Our small manufacturing business is suddenly getting overwhelmed with inbound lead volume through our website, and I need to figure out how to filter out the spam before it hits our sales reps.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our small manufacturing business is suddenly getting overwhelmed with inbound lead volume through our website, and I need to figure out how to filter out the spam before it hits our sales reps.
1 real search · 1 real-search pass
website lead form spam prevention honeypot CAPTCHA rate limiting email validation lead qualification best practices 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
website lead form spam prevention honeypot CAPTCHA rate limiting email validation lead qualification best practices 2026 Google ↗
- Prevent and filter spam in form submissions · knowledge.hubspot.com
- HubSpot website · hubspot.com
- Cloudflare Turnstile · cloudflare.com
- Akismet website · akismet.com