# Fiddler (fiddler.ai): agent-readiness 57/100, grade D

> Rank 599 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-09T20:30:14.305Z. Page: https://qomvia.com/site/fiddler-ai  JSON: https://qomvia.com/api/score/fiddler-ai

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Fiddler AI is an enterprise AI observability and security platform that provides a control plane for AI agents, LLM applications, and traditional ML models. It enables organizations to gain visibility, context, and control through features like evaluation, monitoring, enforcement, and governance.",
  "offerings": [
    "AI Control Plane for Agents",
    "Enterprise AI Observability",
    "Model Monitoring & Evaluation",
    "AI Governance & Enforcement",
    "Real-time Guardrails",
    "Explainable AI (XAI)"
  ],
  "audience": "Enterprises, ML Engineers, Data Scientists, AI Builders, and AI Governance teams",
  "geography": "Global enterprise market, with a strong focus on North America",
  "strengths": [
    "Strong focus on AI Agents and LLM governance",
    "Comprehensive AI observability and monitoring",
    "Enterprise-grade security and compliance features",
    "Ability to provide real-time guardrails and inline enforcement",
    "Partnerships with major cloud providers (e.g., AWS)"
  ],
  "unknowns": [
    "Specific pricing structure and tiers",
    "Exact number and names of current enterprise customers",
    "Detailed technical implementation of proprietary 'Centor Models'",
    "Recent funding rounds or valuation",
    "Specific product roadmap beyond general themes"
  ],
  "alternatives": [
    "datadog.com",
    "newrelic.com",
    "sagemaker.aws",
    "azureml.net",
    "splunk.com"
  ],
  "business": "Fiddler AI provides an AI observability and control plane platform for enterprises to monitor, manage, and govern their AI models and agents, globally.",
  "competitors": [
    "arize.com",
    "whylabs.ai",
    "truera.com",
    "arthur.ai",
    "aporia.com",
    "lakera.ai",
    "verta.ai"
  ]
}

## Score by group
- Machine access: 24/24
- Content legibility: 19/26
- Discovery surface: 9/20
- Identity & policy: 0/12
- Agent-facing performance: 5/8
- Agent protocols: 0/10
Failing checks:
- [blocker] The site does not say who it is
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call
- [improvement] No stated policy for automated access
- [improvement] No machine-readable contact

## AI mentions and rivals
Named in 1 AI assistant answers.
- arize.com: 75/100 https://qomvia.com/site/arize-com
- truera.com: not measured
- arthur.ai: not measured

## FAQ
Q: Is Fiddler readable by AI agents?
A: Fiddler (fiddler.ai) scores 57 out of 100 for agent readiness, grade D, measured yesterday, on 09.10.2026. 0 of 3 agent classes we test can use the site, and 3 checks currently block agents outright.

Q: What stops agents from using fiddler.ai?
A: The heaviest problems are: The site does not say who it is; No API or feed to read; No MCP endpoint to call; No stated policy for automated access; No machine-readable contact. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.

Q: How is the Fiddler agent-readiness score calculated?
A: Qomvia fetches public pages of fiddler.ai as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100.

Q: How often is this score updated?
A: Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from yesterday, on 09.10.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard — category ranking: https://qomvia.com/leaderboard/saas-software
- Score another site: https://qomvia.com/