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Free AI and product tools

Practical tools for founders and businesses. Check AI search visibility, test whether an AI-built app is launch-ready, estimate an MVP, test startup readiness, prioritise AI features and benchmark product leadership costs.

AI · SEARCH

AI Visibility Checker

Score how easy your business is for ChatGPT, Google AI, Gemini, Perplexity and Claude to understand, retrieve and recommend.

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AI · PRODUCTION

AI App Launch Readiness Score

Score a Lovable or AI-built app across customer evidence, data access, reliability, AI quality, cost and commercial launch readiness.

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PLANNING

MVP Cost Calculator

Estimate what your MVP should cost and how long it should take.

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STRATEGY

Product-Market Fit Score

Score your product-market fit across demand, retention and pull.

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VALIDATION

Startup Readiness Score

Check whether your startup is ready to build, sell or raise.

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AI Feature Prioritisation Matrix

Rank AI features by value, feasibility and risk.

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BENCHMARKS

Fractional CPO Rates & Benchmarks 2026

Open data: day rates, retainer bands and engagement lengths (UK, US, EU).

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Alfred

An AI board of frontier models debates your product idea and scores it out of ten.

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EXPLORE NEXT

Continue the journey

Every stage from first idea to first revenue, mapped end to end.

AI App Launch Readiness Score

Free 20-question check for customer evidence, access and data, reliability, AI quality and commercial launch readiness.

MVP Cost Calculator

Free estimate of what your MVP will cost and how long it will take.

Startup Readiness Score

Free check on whether you have enough evidence to build.

Product-Market Fit Score

Free ten-question score with a verdict and next step.