Proof of Usefulness Report

Dashbot

Analysis completed on 1/19/2026

+523
Proof of Usefulness Score
Industry Mainstay

Dashbot is a well-established, Series A funded conversational AI analytics platform (approx. $15.6M raised) with significant real-world utility and traction (billions of messages processed). However, the submission itself is of very poor quality, containing hyperbolic claims ('everyone', 'most people have used my product') and inaccuracies ('energy-solutions'), which significantly lowers the Response Quality and Audience Reach scores. The project's actual market position drives the high base score, but the lazy submission prevents it from scoring in the top tier.

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Score Breakdown

Real World Utility+212
Audience Reach Impact+50
Technical Innovation+112
Evidence Of Traction+106
Market Timing Relevance+90
Functional Completeness+5
Subtotal+576
Usefulness Multiplierx0.91
Final Score+523

Project Details

Project URL
dashbot.io
Description
We are on a mission to decipher language, which is the most complex type of data that ever existed. Dashbot is a data platform that ingests, cleans, stores, and processes any type of Conversation Data, such as speaking to Alexa, talking to a customer service rep over the phone, or typing to a chatbot on a website. While virtually every other field/application of A.I. is trying to understand the world around us (e.g. computer vision), Dashbot is a data platform that is harnessing the power of Conversational AI to understand the world within us (i.e. intention). Today, we’re using our platform to help businesses automate, analyze and optimize their conversation channels — but in the future, we see a world where we can help enrich conversations any time any human (or machine) says any thing to any one.
Audience Reach
everyone
Target Users
everyone
Technologies
Chatbots, Analytics, Energy Solutions
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