Mon, 28 Sep

DejaView Service Uses AI and Analysis of Failed Projects to Assess Startup Success Chances

Max Ivanov · 24.07.2026 22:50 · 1 min read

A new web service called DejaView has launched online, designed to stress-test startup ideas. The tool uses AI algorithms to match a user’s concept against the real-world track record of companies that came before and flag potential risks.

How the service works

The platform operates in three main steps:

  1. Input: The user describes the core idea and key features of their startup.
  2. Finding analogs: The AI scans a database and finds companies that built similar features or concepts.
  3. History analysis: The algorithm examines the lifecycle of those projects, their key mistakes, and the official reasons they shut down.

What users get

After the analysis, DejaView generates a detailed report that includes:

  • Potential reasons the idea might fail in the market.
  • A breakdown of mistakes predecessors made when launching similar products.
  • Recommendations to help avoid repeating the same pitfalls and bad decisions.

The platform is available at dejaview.bsct.so.

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