Proof of Usefulness Report

Telios AI

Analysis completed on 3/13/2026

+78

Proof of Usefulness Score

You're In Business

Telios AI proposes a highly relevant enterprise B2B AI solution for decision-making, giving it strong market timing and theoretical utility. However, the submission is plagued by severe red flags, including unsubstantiated and hyperbolic claims ('everyone' as the target audience, 'most people have used my product' for traction) and nonsensical revenue metrics ('all time marketcap: 500000'). Lacking any verifiable technical details or proof of actual adoption despite a claimed 2020 launch and a team of 6, the project falls into the minimal traction category.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+43.75

Audience Reach Impact+5.00

Technical Innovation+7.50

Evidence Of Traction+2.50

Market Timing Relevance+25.00

Functional Completeness+0.50

Subtotal+84.25

Usefulness Multiplierx0.92

Final Score+78

Project Details

Project URL

telios.ai

Description

At Telios AI, we help our Enterprise customers solve business-critical decision-making challenges; by using our AI software, we transform every person in your organisation into a decision making expert. We use real data from your company including spreadsheets, databases and ERP that describe your business objectives and operations. Our AI engine combines and analyses all this to produce a set of actionable and optimal scenarios that any employee can use to make more timely, impactful and well-informed decisions, every single time.

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