Proof of Usefulness Report

Sparling Agentic

Analysis completed on 2/19/2026

+35
Proof of Usefulness Score
You're In Business

The project represents a real early-stage B2B startup (Sparling Agentic) focusing on AI for telecom support, backed by a team with industry experience. However, the submission is of critically low quality, listing the project name as 'FrostKeeper' (likely a pseudonym or error), claiming 'everyone' as the audience, and falsely asserting that 'most people have used my product.' While the concept has B2B utility, the submission's lack of credible traction evidence and verifiable metrics results in a score reflecting a nascent, unproven venture.

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Score Breakdown

Real World Utility+17.5
Audience Reach Impact+1.0
Technical Innovation+6.75
Evidence Of Traction+0.0
Market Timing Relevance+7.5
Functional Completeness+0.25
Subtotal+33
Usefulness Multiplierx1.06
Final Score+35

Project Details

Project URL
sparlingagentic.ai
Description
TAXO-AI | Advanced Telecommunications AI Agentic System Our proprietary, patent pending Taxonomy-Validated Service Resolution (TVSR) system leverages an extensive OEM database and multi-agent validation to ensure precise, real-time customer issue resolution—reducing hallucinations, validating responses, and continually training your AI model for increased accuracy and reliability.

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