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Common Crawl / training presence for AI/ML companies

A practical playbook for AI product marketers to improve training presence—with checks, fixes, and measurement.

Why training presence matters in AI and ML

AI product marketers cannot win AI shortlists on content alone if training presence is broken. Whether public archives like Common Crawl have seen your domain—a weak but useful signal that your site exists in corpora often used for model training and research.

In AI and ML, common blockers include: Glossary and FAQ pages are absent; Brand mentions are generic without citations; Open-web retrieval prefers aggregator domains. Analyst notes and G2-style roundups fill the answer gap when your own comparison pages are thin or blocked.

What to check

  1. Domain appearance in Common Crawl indexes
  2. Public HTML that archives can fetch historically
  3. Stable canonical host (apex vs www consistency)
  4. No long-term block of archival crawlers you intend to allow

AI and ML-specific page priorities

  • Alternatives page — ensure this URL is crawlable HTML with facts assistants can quote when answering “best AI platforms for teams evaluating options”
  • Implementation guide — ensure this URL is crawlable HTML with facts assistants can quote when answering “best AI platforms for teams evaluating options”
  • ROI calculator page — ensure this URL is crawlable HTML with facts assistants can quote when answering “best AI platforms for teams evaluating options”

Fix guidance

Keep a durable public site, avoid indefinite archival blocks unless required, and focus primary effort on live AI search citations.

Deep dive: Common Crawl / training presence. Industry hub: AI visibility for AI/ML companies.

Measure with BatSignal

  1. Run a Visibility Scan on your AI and ML site
  2. Inspect the pillar tied to training presence
  3. Ship the prioritized fixes and copy-paste deliverables
  4. Re-verify within 30 days to confirm movement

Related

MethodologyPricingMeasure your site

FAQ

What is training presence for AI/ML companies?

Whether public archives like Common Crawl have seen your domain—a weak but useful signal that your site exists in corpora often used for model training and research. For AI and ML, this shows up when buyers ask “best AI platforms for teams evaluating options” and when AI crawlers attempt to fetch your commercial pages.

How do we improve training presence?

Keep a durable public site, avoid indefinite archival blocks unless required, and focus primary effort on live AI search citations. Industry-specific must-have pages include Alternatives page, Implementation guide, ROI calculator page.

How does BatSignal score this?

Training presence (5% of BatSignal score). See the [methodology](/methodology) and related guide: /guides/common-crawl-training-presence.