Proof of Usefulness Report

AICoE.io

Analysis completed on 2/18/2026

+18
Proof of Usefulness Score
You're In Business

The project presents a professional description for an AI consultancy but suffers from severe credibility issues in the submission data. The claim that 'most people have used my product' is demonstrably false for a B2B consultancy launching in 2025. Additionally, listing 'Internet' as the sole technology and a 'marketcap' for revenue metrics suggests either a lack of understanding or a lack of genuine underlying product. No verifiable web presence for the specific text or domain was found.

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Score Breakdown

Real World Utility+7.5
Audience Reach Impact+0.5
Technical Innovation+2.25
Evidence Of Traction+0.0
Market Timing Relevance+7.0
Functional Completeness+0.25
Subtotal+17.5
Usefulness Multiplierx1.03
Final Score+18

Project Details

Project URL
Description
AICOE is an independent AI transformation consultancy specializing in platform-agnostic enterprise AI implementation. We help organizations move from AI readiness to production deployment across AWS, Azure, GCP, and Oracle—without vendor lock-in. We've implemented AI transformations for enterprises across regulated industries including healthcare, financial services, manufacturing, and legal. Our approach: skip the 6-month assessments and 47-page governance frameworks. Deploy production-ready AI capabilities fast. AI Readiness Assessment: 4-week assessments that identify organizational blockers, not just technical gaps. You get clear "ready to pilot" decisions with actionable next steps, not maturity scores that sit in a drawer. PoC Success Patterns: Pilots designed for production infrastructure from Day 1. We solve the pilot-to-production gap that kills 68% of AI projects. Deploy on production-grade infrastructure, use operational budgets, implement governance during the pilot. When the pilot succeeds, you scale immediately. Architecture Design: Platform-agnostic AI architectures that work across all major cloud platforms. We design for portability and deploy for performance. Use platform-managed services where they add value, abstract them where they create lock-in. Your AI capabilities can migrate between platforms in weeks, not months. Transformation Strategy: Practical governance frameworks, realistic ROI models based on pilot data, and deployment strategies that ship AI capabilities in weeks. We help you move fast while managing risk appropriately. We maintain complete vendor neutrality. No cloud platform partnerships. No preferred vendors. Our recommendations are based entirely on your requirements, existing infrastructure, and business objectives. Platform lock-in is expensive. We've seen enterprises spend $150K-$300K migrating AI workloads because they built platform-specific architectures. We help you avoid that. We don't do governance theatre.

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