Proof of Usefulness Report
SCDFT – Clarity-Driven Feedback Transformer
Analysis completed on 5/12/2026
+38
Proof of Usefulness Score
You're In Business
SCDFT presents a practical Apify Actor for processing emotional feedback, but remains in the earliest stages with only 2 users and $0 revenue. While the concept of non-sugarcoated, structured feedback is well-articulated, the severe lack of current traction limits its overall PoU score until market adoption improves.
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Score Breakdown
Real World Utility+17.5
Audience Reach Impact+0.4
Technical Innovation+6.0
Evidence Of Traction+0.5
Market Timing Relevance+6.0
Functional Completeness+4.0
Subtotal+34.4
Usefulness Multiplierx1.1
Final Score+38
Project Details
Description
transforms harsh, emotional feedback into clear, structured, manager-ready reports—without sugarcoating or fabricating praise. Built on Micro Honesty architecture, each output is refined individually and can be verified with auditHash. For HR, customer support, product teams, and public services.
Audience Reach
2 total users, 1 monthly active. No promotion yet.
Target Users
HR professionals, customer support teams, product managers, and public service agencies who need honest, actionable feedback reports—not sugarcoated flattery.
Technologies
Other
Traction Evidence
· 2 total users, 1 monthly active
· Pricing from $10.00 / 1,000 events
· Live on Apify Store
· 0 revenue, 0 marketing spend
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