What immediate steps can we take to stop a credential stuffing attack that is currently draining our API rate limits?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What immediate steps can we take to stop a credential stuffing attack that is currently draining our API rate limits?
3 real searches · 1 real-search pass
OWASP credential stuffing prevention cheat sheet rate limiting bot detection authentication defensive guidanceGoogle ↗
OBSERVEDInstruction
Cloudflare rate limiting rules bot management credential stuffing mitigation documentationGoogle ↗
OBSERVEDReason
AWS WAF rate-based rules login endpoint rate limiting documentationGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
OWASP credential stuffing prevention cheat sheet rate limiting bot detection authentication defensive guidance Google ↗
Cloudflare rate limiting rules bot management credential stuffing mitigation documentation Google ↗
AWS WAF rate-based rules login endpoint rate limiting documentation Google ↗
- Credential Stuffing Prevention · cheatsheetseries.owasp.org
- Bot Management and Anti-Automation · cheatsheetseries.owasp.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP credential stuffing prevention cheat sheet rate limiting bot detection authentication defensive guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Cloudflare rate limiting rules bot management credential stuffing mitigation documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AWS WAF rate-based rules login endpoint rate limiting documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |