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Competition · Evidence before instinct

Turn market movement into a source-backed conversation with your spec.

Competition helps a project team discover relevant companies, monitor them on a daily or weekly cadence, and decide which signals deserve a product response.

Competition, in context.

Demo project data shown for illustration.

Screen 01 / 02

Samsara radar

Samsara radar with sourced market signals

A focused loop around the same project context.

A concrete use case

A product team is deciding whether a newly announced competitor capability matters to its workflow and needs the original sources beside the analysis.

  1. 01

    Use the project context to generate search angles, review candidates, and confirm the companies that belong on the watchlist.

  2. 02

    Scan on demand or monitor saved competitors for source-backed product, market, and other signals.

  3. 03

    Save, dismiss, or send a meaningful signal to project AI with its fact, analysis, relevance, and sources preloaded.

Using Competition

Discovery proposes candidates; it never adds one without confirmation. Public-web and social coverage are best-effort, not a promise of complete market coverage.

More ways to use the project you already specified.

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