Proof of Usefulness Report

Ontopical

Analysis completed on 3/12/2026

+365

Proof of Usefulness Score

Certified Problem Solver

Ontopical offers strong real-world utility by tackling local government market intelligence with an AI Copilot. However, the submission features highly inaccurate and exaggerated claims ('most people have used my product', 'audience reach: everyone'), which severely damages its evidence of traction and overall response quality. Despite a claimed team size of 125 suggesting a legitimate operation, the poor quality and vagueness of the provided data result in heavy penalty multipliers across most criteria.

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Score Breakdown

Real World Utility+212.5

Audience Reach Impact+30

Technical Innovation+45

Evidence Of Traction+18.75

Market Timing Relevance+75

Functional Completeness+2.5

Subtotal+383.75

Usefulness Multiplierx0.95

Final Score+365

Project Details

Project URL

ontopical.com

Description

Ontopical helps companies discover and win more local government work across North America. Our AI Copilot, Oliver, is at the core of our government market intelligence platform and provides business development teams with curated opportunities, and actionable answers to win more bids. Every day, Ontopical completely monitors local government activity, mining data from more local government sources and from across more formats and municipalities than any other intelligence platform. Book a demo to learn how you can stay ahead of your competitors and win more government contracts.

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