scoring

Objective, criteria-based evaluation removes unconscious bias and ensures every candidate is assessed on skill — not presentation.

Explainable AI Scores

Every score comes with a rationale your hiring team can read, audit, and trust — no black-box decisions.

AI Candidate Ranking
AI Evaluation

Rank Talent Before You Read a Single CV

The moment assessments close, Prelim's AI evaluation engine processes every response simultaneously. Scores are generated, weighted, and ranked in seconds — giving your team a prioritised shortlist the instant the deadline passes.

No more reading through hundreds of average responses to find the standouts. The AI does the heavy lifting, and your team reviews only the candidates that actually matter.

  • Instant ranking across all submitted responses
  • Weighted scoring based on role-specific criteria
  • Shortlist delivered the moment assessments close
Explainable AI Scores
Explainable Scores

Explainable Scores Your Hiring Team Will Trust

Every AI score is accompanied by a clear rationale — the factors that drove the result, the signals that contributed, and the evidence from the candidate's actual responses. Your team can review, challenge, and trust the output.

Compliance teams get audit trails. Hiring managers get context. Candidates get fair, criteria-based assessment. Everyone wins.

  • Score breakdowns with evidence from candidate responses
  • Full audit trail for compliance and appeals
  • Bias-reduced, criteria-driven evaluation framework
How It Works

Submit. Analyse. Rank.

Three steps from assessment close to shortlist — all automated, all explainable.

📤

Submit

Candidates complete their assessment. Responses are captured securely across all question types — technical, written, and multiple choice.

🤖

Analyse

The AI evaluation engine processes every response instantly, scoring against role-specific criteria across multiple signals simultaneously.

🏆

Rank

A ranked, explainable shortlist is delivered to your team — ready to review, export, or push directly to your ATS.

See AI Evaluation in Action

Book a demo and watch Prelim rank 500 candidates in under 60 seconds.