Proof of Usefulness Report

Rivi

Analysis completed on 1/29/2026

+348
Proof of Usefulness Score
Certified Problem Solver

Rivi is a verified software/AI company established in 2017, originally offering a B2C travel chatbot before pivoting to B2B consulting (Rivi Labs) during the pandemic. While the company has survived for 7+ years and maintains a team of 11-50 employees, the submission's claim that 'most people have used my product' is verifiably false and hyperbolic, significantly impacting the credibility score. The project currently operates as a hybrid product-service business, providing AI SDKs to travel enterprises. The score reflects a legitimate established business entity, penalized heavily for exaggerated traction claims and lack of verifiable product metrics in the submission.

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Score Breakdown

Real World Utility+70
Audience Reach Impact+40
Technical Innovation+60
Evidence Of Traction+30
Market Timing Relevance+70
Functional Completeness+10
Subtotal+43.9
Usefulness Multiplierx0.79
Final Score+348

Project Details

Project URL
Description
Rivi is a tech-first company building the most intelligent travel product - one that lets you have a conversation with an AI to plan a fully personalized end-to-end trip: Flights, Stays, Things to do, Eatouts \u0026 more.\n\nRivi also has a prominent tech consulting wing called 'Rivi Labs' where we provide software development, machine learning, design, and marketing solutions to tomorrow's tech products.

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