Proof of Usefulness Report

Eloquent AI

Analysis completed on 2/4/2026

+28
Proof of Usefulness Score
You're In Business

Eloquent AI presents a concept for automating regulated customer operations, a relevant market need. However, the submission suffers significantly from unverifiable and objectively false claims. The project URL (eloquentai.co) lacks a public search footprint, and the traction claim that 'most people have used my product' is factually impossible for a 5-person B2B startup launched in 2025. The discrepancy between the high-stakes B2B value proposition and the unserious submission data ('audience: everyone') results in a minimal score.

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Score Breakdown

Real World Utility+45
Real World Utility Quality Factor+0.8
Audience Reach Impact+10
Audience Reach Impact Quality Factor+0.5
Technical Innovation+30
Technical Innovation Quality Factor+0.5
Evidence Of Traction+0
Evidence Of Traction Quality Factor+0.5
Market Timing Relevance+70
Market Timing Relevance Quality Factor+1
Functional Completeness+10
Response Quality Quality Factor+0.5
Subtotal+19.5
Usefulness Multiplierx1.15
Final Score+22

Project Details

Project URL
eloquentai.co
Description
Eloquent AI provides an enterprise AI platform designed to automate complex, regulated customer operations, especially for financial services and other high-stakes industries. Their core solution, the AI Operator, can autonomously resolve a significant portion of customer issues by taking real actions such as updating CRMs and processing regulated workflows. The platform is particularly well-suited for regulated industries like banking, insurance, and healthcare, where precision and trust are paramount.

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