Playbook
Common Crawl / training presence for legal research platforms
A practical playbook for legal tech marketers to improve training presence—with checks, fixes, and measurement.
Why training presence matters in legal research
legal tech 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 legal research, common blockers include: Public roadmap and changelog are missing; Structured data is incomplete on commercial URLs; Competitor docs sites dominate retrieval. Incumbents and well-documented review sites often dominate AI answers until you publish crawlable comparison content.
What to check
- Domain appearance in Common Crawl indexes
- Public HTML that archives can fetch historically
- Stable canonical host (apex vs www consistency)
- No long-term block of archival crawlers you intend to allow
legal research-specific page priorities
- Changelog — ensure this URL is crawlable HTML with facts assistants can quote when answering “best legal research tools for teams evaluating options”
- Status page — ensure this URL is crawlable HTML with facts assistants can quote when answering “best legal research tools for teams evaluating options”
- Architecture overview — ensure this URL is crawlable HTML with facts assistants can quote when answering “best legal research tools 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 legal research platforms.
Measure with BatSignal
- Run a Visibility Scan on your legal research site
- Inspect the pillar tied to training presence
- Ship the prioritized fixes and copy-paste deliverables
- Re-verify within 30 days to confirm movement
Related
- legal research hub
- crawl access for legal research
- content readiness for legal research
- ChatGPT citations for legal research
- llms.txt for legal research
- Common Crawl / training presence
- All industries
FAQ
What is training presence for legal research platforms?
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 legal research, this shows up when buyers ask “best legal research tools 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 Changelog, Status page, Architecture overview.
How does BatSignal score this?
Training presence (5% of BatSignal score). See the [methodology](/methodology) and related guide: /guides/common-crawl-training-presence.