Proof of Usefulness Report

Aviso AI

Analysis completed on 2/7/2026

+637
Proof of Usefulness Score
Category Standard

Aviso AI is a well-established, large-scale enterprise revenue operations platform with significant market traction (750 employees, clients like Honeywell and GitHub). However, the project submission itself ('StarForge') is of poor quality, containing exaggerated audience claims ('everyone') and inaccurate user data ('most people have used my product'). While the underlying business fundamentals verify as high-impact and innovative, the score is heavily penalized by the lack of credible detail and professionalism in the submission form.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+112.0
Technical Innovation+90.0
Evidence Of Traction+170.0
Market Timing Relevance+90.0
Functional Completeness+5.0
Subtotal+692
Usefulness Multiplierx0.92
Final Score+637

Project Details

Project URL
aviso.com
Description
Aviso is the end-to-end AI-powered Revenue Operating System that helps GTM teams deliver 98%+ accurate forecasts, predict future pipeline, and help sellers deliver more value. Customers run business their way on Aviso, which doesn't require them to change their internal processes based on their CRM. Leaders such as Honeywell, New Relic, Armis, GitHub and RingCentral have standardized on Aviso to manage revenue teams, gaining over 55% net new revenue per rep, 40% higher win rates, 160% higher pipeline conversion rates, and over 31% faster sales cycles.

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