Proof of Usefulness Report

Siro

Analysis completed on 1/30/2026

+633
Proof of Usefulness Score
Category Standard

Siro (siro.ai) is a verifiable, high-growth Series B startup with ~$75M in funding, serving the field sales market. While the submission itself was of extremely poor quality (claiming 'everyone' as the audience and providing no metrics), external due diligence confirms significant traction, including $50M raised in 2025 and thousands of B2B users. The project solves a high-value 'dark data' problem for offline sales. The score reflects the company's actual mature status (comparable to or exceeding the calibration reference), though penalized for the low-effort submission.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+70.0
Technical Innovation+120.0
Evidence Of Traction+237.5
Market Timing Relevance+90.0
Functional Completeness+5.0
Subtotal+747.5
Usefulness Multiplierx0.85
Final Score+633

Project Details

Project URL
siro.ai
Description
Siro uses speech recognition to turn recorded sales conversations into insights sales reps need to achieve their next breakthrough improvement. \n\nOur vision is to create a world where sales is the most important vehicle for social mobility in our economy. Anyone can try sales, and those who succeed will never worry about money. The problem is most won't succeed. That's where we come in.

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