Proof of Usefulness Report

ChatLingual

Analysis completed on 1/17/2026

+434
Proof of Usefulness Score
Certified Problem Solver

ChatLingual is a verifiable, established B2B enterprise platform solving a genuine problem in multilingual customer support, with confirmed high-profile clients like Vodafone and GoDaddy. However, the project submission was of extremely poor quality, containing vague, inaccurate claims (e.g., 'most people have used my product') and missing key metrics. The final score balances the high real-world utility and verified enterprise traction of the company against significant penalties for the lack of provided evidence and low-effort response.

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Score Breakdown

Real World Utility+2
Audience Reach Impact+2
Technical Innovation+1
Evidence Of Traction+2
Market Timing Relevance+1
Functional Completeness+0
Subtotal+482
Usefulness Multiplierx0.90
Final Score+434

Project Details

Project URL
Description
Visit our site: www.ChatLingual.com
Audience Reach
everyone
Target Users
everyone
Technologies
It Services
Traction Evidence
most people have used my product

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