Mercor
Mercor is an AI talent platform that runs automated 20-minute AI video interviews and semantic resume/profile matching to vet, score, and place candidates and expert contractors, and offers an enterprise applicant-screening product that scores employers' applicant pools against role rubrics with pass/fail recommendations.
§ 01 — Score breakdown
§ Score breakdown
Category scoring
Weighted contribution shown to the right of each bar.
- 01
Article 11 Technical Documentation
Weight 20%22
+4.4
- 02
Bias Audit Transparency
Weight 18%10
+1.8
- 03
FRIA Support
Weight 15%20
+3.0
- 04
Data Governance Disclosure
Weight 15%22
+3.3
- 05
Human Oversight Design
Weight 12%42
+5.0
- 06
Post-Market Monitoring
Weight 12%20
+2.4
- 07
Customer Documentation
Weight 8%40
+3.2
§ 02 — Strongest · weakest
Strongest category
Human Oversight Design
Raw score 42 · contributes 5.0 to total.
Weakest category
Bias Audit Transparency
Raw score 10 · contributes 1.8 to total.
§ 03 — Cited evidence
§ Evidence
Cited per category
Every score is backed by at least one cited piece of evidence.
§ 04 — Editorial notes
Company overview
Mercor (Mercor.io Corporation) is a San Francisco-based AI hiring company founded in 2023 by Brendan Foody, Adarsh Hiremath, and Surya Midha, and is heavily venture-backed (a reported $350M Series C at a ~$10B valuation in October 2025). It operates as a two-sided platform: a contractor/expert marketplace where Mercor itself administers AI video interviews to vet specialists (doctors, lawyers, engineers, scientists) and place them with AI labs such as OpenAI and Anthropic, and an employer-facing enterprise product ('Top-of-Funnel Applicant Screening') that ingests ATS data and job descriptions to evaluate applicant pools against role-specific rubrics, producing calibrated scorecards and pass/fail recommendations. Both modes use a large language model to analyze a recorded video interview and generate a profile and predicted performance.
Regulatory exposure
Mercor's core function — automated evaluation, scoring, and ranking of people for employment and work placement — places it squarely in the highest-exposure category. Its AI video interview and applicant-scoring tools are high-risk under EU AI Act Annex III (employment), and the employer-facing screening product is an Automated Employment Decision Tool under NYC Local Law 144. The use of AI to analyze video interviews triggers the Illinois AI Video Interview Act, and capture of facial geometry and voiceprints implicates Illinois BIPA. As of mid-2026 Mercor publishes none of the artifacts these regimes expect: no public bias audit, no model/system card, no FRIA or deployer guidance, and a GDPR-only privacy policy that does not disclose automated decision-making, profiling, or candidate appeal rights. This exposure is not theoretical: a March 2026 supply-chain breach exposed video interviews, facial/voice biometrics, SSNs, and passports of 40,000+ people, and multiple class actions allege BIPA, Illinois AIVIA, and FCRA violations and that interview data was used to train AI models despite Mercor's public claims to the contrary.
Path to a higher score
Mercor could raise its score quickly by publishing the evidence that competitors already disclose: an independent NYC LL 144 bias audit (with auditor, date, and downloadable results), a system/model card and explainability statement for its interview-scoring and rubric-scoring models, EU AI Act deployer guidance and an Art. 27 FRIA template, and a data-governance page specifying training-data exclusions (including an explicit statement, with controls, that candidate interviews are not used for model training). Concrete human-oversight documentation — override controls, audit logs, and per-jurisdiction toggles — plus a public security/status page and incident channel would address both the regulatory gaps and the trust damage from the 2026 breach and litigation.
Conflicts of interest
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