Covey

Covey is an AI recruiting platform whose Covey Scout product trains generative-AI bots from plain-language hiring criteria to source, evaluate, and rank candidate profiles for outbound sourcing and inbound applicant screening.

HireAIScore rates Covey 47 out of 100 (grade F, Substantial gaps) under rubric v1.0, last reviewed June 7, 2026. Covey ranks 36 of 86 vendors rated in Candidate sourcing AI, against a category average of 46. That score is drawn from 11 evidence items across 7 rubric criteria for Covey — 6 with a cited source, 5 recording that nothing was located.

Score breakdown

Covey, criterion by criterion

Each rubric criterion is scored out of 100 on the cited evidence, then weighted into the total.

Weighted contribution shown to the right of each bar.

  1. Article 11 Technical Documentation

    Weight 20% · avg 48

    40

    +8.0

  2. Bias Audit Transparency

    Weight 18% · avg 40

    72

    +13.0

  3. FRIA Support

    Weight 15% · avg 31

    25

    +3.8

  4. Data Governance Disclosure

    Weight 15% · avg 53

    52

    +7.8

  5. Human Oversight Design

    Weight 12% · avg 56

    52

    +6.2

  6. Post-Market Monitoring

    Weight 12% · avg 40

    30

    +3.6

  7. Customer Documentation

    Weight 8% · avg 57

    58

    +4.6

Total weighted score

47.0(rounded to 47 for display)

Category avg is the mean raw score on that criterion across the 86 Candidate sourcing AI vendors in scope of this rubric, this one included.

Strongest criterion

Bias Audit Transparency

72raw / 100

Contributes 13.0 to the total. 72 against a 40 category average.

Weakest criterion

FRIA Support

25raw / 100

Contributes 3.8 to the total. 25 against a 31 category average.

Cited evidence

The evidence behind the score

Every score is backed by at least one cited piece of evidence. Open a criterion to see what was found, when, and where.

Download diligence record

Evidence ledger

Items
11
Documentation
4
Audit report
1
Public statement
1
Absence
5
With a source URL
6 of 11
Source hostnames
2
Fewest items
1
FRIA Support

These figures measure how thoroughly Covey was reviewed, not how Covey performed — an absence row, recording that nothing was located, is counted like any other item.

Article 11 Technical Documentation

2 items
40
  • DocumentationCaptured Jun 7, 2026

    Scout Inbound product page claims 'full visibility of the selection process' with 'no AI algorithm black box mysteries' and lets recruiters validate and fine-tune the custom AI bot, but offers no formal model card or technical documentation.

    https://getcovey.com/product/covey-scout-inbound

  • AbsenceCaptured Jun 7, 2026

    No system/model card, instructions-for-use, explainability whitepaper, or ISO 42001 certification was found on getcovey.com product, security-privacy, or resource pages.

    Have a URL that disputes this?

Bias Audit Transparency

2 items
72
  • Audit reportCaptured Jun 7, 2026

    The ACLU national LL144 audit tracker lists two Covey bias audits - ConductorAI dated 8/10/2023 (noted 'removed from employer website as of 9/30/24') and Idiro Analytics dated 7/29/2024 sourced from getcovey.com/nyc-local-law-144 - indicating two consecutive years of independent auditing.

    https://github.com/aclu-national/tracking-ll144-bias-audits

  • Public statementCaptured Jun 7, 2026

    Covey maintains a dedicated NYC Local Law 144 page (HTTP 200) cited by the ACLU tracker as the posting location for its 2024 Idiro Analytics bias audit, though the audit table is rendered client-side and the specific impact ratios were not independently verifiable via fetch.

    https://getcovey.com/nyc-local-law-144

FRIA Support

1 item
25
  • AbsenceCaptured Jun 7, 2026

    No Fundamental Rights Impact Assessment template or EU AI Act deployer-obligation guidance was found on getcovey.com (product pages, security-privacy page, or resources); regulatory content is limited to NYC LL144.

    Have a URL that disputes this?

Data Governance Disclosure

1 item
52
  • AbsenceCaptured Jun 7, 2026

    Drafted citation(s) failed verification (dead or content mismatch); needs re-research before publish.

    Have a URL that disputes this?

Human Oversight Design

2 items
52
  • DocumentationCaptured Jun 7, 2026

    Scout positions the AI as recruiter-directed decision support - bots are built from the recruiter's own plain-language criteria and recruiters validate and fine-tune bot performance - but the page documents no formal override controls, audit logs, or per-jurisdiction human-oversight configuration.

    https://getcovey.com/product/covey-scout-inbound

  • AbsenceCaptured Jun 7, 2026

    No documentation of in-product audit logs, mandatory human-review checkpoints, letter-grade or reason-code explanations, or jurisdiction-specific oversight toggles was found.

    Have a URL that disputes this?

Post-Market Monitoring

1 item
30
  • AbsenceCaptured Jun 7, 2026

    No public status page, incident/vulnerability-disclosure channel, security contact, or model-update changelog was found on getcovey.com.

    Have a URL that disputes this?

Customer Documentation

2 items
58
  • DocumentationCaptured Jun 7, 2026

    Covey publishes detailed public product pages for Scout Outbound and Inbound (HTTP 200) describing capabilities, ATS integrations, and the AI evaluation workflow.

    https://getcovey.com/product/covey-scout-ai

  • DocumentationCaptured Jun 7, 2026

    Covey hosts a dedicated NYC Local Law 144 compliance page and a Security and Privacy page with a DPA incorporating Standard Contractual Clauses, providing concrete deployer-facing compliance documentation for the NYC jurisdiction.

    https://getcovey.com/nyc-local-law-144

Editorial notes

Company overview

Covey (Covey, Inc.) is a San Francisco-based AI recruiting company founded in 2018 that raised roughly $10M (Series A, 2022) and operates as a lean ~20-person team. Its flagship product, Covey Scout, lets recruiters describe in plain language how they would evaluate a candidate, then trains custom generative-AI/LLM bots that score and rank millions of LinkedIn/GitHub/Dribbble profiles for outbound sourcing (Scout Outbound) and screen the top slice of inbound applicants (Scout Inbound), integrating with ATSs such as Greenhouse, Lever, Ashby, and Workday. The product is positioned as transparent decision-support - Covey markets 'full visibility of the selection process' with 'no AI algorithm black box' and lets recruiters validate and fine-tune each bot - placing it firmly in the sourcing category with a strong secondary screening function.

Regulatory exposure

Because Covey Scout substantially assists or replaces human screening of candidates, it is an Automated Employment Decision Tool under NYC Local Law 144 and a likely high-risk system under the EU AI Act (Annex III employment use). Covey has taken the LL 144 obligation seriously: a public crowd-sourced ACLU tracker documents two consecutive independent bias audits - ConductorAI dated 8/10/2023 (later removed from the site) and Idiro Analytics dated 7/29/2024 (posted at getcovey.com/nyc-local-law-144) - which is more than most peers publish. On data/security it has a credible GDPR posture (DPA with SCCs, documented Privacy Impact Assessments, AES-256 encryption, role-based training, a cross-functional Security Council). Where it is thin is the EU-facing and forward-looking obligations: there is no published Article 11 technical/model documentation or ISO 42001, no FRIA or deployer-obligation guidance, and no public post-market monitoring surface (status page, changelog, or security-disclosure channel).

Path to a higher score

Covey's clearest win is converting its two-year audit history into a durable, easy-to-find bias-transparency hub: keep each year's audit publicly downloadable (don't remove prior years, as happened with the 2023 ConductorAI report), and publish the full selection-rate/impact-ratio tables with sample sizes and intersectional categories. Next, publish a system/model card and instructions-for-use describing how Scout bots are built, what data is and is not used to train models, and explainability of its scoring, and pursue ISO 42001 to lift the Article 11 score. Add explicit EU AI Act deployer guidance (an FRIA template and human-oversight instructions) and per-jurisdiction configuration notes. Finally, stand up a visible post-market surface - a status/security page with a vulnerability-disclosure contact and a model-update changelog - to move post-market monitoring off the floor.

Regulatory frame

What applies to candidate sourcing AI.

Ranking outputs are inside Annex III §4 when they influence hiring decisions. GDPR Article 22 (automated decision-making) and the GDPR rights around profiling apply independently for EU candidates.

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Ranking

Others rated in Candidate sourcing AI

Ranked 36 of 86 by weighted total under rubric v1.0. The ordering is arithmetic on the rubric and carries no view on which tool suits a given hiring process.

  1. #33Workable48F
  2. #34Employment Hero48F
  3. #35Jobylon48F
  4. #36CoveyThis profile47F
  5. #37Teamtailor47F
  6. #38Gloat47F
All sourcing vendors

Conflicts of interest

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Casework has no commercial relationship with this vendor.