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Imagine AI Benchmark

ai.useimagine/benchmark

LinkedIn content benchmark for 900+ B2B companies and their teams, with an open scoring method.

This endpoint completed initialize and tools/list. No tool was called.

Rank
#1832
Score
82
Tool tokens
1,144
Tools
5

Tools

Token cost is the o200k count of the tools list JSON, including schemas, before any tool is called.

  • list_companies

    List companies in the benchmark catalog (customers, competitors, industry peers). Filter by name substring, industry, or tracking. Returns ids you pass to every other tool.

  • company_fit_summary

    A company's page fit plus the distribution of its people's geometric means (median, baseline band), top people and who is under the 18-post floor. Company score = median of its 5 most active fitted pe

  • industry_landscape

    Every account in an industry (or a custom company set): per-company rollup (page fit + people median over the 5 most active fitted people (peopleCounted), preliminary = "Few posts" under 40 team posts

  • methodology

    Imagine AI research rules (log-normal engagement, geometric means, research baseline 49/77/130). Call once before interpreting any numbers.

  • category_breakdown

    Post counts and engagement per content category (product update, hiring, personal story, industry insight, ...) for companies or people.

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