Gloat vs Armilla AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Gloat leads in AI visibility (48 vs 37)

Gloat

ChallengerEnterprise SaaS

Workforce AI / Internal Talent Marketplace

Launched Agentic HR platform (Mar 2026) with Loomra Workforce Context Engine. 1.5M+ employees at 30+ Fortune 500 firms including Unilever, Mastercard, Schneider Electric. Microsoft 365 Copilot integration live.

AI VisibilityBeta
Overall Score
C48
Category Rank
#1 of 1
AI Consensus
56%
Trend
up
Per Platform
ChatGPT
39
Perplexity
59
Gemini
45

About

Gloat is an AI-native workforce intelligence platform that has evolved from an internal talent marketplace into the enterprise backbone for agentic HR operations. In March 2026, the company launched its Agentic HR platform built on the Loomra Workforce Context Engine — a knowledge graph of workforce data accumulated across nine years of enterprise deployments that powers AI agents for employee redeployment, succession planning, career development, and internal talent sourcing.

Full profile

Armilla AI

EmergingInsurance Tech

General

AI quality assurance with insurance-backed warranties from Swiss Re and Greenlight Re; EU AI Act compliance assessments backed by YC and reinsurance partners for high-risk AI deployments.

AI VisibilityBeta
Overall Score
D37
Category Rank
#211 of 1158
AI Consensus
57%
Trend
up
Per Platform
ChatGPT
42
Perplexity
44
Gemini
36

About

Armilla AI is a third-party AI quality assurance and warranty company that evaluates AI models for organizations deploying AI in regulated or high-stakes contexts — assessing models against EU AI Act and NIST AI Risk Management Framework requirements for risks including bias, hallucination, robustness failures, and adversarial vulnerabilities, then providing performance guarantees backed by insurance coverage from reinsurers Swiss Re, Greenlight Re, and Chaucer. Founded in Toronto, Canada, Armilla raised $6.81 million total including a C$4.5 million seed round in February 2024 from Mistral Venture Partners, MS&AD Ventures, Y Combinator, and its reinsurance partners.\n\nArmilla's model is unique in the AI governance market — rather than just providing compliance reports, Armilla backs its assessments with insurance warranty products. An enterprise deploying a third-party AI model can purchase an Armilla warranty that pays out if the model performs differently than assessed (fails on bias, accuracy, or robustness metrics), transferring AI performance risk to insurance markets that can price and distribute it. This insurance mechanism creates financial accountability for AI quality claims that audit reports alone don't provide.\n\nIn 2025, Armilla competes in the AI governance, risk, and compliance market with Credo AI, Arthur AI, and AI audit firms for enterprise AI risk assessment and compliance tools. The EU AI Act, fully applicable by August 2025 for high-risk AI systems, is driving enterprise compliance urgency — companies deploying AI in hiring, credit scoring, healthcare, and other regulated contexts need third-party conformity assessments. Armilla's insurance-backed warranty differentiates its offering from pure advisory competitors. The reinsurer backing (Swiss Re, Greenlight Re, Chaucer) provides both capital credibility and distribution through insurance broker channels. The 2025 strategy focuses on growing EU AI Act compliance assessments and expanding the warranty product coverage to more AI deployment use cases.

Full profile

AI Visibility Head-to-Head

48
Overall Score
37
#1
Category Rank
#211
56
AI Consensus
57
up
Trend
up
39
ChatGPT
42
59
Perplexity
44
45
Gemini
36
48
Claude
45
47
Grok
28

Capabilities & Ecosystem

Capabilities

Only Gloat
Workforce AI / Internal Talent Marketplace

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