Team Benchmarking

Is this candidate better than the engineers you already have?

Abstract scores don't drive decisions. SkillFoundry benchmarks every candidate against your own team, so your hiring committee reasons about a real bar — not a number no one can interpret.

Percentile vs. your teamAI-orchestration includedFairness guardrails

How it works

Your bar, applied to every candidate

Benchmarking turns a raw score into a decision: does this person clear the standard your best engineers set?

Calibrate against your own team

Your engineers run the same assessment once to establish a reference cohort. Candidates are then scored as a percentile against that cohort.

Percentiles, not abstract numbers

"82nd percentile vs. your backend team" means something a hiring committee can act on. A bare 0–100 does not.

Benchmark the dimensions that matter

Compare overall score, individual quality dimensions, and AI-orchestration sub-scores — so you can see exactly where a candidate clears your bar.

Fairness guardrails built in

Comparisons are suppressed on small cohorts and withheld when a built-in adverse-impact check flags a group — protecting you and the candidate.

Candidate vs. your backend team (12 engineers)

Overall82nd percentile
AI-orchestrationExceeds 9 of 12
Code quality74th percentile
Verification discipline88th percentile

Illustrative benchmark. Comparisons require a consented cohort and are suppressed below a minimum size.

Stop debating what a score means

Give your hiring committee a percentile against your own team — and a defensible reason behind every decision.