The developer evaluation
benchmark for the AI era.
Live screen-share sessions. 14-dimension rubric scoring. Elo updated weekly against what top teams are actually shipping.
Why rpoplpush instead of a simple LPOP? Walk me through that design choice.
2,000+/Developers evaluated·150+/Companies hiring·50,000+/Sessions scored
The evaluation engine that reflects real work. Not a sandboxed textarea. Not a contrived algorithm puzzle. Rubrics recalibrated weekly against what top teams are shipping.
How it works
Four pillars of a trustworthy evaluation.
Each pillar contributes to a unified rubric score — no single dimension can inflate the result.
Live execution context
Candidates share their actual screen — real IDE, real terminal. No sandboxed playgrounds.
14 scoring dimensions
Architecture, communication, execution, testing, system design — all graded independently.
Weekly recalibration
Rubric weights updated from production-grade engineering signals every 7 days.
AI-aware evaluation
We evaluate how you use AI tools — because that's how the best engineers work.
Not another coding platform
What actually predicts job performance.
Updated weekly
The evaluation engine that never goes stale.
Software development practices shift faster than any static test bank can track. Reeval ingests weekly signals from production codebases, frontier AI tooling, and what top teams are actually shipping — then recalibrates rubric weights automatically.
When a new LLM workflow becomes industry standard, or a framework pattern becomes the norm, your rubrics reflect it within the week. You're never evaluating against last year's bar.
Weekly recalibration
Rubric weights updated from production-grade engineering signals every 7 days.
Frontier AI awareness
Evaluates AI-assisted workflows, not just raw code output.
14 scoring dimensions
Architecture, communication, execution, testing, system design — all graded independently.
Expert-anchored baselines
Automated scoring calibrated against human expert judgment at the 95th percentile.
Rating & Matching
A verified signal — and the intelligence to act on it.
Elo measures capability. Match Score connects that capability to the specific context of each role and company.
Elo Rating
Ratings recomputed after every session. See the leaderboard →
Match Score
Rubric strengths vs. role requirements
Communication style, collaboration patterns
Learning velocity across evaluation history
Match Score considers 40+ signals from both sides — skills, culture preferences, team dynamics, and growth potential.
Expert validation
Rubric quality backed by experts.
Professors & Researchers
“Evaluation rubrics grounded in decades of systems and software engineering research — not just textbook correctness, but professional execution quality.”
Research Scientists
“AI-assisted scoring calibrated against expert human judgment at scale. The signal-to-noise ratio is significantly better than traditional coding assessments.”
Engineering Leaders
“Benchmarks that reflect what high-performance teams actually ship — including how engineers reason about tradeoffs, not just whether their code compiles.”