Round 1 Winners!
Proof of Usefulness Report

Visby

Analysis completed on 8/10/2026

+76
Proof of Usefulness Score
You're In Business

Visby addresses an increasingly critical problem for brands—Generative Engine Optimization (GEO). The market timing is exceptional as AI search replaces traditional SEO strategies. With 2,500 users, including enterprise clients, it shows promising early traction in the B2B space. However, due to its overall scale falling under the 50K user benchmark and missing financial/team metrics, the score aligns with the early-stage startup calibration.

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Score Breakdown

Real World Utility+25.5
Audience Reach Impact+6.0
Technical Innovation+10.5
Evidence Of Traction+10.0
Market Timing Relevance+10.8
Functional Completeness+3.5
Subtotal+66.3
Usefulness Multiplierx1.15
Final Score+76

Project Details

Project URL
Description
Visby helps brands track and improve how they appear across AI search engines like ChatGPT, Gemini, and Google AI Overview. It automatically generates actionable SEO and GEO tasks to boost visibility, and shows marketing teams exactly which prompts trigger brand mentions in AI-generated answers.
Audience Reach
Visby currently reaches around 2,500 users, with approximately 1,800 active weekly users engaging with the platform to track and improve their AI search visibility.
Target Users
Visby is built for marketing teams and brands of all sizes, from small businesses managing their own visibility to enterprise organizations running large-scale AI search strategies. Notable clients include enterprise brands across banking, retail, and holding companies working to strengthen their presence in AI-driven search.
Technologies
Bright Data
Traction Evidence
https://www.g2.com/products/visby-ai/reviews

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