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Research on demand, ideas and building

What we learn from reading millions of complaints, written up properly. No listicles, no filler.

Research

Why Most Startup Ideas Fail Before Launch

The failure happens at idea selection, not execution.

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The Workaround Is the Strongest Signal

Manual workarounds are pre-validated demand.

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How to Read Complaint Data Without Fooling Yourself

The biases in complaint data, and how to correct for them.

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Job Posts Are the Purest Demand Signal

Somebody already has a budget for this.

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Opportunities

Boring Industries Are Where the Money Is

Unglamorous industries have the worst tools and real budgets.

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Vertical SaaS Beats Horizontal for Solo Builders

One industry, done properly, beats a general tool.

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Product

What an Opportunity Score Actually Means

How the score works, and its limits.

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Why We Show the Evidence, Even When It's Weak

A weak signal shown honestly beats a confident guess.

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Building

The Pricing Mistakes Almost Every Founder Makes

Underpricing is the default failure mode.

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The Difference Between an AI Wrapper and a Product

The model isn't the product. The workflow is.

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