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The F.A.I.L. Kit
About The F.A.I.L. Kit
First forensic audit framework for AI agents. Receipt-based verification catches 63% of failures traditional testing misses. 0/10 frameworks production-ready without it. Open source (MIT). Supports LangChain, OpenAI, Anthropic. Prevents hallucinations, silent failures, audit gaps. $106K+ documented losses prevented.
Details
Category: Technology
fail-kit.devAI Visibility Breakdown
10
Structured Data
5
Content Structure
6
Entity Clarity
7
E-E-A-T Signals
7
Technical AEO
8
AI Discoverability
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Source & Attribution
Scored by Engagemii on June 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fail-kit-dev
Cite this score: Engagemii (2026). "AEO Score for The F.A.I.L. Kit." Retrieved from https://engagemii.com/aeo/brands/fail-kit-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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