Proof of Usefulness Report

Panda AI

Analysis completed on 1/27/2026

+158
Proof of Usefulness Score
Gaining Momentum

Panda AI is a verifiable spinout from the prestigious Allen Institute for Artificial Intelligence (AI2), having raised $3.3M in seed funding in 2020. However, the project submission itself is of extremely low quality, containing demonstrably false claims (e.g., 'most people have used my product') and nonsensical data (e.g., 'all time marketcap: null'). While the technical pedigree is high, the lack of recent verifiable activity since 2021 and the unprofessional submission drastically reduce the score.

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Score Breakdown

Real World Utility+70.0
Audience Reach Impact+20.0
Technical Innovation+37.5
Evidence Of Traction+30.0
Market Timing Relevance+40.0
Functional Completeness+5.0
Subtotal+202.5
Usefulness Multiplierx0.78
Final Score+158

Project Details

Project URL
getpanda.ai
Description
Today’s work is complex. Working everywhere and all the time. Stuff scattered across many apps. It’s painful to keep up.\n\nPANDA is about getting more done, working less, and being happier.\n\nPANDA works by applying breakthrough Natural Language Processing AI in ridiculously practical ways to help teams stay on the same page. PANDA is currently available through our early access program.\n\nWe are striving to be Seattle’s next iconic company and we also want to build an enlightened company culture. A culture where people can do the best work of their lives, create success, and make a positive impact on the world.\n\nPANDA is led by experienced entrepreneurs and supported by leading Seattle VC investors. We’re proud to be a spinout from the incubator at the Allen Institute for Artificial Intelligence.

Algorithm Insights

Market Position
Growing utility with room for optimization
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