Proof of Usefulness Report

Fiddler AI

Analysis completed on 1/21/2026

+697
Proof of Usefulness Score
Category Standard

Fiddler AI is a high-value, Series B funded enterprise company (approx. $68M raised) solving critical problems in AI Observability and Explainable AI (XAI). While the project itself has immense real-world utility, strong market timing, and significant verified traction (Fortune 500 customers), the submission quality was exceptionally poor. The submitter provided accurate team data (101 employees) but used hyperbolic and false claims for reach ('everyone') and traction ('most people have used my product'). The score reflects the high intrinsic value of the verified project, heavily penalized by the low quality factors of the submission data.

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Score Breakdown

Real World Utility+225
Audience Reach Impact+75
Technical Innovation+135
Evidence Of Traction+112.5
Market Timing Relevance+95
Functional Completeness+2.5
Subtotal+645
Usefulness Multiplierx1.08
Final Score+697

Project Details

Project URL
Description
Our mission is to make AI trustworthy for all enterprises. We’re building a new kind of ML platform to help enterprises accelerate their adoption of AI by building responsible systems with trust, visibility, and insights built-in.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline