Round 1 Winners!
Proof of Usefulness Report

floresco.ai

Analysis completed on 3/12/2026

+20.49
Proof of Usefulness Score
You're In Business

The project outlines a plausible B2B AI tool tailored for executive search firms with good market relevance. However, the submission is severely compromised by highly exaggerated, unsupported claims (e.g., 'most people have used my product' and listing the target audience as 'everyone'). The lack of verifiable traction, tech stack details, and coherent metrics places the score in the minimal/unverified tier.

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Score Breakdown

Real World Utility+7.5
Audience Reach Impact+1.0
Technical Innovation+2.25
Evidence Of Traction+0.625
Market Timing Relevance+7.0
Functional Completeness+0.25
Subtotal+18.625
Usefulness Multiplierx1.1
Final Score+20

Project Details

Project URL
Description
Floresco builds private AI infrastructure for executive search, leadership advisory, and board consulting firms. We don’t sell SaaS. We co-build bespoke AI agents trained on your firm's templates, tone, and track record—designed to operate inside your workflows, not change them. Each firm has its own private tenant. Each agent is trained on your ways of working. From candidate reports to search strategy and BD targeting, our platform learns over time—giving you leverage, not another login. No generic prompts. No off-the-shelf tools. Just an embedded AI layer that quietly powers your firm. We offer a free Proof of Concept: You give us a live mandate—we build your first agent in 7 days. No lock-in. DM us to see what your firm could look like with Floresco operating behind the scenes.

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