Proof of Usefulness Report

Ambi Robotics

Analysis completed on 1/10/2026

+29
Proof of Usefulness Score
You're In Business

The submission contains a critical error: the description is a job posting for an insurance brokerage ('Limit') rather than a description of Ambi Robotics (an AI-powered supply chain robotics company). Additionally, the traction claim ('most people have used my product') is factually false for a specialized B2B industrial solution. While external verification confirms Ambi Robotics is a legitimate Series B company with significant funding ($60M+) and real-world utility, the submission itself provides incoherent and erroneous data. The score reflects the existence of the high-value entity but is severely penalized for the lack of accurate information and the low quality of the submission.

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Score Breakdown

Real World Utility+8
Audience Reach Impact+4
Technical Innovation+5
Evidence Of Traction+5
Market Timing Relevance+3
Functional Completeness+0
Subtotal+26
Usefulness Multiplierx1.09
Final Score+28

Project Details

Project URL
Description
**Role description:**\n\nAs a member of the brokerage team, you will work closely with retail brokers as they market management and professional liability risks. You will build close relationships with both brokers and carriers as you help them close deals as efficiently as possible. Finally, you will serve as a design partner to our engineering/product team as it builds tools that will empower you to do significantly more business more efficiently.\n\n**Contribution Areas:**\n\n* Build relationships with retail clients \n* Serve as a subject matter expert for client’s excess and surplus lines needs\n* Ensure applications are completed and submitted in a timely manner\n* Transfer applications from the Limit system to carriers through their channel of choice \n* Identify and implement ways to further expand Limit’s book of business\n* Work with technical team to scope tools that will enable the brokerage team to handle more business\n* Serve as a liaison between clients and the Limit operations team for all compliance and invoicing needs \n\n**Requirements:**\n\n* Bachelor’s degree\n* Active P\u0026amp;C license (Surplus lines license is a plus) \n* 3+ years in a broker or underwriting position \n* In depth knowledge of Management and Professional Liability policies and their technicalities\n* Strong written and verbal communication skills\n* Speed and attention to client services\n* A desire to build a more effective brokerage from the ground up \n* A willingness to do whatever it takes to ensure a rapidly growing book of business
Audience Reach
everyone
Target Users
everyone
Technologies
Consumer Goods, Software Monetization, Data Privacy-And-Compliance
Traction Evidence
most people have used my product

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