Proof of Usefulness Report

Sigmoid

Analysis completed on 1/30/2026

+680
Proof of Usefulness Score
Category Standard

Sigmoid is a verified, high-growth data engineering and AI solutions firm backed by Sequoia Capital and Qualcomm Ventures (Series B). External search confirms a team size of ~500-1000 employees and significant B2B traction with Fortune 1000 clients (e.g., Honeywell, ironSource). While the submission text contained low-effort responses in key fields (e.g., claiming audience is 'everyone'), the verifiable description and external reality of the business demonstrate exceptional utility, traction, and market relevance significantly above the average project.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+51.0
Technical Innovation+85.0
Evidence Of Traction+76.0
Market Timing Relevance+90.0
Functional Completeness+10.0
Subtotal+739.5
Usefulness Multiplierx0.92
Final Score+680

Project Details

Project URL
sigmoid.com
Description
Sigmoid is a Leading Data Solutions company offering best-in-class services in Data Engineering and Data Science. Our 200+ team is strongly driven by the passion to unravel data complexities. We generate actionable insights and translate them into successful business strategies. We are a team of inventors, dreamers and creators who are passionate about Data!\n\nWe leverage our expertise in Open Source, Cloud Technologies, ML and AI to develop innovative frameworks catering to specific client needs. Our unique approach has positively influenced the business performance of our Fortune 1000 clients across the globe. We have a particularly strong presence in Advertising Technology, Retail-CPG and BFSI, wherein we are working with Top-3 players in each of these sectors.\n\nWe are recognised among the world's most innovative tech companies, and have won several awards like the TiE50 Winners (2018) and NASSCOM Emerge 50 (2017), among others.\n\nBacked by Sequoia and Qualcomm Ventures

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