Real ChatGPT answer · index seedUgcygSrLVLEcompleteB2B software · AI and automation toolsinformational

How can I stop malicious users from bypassing security filters using prompt injection when building a customer service bot today?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How can I stop malicious users from bypassing security filters using prompt injection when building a customer service bot today?
2 real searches · 1 real-search pass
OWASP LLM Prompt Injection Prevention Cheat Sheet 2025 2026 official guidanceGoogle ↗
OBSERVEDInstruction
OpenAI prompt injection defense best practices agents untrusted input tool permissionsGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

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 2025 2026 official guidance Google ↗
OpenAI prompt injection defense best practices agents untrusted input tool permissions Google ↗
  1. LLM01:2025 Prompt Injection · genai.owasp.org
  2. LLM Prompt Injection Prevention · cheatsheetseries.owasp.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OWASP LLM Prompt Injection Prevention Cheat Sheet 2025 2026 official guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
OpenAI prompt injection defense best practices agents untrusted input tool permissions
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1