Real ChatGPT answer · index seedPNDlVrvgBu0completeB2B software · AI and automation toolscommercial

What are the security and privacy risks of building custom internal chatbots using off-the-shelf software tools today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the security and privacy risks of building custom internal chatbots using off-the-shelf software tools today?
2 real searches · 1 real-search pass
2026 enterprise internal AI chatbot security privacy risks prompt injection data leakage OWASP LLM Top 10 NIST AI RMFGoogle ↗
OBSERVEDReason
NIST Generative AI Profile data privacy information security prompt injection third party risks 2024 2025Google ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
2026 enterprise internal AI chatbot security privacy risks prompt injection data leakage OWASP LLM Top 10 NIST AI RMF Google ↗
NIST Generative AI Profile data privacy information security prompt injection third party risks 2024 2025 Google ↗
  1. OWASP GenAI LLM Top 10 2026 · genai.owasp.org
  2. AI Agent Security · cheatsheetseries.owasp.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 enterprise internal AI chatbot security privacy risks prompt injection data leakage OWASP LLM Top 10 NIST AI RMF
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NIST Generative AI Profile data privacy information security prompt injection third party risks 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1