AI Tool Discovery Across DNS, Proxy, and SSO Logs

What this search usually needs to answer

AI tool discovery gives IT a current map of the AI apps employees already touch, including tools that were never submitted for procurement.

Best-fit scenarios

• A company wants to replace anecdotes with a real AI application inventory.
• IT needs to find AI browser tools, assistants, research apps, meeting tools, image tools, and model portals.
• Security wants to compare discovered tools with existing vendor risk reviews and SSO approvals.

Operating steps

1. Import DNS logs, proxy logs, secure web gateway exports, or SSO metadata.
2. Match domains, OAuth apps, and vendor names against a maintained AI application catalog.
3. Deduplicate activity into tools, users, departments, and trend lines.
4. Apply policy decisions and schedule ongoing discovery so new tools do not stay invisible.

Common risks to avoid

• Domain-only matching can confuse documentation pages, CDNs, and vendor subdomains without context.
• Niche AI tools appear quickly, so the catalog needs regular updates.
• Discovery should feed policy decisions rather than creating a static spreadsheet.