Proof of Usefulness Report

GigaML

Analysis completed on 2/10/2026

+481
Proof of Usefulness Score
Industry Mainstay

GigaML is a legitimate, high-growth Y Combinator (S23) startup with a reported valuation of ~$350M (Aug 2025) and significant enterprise traction (Series A/B). However, the project submission itself is of extremely low quality, containing vague claims ('everyone', 'most people have used my product') and erroneous financial data ('marketcap: 2500000'). The score reflects the high real-world value and verified traction of the underlying company, heavily penalized by the poor quality of the evidence provided in the submission. The team size of 30 matches external directories, suggesting the submitter may have access to internal data despite the sloppy entry.

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Score Breakdown

Real World Utility2.5)
Audience Reach Impact2.0)
Technical Innovation1.5)
Evidence Of Traction2.5)
Market Timing Relevance1.0)
Functional Completeness0.5)
Subtotal+512
Usefulness Multiplierx0.94
Final Score+481

Project Details

Project URL
Description
AI first customer care for B2C Companies.

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