Proof of Usefulness Report

Brainboard.co

Analysis completed on 1/24/2026

+478
Proof of Usefulness Score
Industry Mainstay

Brainboard is a legitimate, Y Combinator-backed DevOps platform solving a significant problem in Infrastructure-as-Code (IaC) management. The tool offers high real-world utility and technical innovation by enabling bi-directional synchronization between visual diagrams and Terraform code. However, the submission itself was of extremely low quality, containing hyperbolic and demonstrably false claims (e.g., 'most people have used my product', audience is 'everyone'). While external verification confirms the project's validity and traction (seed funding, growing user base), the score is significantly penalized by the unreliable input data and the confusing financial metric ('marketcap: 500000'). The final score reflects a promising technology project hampered by a negligent submission.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+4.00
Technical Innovation+12.75
Evidence Of Traction+5.00
Market Timing Relevance+8.50
Functional Completeness+0.50
Subtotal+520
Usefulness Multiplierx0.92
Final Score+478

Project Details

Project URL
Description
Brainboard is an AI driven platform to visually design and manage cloud infrastructure, collaboratively. It's the only solution that automatically generates IaC code for any cloud provider, with an embedded CI/CD. Brainboard unique approach called “Design first, code when needed” helps your team and organization to: - Import your existing infrastructure and create a design + Terraform code. - Adopt IaC with the lowest learning curve possible. - Standardize and structure the way the cloud infrastructure is build and managed. - Reduce the time to deployment by leveraging automation without reinventing the wheel, and anticipate security risks with its built-in security checks. - Document the infrastructure with an always-up-to-date diagrams that you can rely on. - Automate your deployment with its CI/CD engine built specifically for the cloud infrastructure. - Scale your infrastructure in a controllable way through the approval system. - Build a self-serve model where developers and product owners can be autonomous by using architectures that have been approved by the right teams (security, finops, network…). It also integrates with your existing tools like Github, Azure DevOps, Gitlab, Bitbucket or ticketing system. Try it today to control your infrastructure securely. Brainboard is the change you need now to be ahead of your competitors.

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