Real ChatGPT answer · index seedVg2pQRCCWl4completeB2B software · AI and automation toolsinformational
We need to stop prompt injection attacks in our customer-facing chatbot immediately, so what are the best techniques for validating user inputs before they hit the LLM?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to stop prompt injection attacks in our customer-facing chatbot immediately, so what are the best techniques for validating user inputs before they hit the LLM?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
OWASP LLM Prompt Injection Prevention Cheat Sheet input validation prompt injection defenses Google ↗
NIST generative AI profile prompt injection input validation indirect prompt injection Google ↗
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- AISVS/1.0/en/0x10-C02-Input-Validation.md at main · OWASP/AISVS · github.com
- LLM01: Prompt Injection · genai.owasp.org
- LLM01:2025 Prompt Injection · genai.owasp.org
- AI Agent Security · cheatsheetseries.owasp.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP LLM Prompt Injection Prevention Cheat Sheet input validation prompt injection defenses OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST generative AI profile prompt injection input validation indirect prompt injection OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |