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A practical guide to designing a lean startup team, deciding what to automate first and knowing where human judgement still matters.

A founder-readable validation framework covering pain, urgency, frequency, willingness to pay, distribution and founder advantage.

A practical guide to cloud credits, developer programmes, technical support and founder communities that can extend startup runway.

How subscriptions, usage pricing and hybrid models affect AI product margins, customer value and early-stage pricing decisions.

Five practical mistakes in AI product strategy, from feature-led positioning to weak evaluations, brittle workflows and missing human controls.