Proof of Usefulness Report

Toggle

Analysis completed on 1/31/2026

+521
Proof of Usefulness Score
Industry Mainstay

Toggle is a verified Series B construction robotics company addressing a critical high-value problem (rebar automation). However, the submission quality is extremely poor, containing hallucinations ('AI-derived insights for wealth management'), false audience claims ('everyone'), and no verifiable traction data. The score reflects the high intrinsic value of the technology and market timing, heavily penalized for the inaccurate and low-effort submission.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+40.0
Technical Innovation+127.5
Evidence Of Traction+87.5
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+572.5
Usefulness Multiplierx0.91
Final Score+521

Project Details

Project URL
Description
We are a venture backed construction robotics company building robotics and automation solutions for the world’s most ubiquitous building material: reinforced concrete. Our initial focus is on bringing automation systems to the fabrication and assembly of rebar (steel reinforcement). Rebar and reinforced concrete are fundamental building blocks for cities and infrastructure. They are materials you’ll find on 100% of construction sites whether for housing, hospitals, bridges or power plants. As our world becomes increasingly urbanized (both at home and abroad) and we transition to renewable energy, the way we work with this critical building material needs to evolve to meet growing and increasingly complex construction demand.

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