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Stories Tools How we verify Method

AiolumOne person, AI, and solid ground.Verified stories of businesses that one person grew with AI.

Every entry is AI-assisted research from public sources: press, company filings, founder posts and reviews. Every number carries an evidence grade. A grade C number is a founder claim that no one else verified. Nothing on this site is investment advice.

Failed-startup data comes from an export of the Loot Drop database (loot-drop.io), 1,749 companies. Those records are AI-written summaries and are not independently verified.