Proof of Usefulness Report

Found InAI

Analysis completed on 3/10/2026

+38.59

Proof of Usefulness Score

You're In Business

Found InAI addresses a highly relevant and emerging market need (AEO/LLM visibility), demonstrating excellent market timing. However, the submission suffers heavily from hyperbolic and unsupported claims regarding traction ('most people have used my product') and audience reach ('everyone'), alongside nonsensical financial metrics for a service business ('all time marketcap: 500000'). Without concrete evidence of scale, it scores firmly in the minimal traction tier.

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Score Breakdown

Real World Utility+17.5

Audience Reach Impact+2.0

Technical Innovation+7.5

Evidence Of Traction+1.25

Market Timing Relevance+8.0

Functional Completeness+0.5

Subtotal+36.75

Usefulness Multiplierx1.05

Final Score+39

Project Details

Project URL

foundinai.co.uk

Description

FoundInAI helps businesses appear inside AI tools like ChatGPT, Claude, Gemini, and Perplexity. We focus on making sure your brand is listed, cited, and visible when people ask AI tools for recommendations or advice. Our work includes structured data, prompt-targeted content, forum indexing, and other techniques that improve your chances of being mentioned by large language models. This is not traditional SEO. It’s visibility for the new internet.

Algorithm Insights

Market Position

Growing utility with room for optimization

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