Proof of Usefulness Report

Asara

Analysis completed on 3/18/2026

-90.31

Proof of Usefulness Score

Lab Mode

The submission contains severe red flags, including contradictory dates (founded in 2024 vs. launched in 2022) and impossible traction claims ('most people have used my product'). The metric 'all time marketcap: 2500000' is nonsensical for a boutique ML consultancy, suggesting this is a fabricated or bad-faith submission. It falls below zero in accordance with calibration guidelines for lacking verifiable traction and presenting blatant red flags.

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Score Breakdown

Real World Utility+18.75

Audience Reach Impact-50

Technical Innovation+7.5

Evidence Of Traction-75

Market Timing Relevance+7.5

Functional Completeness-15

Subtotal-106.25

Usefulness Multiplierx0.85

Final Score-90

Project Details

Project URL

asara.io

Description

Asara LLC, founded in November 2024, is a Seattle-based machine learning consultancy specializing in purpose-built ML models for clients in the areas of investment opportunity discovery, signal boosting from news about market trends, and wheel-to-wheel race telemetry for competition racing teams.

Algorithm Insights

Market Position

Early stage requiring focused development

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