Proof of Usefulness Report

Seamless.AI

Analysis completed on 1/29/2026

+476
Proof of Usefulness Score
Industry Mainstay

Seamless.AI is a verifiable market leader in B2B sales intelligence with estimated annual revenue exceeding $70M and a team of ~400 employees. While the project itself demonstrates exceptional real-world utility and massive traction, the submission quality was extremely poor (e.g., claiming reach is 'everyone' and providing no concrete metrics). The score reflects the project's proven high-scale success, significantly penalized for the lack of effort and detail in the submission data.

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Score Breakdown

Real World Utility+142.5
Audience Reach Impact+91.2
Technical Innovation+57.6
Evidence Of Traction+120.0
Market Timing Relevance+54.0
Functional Completeness+1.5
Subtotal+466.8
Usefulness Multiplierx1.02
Final Score+476

Project Details

Project URL
Description
Seamless.ai is a sales automation engine powered by artificial intelligence. We are building the largest professional contacts network in the world that includes perfect emails, phone numbers and insights for any professional.

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