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Open dataset · CC-BY 4.0 · CrawlQ Studio

CrawlQ Brand Knowledge Graph Benchmark 2026.

Annual open dataset from CrawlQ Studio's production brand knowledge graph deployments. Published under Creative Commons BY 4.0 so researchers, journalists, and other AI-content practitioners can cite directly. Aggregated, anonymised, honest.

Why we publish this openly

The AI content space is full of opinions about what good looks like and thin on actual operational data. We have operational data — anonymised, aggregated, and representative of what brand governance looks like at scale. Publishing it advances the category. Hiding it would be a posture.

Under CC-BY 4.0 you can quote these numbers in research, journalism, or internal deck work as long as you attribute CrawlQ Studio. The preferred citation appears at the bottom of this page.

Headline numbers — 2026

  • 1.2M+

    Brand knowledge graph nodes (aggregate across production workspaces)

  • 4.8M+

    Relationship edges modelled

  • 47

    Entity types tracked

  • 38K+

    Foundation documents ingested

  • 2.1M+

    BRAND Score evaluations logged

  • 1,340

    Median workspace entity count

  • 3,850

    Median workspace relationship count

  • 58%

    Compliance tier distribution — GREEN

  • 23%

    Compliance tier distribution — YELLOW

  • 19%

    Compliance tier distribution — ORANGE/RED/MAROON

Methodology

The benchmark aggregates telemetry from production CrawlQ Studio workspaces between 2025-Q2 and 2026-Q1. All numbers are anonymised at the workspace level — no customer-identifying content, no foundation-document contents, no generated outputs. What we report is structural: how dense the graphs get, how many entity types teams actually track, what the compliance-tier distribution looks like when real teams run real campaigns.

The data was extracted via the same instrumentation CrawlQ Studio uses internally for feature-adoption reporting. It is not curated, cherry-picked, or survey-based — it is the real shape of the deployments.

How to cite

Preferred citation:

Quantamix Solutions. (2026). CrawlQ Brand Knowledge Graph Benchmark 2026. CrawlQ Studio. https://www.crawlq.ai/knowledge-graph-stats

For press or research access to deeper slices (longitudinal data, entity-type breakdowns, BRAND Score distributions by industry), email support@quantamixsolutions.com.

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