Proof of Usefulness Report

transparently.ai

Analysis completed on 1/31/2026

+445
Proof of Usefulness Score
Certified Problem Solver

The project refers to Transparently.AI, a legitimate Singapore-based RegTech company (founded 2021) with verified traction ($4M funding, Franklin Templeton backing, valuation ~$20M). The platform uses AI to detect accounting fraud, solving a high-utility problem. However, the submission quality is extremely poor, using a mismatched project name ('SwiftForge'), false audience claims ('everyone'), and unverifiable/exaggerated traction text ('most people'). While the actual company merits a high score for Innovation and Utility, the score is penalized due to the spam-like quality of the submission data and the necessary quality factor adjustments.

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Score Breakdown

Real World Utility+213
Audience Reach Impact+40
Technical Innovation+113
Evidence Of Traction+75
Market Timing Relevance+80
Functional Completeness+3
Subtotal+524
Usefulness Multiplierx0.85
Final Score+445

Project Details

Project URL
Description
Transparently. AI provides an AI-based system to detect accounting fraud and manipulation in publicly traded companies. We predict the next Enron, years before anyone else.

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