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AI Prototype Readiness  Assessment

Is your AI prototype actually ready for real users, real scale, and investor scrutiny?

Objective Most AI prototypes prove the concept. Far fewer are ready for production. This assessment helps you identify the technical, operational, and scalability risks that can prevent your vibe-coded prototype from becoming a reliable product. In just 10 minutes, you’ll receive a readiness score, key risk areas, and smart insights to help guide your next steps.
Who is this for? Founders, product leaders, and innovation teams who have already built an AI prototype or MVP and need to understand what it will take to launch, scale, and maintain it in a real-world environment. Whether you’re preparing for growth, enterprise customers, or investor conversations, this assessment helps uncover the gaps between a working demo and a production-ready AI product.

What you’ll get

  1. Overall readiness score (0–100) with maturity tier
  2. Scores across 8 critical dimensions
  3. Top risks and strengths identified automatically
  4. Investor-readiness signal with diligence risk label
  5. Smart, pattern-based insights unique to your answers

How it works

  1. Answer 26 quick questions across 8 dimensions
  2. Our scoring engine applies weighted analysis, critical-fail penalties, and floor rules
  3. Get your results instantly — score, tier, risks, strengths, and a clear next step

8 dimensions evaluated

  1. Can Your Product Scale?

    We’ll look at this first, as it determines everything else

  2. Is Your AI Reliable?

    The questions every technical investor asks in the first 10 minutes

  3. How Reliable Is Your Data?

    Where most vibe-coded products have hidden risk

  4. How Stable Is Your Product?

    What separates a demo from a deployable product

  5. Can You Deploy With Confidence?

    The gap that kills growth rounds

  6. Can Users Trust Your Product?

    Enterprise and regulated-sector clients will audit this in the first place

  7. Is Your Product Business-Ready?

    What you need to understand your GTM readiness

  8. Are You Investor & Enterprise Ready?

    What a due diligence process will surface – better to know now