Proof of Usefulness Report

Botman Ninja

Analysis completed on 1/16/2026

+282
Proof of Usefulness Score
Gaining Momentum

Botman Ninja addresses a significant industry problem (Ad Fraud) with a legitimate SaaS solution verified by external listings. However, the submission quality is critically low, featuring hyperbolic claims ('most people have used my product') and missing data ('marketcap: null'). While the product exists and has a small footprint in the ad-tech market, the lack of verifiable traction data and the unprofessional submission significantly reduce confidence in its scalability and current impact compared to established competitors.

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Score Breakdown

Real World Utility+18
Audience Reach Impact+1
Technical Innovation+3
Evidence Of Traction+1
Market Timing Relevance+6
Functional Completeness+0
Subtotal+313
Usefulness Multiplierx0.90
Final Score+282

Project Details

Project URL
Description
Botman is a Saas suite for Ad Fraud detection, Viewability and Brand Safety. It helps our customers identify fraud in their online marketing campaigns and save money that's being wasted.\nThe top benefits one gets with Botman is:\n1. Extremely easy to use\n2. Made of Marketeers\n3. Developer Friendly\n4. People can Increase Ad Budgets\n\nOur current customers include:\n1. Brands\n2. Advertisers\n3. Affiliate Networks\n4. Ad Networks\n5. Ad Platforms\n6. Publishers
Audience Reach
everyone
Target Users
everyone
Technologies
Cloud Computing, Developer Tools, Saas
Traction Evidence
most people have used my product

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