All autopsies

// STARTUP COMPARISON

DataKnow vs IronSource (post-merger crisis)

DataKnow failed in 2021 due to Competition. IronSource (post-merger crisis) failed in 2022 due to Bad Timing. Different causes, different sectors, different eras — but the same simulation outcome.

METRIC🔥 DataKnow🔥 IronSource (post-merger crisis)
SectorAIAI
CountryColombiaIsrael
Founded20162010
Died20212022
Raised$6MSPAC public
Peak$6M raised$11.1B SPAC valuation
Primary CauseCompetitionBad Timing

// WHY EACH FAILED

🔥 DataKnow
Competition
DataKnow built AI-powered business analytics tools for Latin American enterprises. After raising $6M, the market was disrupted by Microsoft Power BI's aggressive price cuts and Spanish localization, and Tableau's expansion into the mid-market. Both global tools offered comparable functionality at prices DataKnow could not match without global R&D scale. DataKnow shut down in 2021.
// LESSON
Horizontal analytics tools compete against Microsoft and Google's R&D budgets. If you can't out-specialize them in a vertical they won't prioritize, you're building a product they'll ship as a feature update.
🔥 IronSource (post-merger crisis)
Bad Timing
IronSource, an Israeli mobile advertising and monetization platform, went public via SPAC in 2021 at $11.1B. Apple's App Tracking Transparency (ATT) framework in 2021 dramatically reduced mobile advertising effectiveness by requiring opt-in tracking consent. IronSource's ad performance products depended on cross-app tracking that ATT disrupted. The stock fell 90%+ by 2022. Unity Software acquired IronSource in 2022, itself facing similar challenges.
// LESSON
Mobile advertising platforms that depend on cross-app tracking are existentially dependent on Apple's platform policy. Apple's ATT was publicly telegraphed years before implementation. Any adtech company that didn't build ATT resilience before 2021 accepted existential platform risk.

// EXPLORE FURTHER