Real ChatGPT answer · index seedkLVZzoQ5O68completeB2B software · AI and automation toolsinformational

I am helping my son review our small business tech stack and need to understand the main prompt injection vulnerabilities in corporate AI tools and how to stop them.

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am helping my son review our small business tech stack and need to understand the main prompt injection vulnerabilities in corporate AI tools and how to stop them.
2 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025 officialGoogle ↗
OBSERVEDInstruction
NIST generative AI prompt injection indirect prompt injection cybersecurity guidance officialGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%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 Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025 official Google ↗
NIST generative AI prompt injection indirect prompt injection cybersecurity guidance official Google ↗
  1. LLMRisks Archive · genai.owasp.org
  2. OWASP Top 10 for · owasp.org
  3. owasp.github.io · owasp.github.io
  4. Defend against indirect prompt injection attacks · learn.microsoft.com
  5. 2. Prompt Injection (Direct / Indirect) · learn.microsoft.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025 official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NIST generative AI prompt injection indirect prompt injection cybersecurity guidance official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1