Gloat

Gloat is an AI-powered internal talent marketplace and "agentic HR" platform that matches an employer's existing employees to internal job openings, gigs, projects, mentorships, and learning based on inferred skills and career goals.

HireAIScore rates Gloat 47 out of 100 (grade F, Substantial gaps) under rubric v1.0, last reviewed August 2, 2026. Gloat ranks 38 of 86 vendors rated in Candidate sourcing AI, against a category average of 46. That score is drawn from 29 evidence items across 7 rubric criteria for Gloat — 21 with a cited source, 8 recording that nothing was located.

Score breakdown

Gloat, 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

    48

    +9.6

  2. Bias Audit Transparency

    Weight 18% · avg 40

    38

    +6.8

  3. FRIA Support

    Weight 15% · avg 31

    28

    +4.2

  4. Data Governance Disclosure

    Weight 15% · avg 53

    58

    +8.7

  5. Human Oversight Design

    Weight 12% · avg 56

    62

    +7.4

  6. Post-Market Monitoring

    Weight 12% · avg 40

    42

    +5.0

  7. Customer Documentation

    Weight 8% · avg 57

    62

    +5.0

Total weighted score

46.8(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

Customer Documentation

62raw / 100

Contributes 5.0 to the total. 62 against a 57 category average.

Weakest criterion

FRIA Support

28raw / 100

Contributes 4.2 to the total. 28 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
29
Documentation
18
Audit report
1
Public statement
2
Absence
8
With a source URL
21 of 29
Source hostnames
4
Fewest items
3
FRIA Support

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

Article 11 Technical Documentation

4 items
48
  • DocumentationCaptured Aug 2, 2026

    A dedicated ethical AI page sets out five principles (enhancing rather than replacing human decision-making, fairness as a north star, proactive monitoring and auditing, ongoing transparency, accountability) and states that users can learn why particular candidates and opportunities were suggested, removing the "black box" around AI suggestions.

    https://gloat.com/about-us/gloats-commitment-to-ethical-ai/

  • DocumentationCaptured Aug 2, 2026

    The AI technology page describes the system architecture (knowledge graph, 14 intelligent tools, personalization engine, proprietary embedding models) and asserts that "What was considered. What was excluded. Why. Every decision is transparent and auditable," but links no model card, whitepaper or methodology document.

    https://gloat.com/ai-technology/

  • DocumentationCaptured Aug 2, 2026

    A Governance Engine page documents six enforced rule categories (approval workflows, access and permissions/RBAC, eligibility criteria, org hierarchy, compensation bands, compliance policies) and states that agents "can tell users why - and what alternatives exist."

    https://gloat.com/ai-technology/governance-engine/

  • AbsenceCaptured Aug 2, 2026

    No model card, system card, technical documentation pack, ISO/IEC 42001 certification or EU AI Act reference was found across gloat.com's page sitemap, the security-and-compliance page, the four ai-technology pages, the ethical AI page, or a site-restricted search for "ISO 42001" and "AI Act".

    Have a URL that disputes this?

Bias Audit Transparency

4 items
38
  • Public statementCaptured Aug 2, 2026

    Gloat claims "regular algorithmic auditing" comprising "continuous self-monitoring of models" and "third-party audits," and says customers "have the ability to test how models behave in their environment"- but names no auditor, gives no date, methodology or impact-ratio results, and links no report.

    https://gloat.com/about-us/gloats-commitment-to-ethical-ai/

  • AbsenceCaptured Aug 2, 2026

    No NYC Local Law 144 bias audit summary or AEDT notice was found anywhere on gloat.com, despite LL 144 covering the screening of employees for promotion, which is Gloat's core use case; searches restricted to gloat.com for "bias audit" and "Local Law 144" returned nothing.

    Have a URL that disputes this?

  • AbsenceCaptured Aug 2, 2026

    No named independent auditor (Warden AI, Holistic AI, BABL AI, DCI, ORCAA, Credo AI, ConductorAI) or academic audit of Gloat's matching models was found via web search or on the ethical AI, security-and-compliance, AI technology or governance-engine pages.

    Have a URL that disputes this?

  • DocumentationCaptured Aug 2, 2026

    Gloat's bias-mitigation blog post offers general principles (multi-matching strategies, transparency, treating matches as recommendations rather than final decisions) without disclosing Gloat's own testing methodology, validation results or any third-party review.

    https://gloat.com/blog/mitigate-bias/

FRIA Support

3 items
28
  • AbsenceCaptured Aug 2, 2026

    No EU AI Act Article 27 Fundamental Rights Impact Assessment template, deployer-obligation guidance, or any mention of the EU AI Act was found on gloat.com - checked the page sitemap, security-and-compliance, ethical AI, all four ai-technology pages, the privacy and users-privacy notices, and the responsible-AI blog cluster.

    Have a URL that disputes this?

  • DocumentationCaptured Aug 2, 2026

    A Compliance Center portal exists but is a login wall stating only approved users may access it and that new users require administrator approval; it references SOC 2 Type II and ISO 27001 and directs enquiries to a Gloat representative, so no deployer-facing assessment material is publicly obtainable.

    https://compliance.gloat.com/

  • DocumentationCaptured Aug 2, 2026

    The end-user privacy notice supplies material a deployer could reuse in an impact assessment - disclosure of AI-driven recommendations for jobs, career pathing, skills, learning and mentorship, plus a human-review escalation route - but it is framed as a privacy notice, not an AI Act deployer assessment.

    https://gloat.com/users-privacy/

Data Governance Disclosure

5 items
58
  • DocumentationCaptured Aug 2, 2026

    Gloat publishes a concrete AI input exclusion list, stating its "AI does not digest any demographic data or proxies" and naming gender, race, ethnicity, ability, university name and native language among the excluded bias-prone inputs.

    https://gloat.com/about-us/gloats-commitment-to-ethical-ai/

  • Audit reportCaptured Aug 2, 2026

    Gloat states it holds third-party-verified SOC 2 Type II, ISO/IEC 27001, ISO/IEC 27017 and ISO/IEC 27018 attestations plus self-assessed GDPR and CSA CAIQ/CCM, with AES-256 at rest, TLS 1.2+ in transit, MFA/SSO/JIT access, monthly vulnerability scans, annual third-party penetration testing and optional regional data residency.

    https://gloat.com/security-and-compliance/

  • DocumentationCaptured Aug 2, 2026

    A published Technical and Organisational Measures annex documents GDPR Article 32-style controls including encryption, segregation of duties, quarterly access-log reviews, and annual subprocessor risk assessments with review of third-party audit reports - though it contains no AI or automated-decision-making provisions.

    https://resources.gloat.com/technical-organisational-measures/

  • DocumentationCaptured Aug 2, 2026

    The privacy policy states that personal information "is not used to develop, improve, or train Generative AI and/or ML models" in the website chatbot context, and documents EEA/UK transfer mechanisms (adequacy, SCCs, UK Addendum, US Data Privacy Framework).

    https://gloat.com/privacy-policy/

  • AbsenceCaptured Aug 2, 2026

    No public subprocessor list, no training-data provenance or dataset documentation, and no published data retention schedule - the security page states the retention policy is available only after an NDA, and the compliance portal holding certifications is login-gated.

    Have a URL that disputes this?

Human Oversight Design

4 items
62
  • DocumentationCaptured Aug 2, 2026

    The end-user privacy notice states plainly that "Automated decisions without human involvement are not made on the Platform," that "AI will not automatically apply on behalf of an employee for an opportunity for which it recommended," that "AI insights and recommendations are assistive only," and that employees "may request clarification on AI-based suggestions or ask for human review" via their employer.

    https://gloat.com/users-privacy/

  • DocumentationCaptured Aug 2, 2026

    The Governance Engine enforces multi-level approval chains with delegation and escalation paths, inherits customer access controls so a manager sees only their team, applies eligibility criteria such as performance thresholds and readiness indicators, and has agents explain why an outcome occurred and what alternatives exist.

    https://gloat.com/ai-technology/governance-engine/

  • DocumentationCaptured Aug 2, 2026

    Gloat describes a "human-in-the-loop" model as its operating principle and commits to "enhancing - but not replacing - human awareness and decision making," with users able to learn why particular candidates and opportunities were suggested.

    https://gloat.com/about-us/gloats-commitment-to-ethical-ai/

  • AbsenceCaptured Aug 2, 2026

    No documentation of customer-accessible audit logs of AI recommendations, no per-jurisdiction compliance toggles (e.g. an NYC AEDT or EU high-risk mode), and no published override-and-reason-capture workflow was found; the administrator help center at help.gloat.com redirects to SSO login and is not publicly readable.

    Have a URL that disputes this?

Post-Market Monitoring

4 items
42
  • DocumentationCaptured Aug 2, 2026

    Gloat operates a public system status page showing current operational state and a dated incident history, with subscription via email, SMS, Slack, Microsoft Teams webhook, RSS and Atom.

    https://status.gloat.com

  • DocumentationCaptured Aug 2, 2026

    The security page discloses an ongoing monitoring cadence - monthly vulnerability scans, annual third-party penetration testing, a CISO-led programme, regularly tested business continuity and disaster recovery plans - and provides privacy@gloat.com for data-subject and support requests.

    https://gloat.com/security-and-compliance/

  • Public statementCaptured Aug 2, 2026

    Gloat asserts "proactive monitoring and auditing" including "continuous self-monitoring of models," but publishes no monitoring results, metrics or dashboard against which the claim can be checked.

    https://gloat.com/about-us/gloats-commitment-to-ethical-ai/

  • AbsenceCaptured Aug 2, 2026

    No coordinated vulnerability disclosure programme, no security.txt (gloat.com/.well-known/security.txt returns HTTP 404), no dedicated security contact address, no public model-update changelog or release notes (help.gloat.com is behind SSO), and no fairness or drift monitoring dashboard.

    Have a URL that disputes this?

Customer Documentation

5 items
62
  • DocumentationCaptured Aug 2, 2026

    A detailed public product page explains matching to internal jobs, projects, mentorships and learning, and describes manager, recruiter and employee-facing surfaces including talent pools, skills gap identification and the Skills Landscape.

    https://gloat.com/platform/the-talent-marketplace/

  • DocumentationCaptured Aug 2, 2026

    A public security and compliance page consolidates certifications, encryption, access control, data residency and business continuity information and points customers to a Compliance Center for audit reports.

    https://gloat.com/security-and-compliance/

  • DocumentationCaptured Aug 2, 2026

    Gloat publishes a separate end-user privacy notice aimed at customers' employees that discloses AI-based recommendations and the human-review route - documentation deployers can point their workforce to directly.

    https://gloat.com/users-privacy/

  • DocumentationCaptured Aug 2, 2026

    Part of a cluster of at least ten responsible-AI blog posts (ethical AI 101, ethical AI checklist, ethical AI mistakes, mitigating bias, representation for ethical AI), though the content is general thought leadership rather than Gloat-specific compliance disclosure.

    https://gloat.com/blog/responsible-ai-in-the-workplace/

  • AbsenceCaptured Aug 2, 2026

    No publicly available Data Processing Agreement, no NYC Local Law 144 customer guidance, no EU AI Act deployer guidance, and no public product/admin documentation - the help center at help.gloat.com redirects to SSO and gloat.com/guides/ returns HTTP 500.

    Have a URL that disputes this?

Editorial notes

Company overview

Gloat was founded in 2015 (originally as Workey) by Ben Reuveni, Danny Shteinberg and Amichai Schreiber, is headquartered in New York with a major engineering presence in Tel Aviv, and operates through the entity named in its privacy policy as Gloat Ltd. It raised a $57M Series C led by Accel (2021) and a $90M Series D led by Generation Investment Management (2022), and sells to very large enterprises including Unilever, HSBC, Mastercard, PepsiCo, Nestlé, Schneider Electric and Standard Chartered. The core product deconstructs roles and projects into skills and matches them against an employee knowledge graph; in March 2026 Gloat launched "Gloat Agentic HR", layering workforce agents and a rules-extraction Governance Engine on that graph, with integrations into Workday, SuccessFactors, Oracle HCM, Microsoft Teams, Slack and Copilot. Pricing is unpublished and the deployment profile is unambiguously enterprise.

Regulatory exposure

Gloat's exposure is unusual in that it sits on the internal-mobility and promotion side of employment - which the same statutes cover explicitly. EU AI Act Annex III(4) captures AI used for promotion, task allocation and evaluation in work relationships, so Gloat's matching, skills inference and project allocation likely make it a provider of a high-risk system with Article 11 documentation, Article 10 data governance, Article 14 oversight and Article 72 post-market monitoring duties, and give EU customers Article 27 FRIA duties. NYC Local Law 144 defines an employment decision to include screening employees for promotion, so US customers surfacing internal candidates in New York City may need an annual independent bias audit - and Gloat publishes none. Illinois HB 3773 (in force January 2026) expressly reaches AI used in promotion and selection for training, and Colorado SB 24-205 treats promotion as a consequential decision with developer disclosure duties. The strongest mitigation is genuine: Gloat's end-user notice states that "Automated decisions without human involvement are not made on the Platform," which materially limits Article 22 and AEDT-style risk. The gap is evidentiary rather than conceptual - Gloat asserts fairness practices without publishing anything a regulator or deployer could inspect.

Path to a higher score

The highest-value move is publishing an actual algorithmic fairness audit: Gloat already claims "third-party audits" and "continuous self-monitoring of models" but names no auditor, date, methodology or result, so commissioning a named independent audit (Warden AI, Holistic AI, BABL AI, DCI or ORCAA) covering promotion and internal-mobility matching and posting a downloadable summary would move bias audit transparency from the high 30s toward 70+. Second, an Annex III-oriented technical pack - a system card with intended purpose, model description, known limitations, accuracy metrics and instructions-for-use, plus ISO/IEC 42001 alongside the existing ISO 27001 family. Third, EU AI Act deployer material: an Article 27 FRIA template and a provider-versus-deployer obligation split would lift the weakest score on the board. Finally, ungating - the compliance portal sits behind login approval and the help center behind SSO, so a public trust page exposing certifications, a subprocessor list, a DPA and a model-update changelog would convert existing internal maturity into scoreable public evidence at low cost.

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.

Compare

Gloat against its nearest-scoring peers.

The closest scores in Candidate sourcing AI, side by side.

Build any comparison

Ranking

Others rated in Candidate sourcing AI

Ranked 38 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. #35Jobylon48F
  2. #36Covey47F
  3. #37Teamtailor47F
  4. #38GloatThis profile47F
  5. #39365Talents46F
  6. #40Brainner46F
All sourcing vendors

Conflicts of interest

No vendor pays for placement, scoring, or removal. Casework - the consulting firm that operates this directory - provides paid services to some vendors. Any active or recent (within 24 months) commercial relationship is disclosed on the affected vendor profile and the review is reassigned to an independent reviewer. See the full policy on About.

Casework has no commercial relationship with this vendor.