Proof of Usefulness Report

Chalk

Analysis completed on 2/4/2026

+744
Proof of Usefulness Score
Category Standard

Chalk is a high-growth AI infrastructure platform that raised a $50M Series A at a $500M valuation in May 2025. While the submission provided lazy and hyperbolic claims (e.g., 'most people have used my product'), independent verification confirms significant B2B traction with major customers like Ramp, Vital, and Whatnot. The platform solves a critical problem in real-time AI inference (fresh data pipelines), positioning it as a key player in the AI stack ('The Databricks of Inference'). The score reflects top-tier utility and traction, penalized slightly for the poor quality of the submission data.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+144
Technical Innovation+142.5
Evidence Of Traction+180
Market Timing Relevance+100
Functional Completeness+5
Subtotal+809
Usefulness Multiplierx0.92
Final Score+744

Project Details

Project URL
Description
Chalk is an AI-based platform that helps organizations manage their data pipelines for real-time AI decision-making. Founded in 2022, the company focuses on providing the infrastructure needed for AI inference, enabling applications such as fraud prevention, instant loan approvals, and personalized recommendations. Chalk aims to be a critical component of the AI stack, allowing businesses to leverage fresh data for immediate and accurate insights.

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