How do top enterprise apps handle prompt injection vulnerabilities when users try to manipulate custom GPT instructions through hidden webpage text?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do top enterprise apps handle prompt injection vulnerabilities when users try to manipulate custom GPT instructions through hidden webpage text?
4 real searches · 1 real-search pass
enterprise prompt injection defenses indirect prompt injection hidden webpage text OWASP LLM prompt injection preventionGoogle ↗
OBSERVEDInstruction
Microsoft guidance indirect prompt injection AI applications prompt shields spotlightingGoogle ↗
OBSERVEDReason
Google Cloud prompt injection defense AI agents untrusted content securityGoogle ↗
OBSERVEDOther / navigational
OpenAI prompt injection mitigation untrusted text tool safety enterpriseGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
enterprise prompt injection defenses indirect prompt injection hidden webpage text OWASP LLM prompt injection prevention Google ↗
Microsoft guidance indirect prompt injection AI applications prompt shields spotlighting Google ↗
Google Cloud prompt injection defense AI agents untrusted content security Google ↗
OpenAI prompt injection mitigation untrusted text tool safety enterprise Google ↗
- Defend against indirect prompt injection attacks · learn.microsoft.com
- how-microsoft-defends-against-indirect-prompt-injection-attacks · microsoft.com
- Indirect Prompt Injection, Technique T1698 - Enterprise · attack.mitre.org
- LLM01:2025 Prompt Injection · genai.owasp.org
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise prompt injection defenses indirect prompt injection hidden webpage text OWASP LLM prompt injection prevention OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Microsoft guidance indirect prompt injection AI applications prompt shields spotlighting OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Cloud prompt injection defense AI agents untrusted content security OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI prompt injection mitigation untrusted text tool safety enterprise OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |