Real ChatGPT answer · index seedwezCqdgjsaUcompleteB2B software · AI and automation toolsinformational

As a recent grad applying for software roles, can you explain how I can protect my team's custom LLM application from prompt injection vulnerabilities during a hackathon?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a recent grad applying for software roles, can you explain how I can protect my team's custom LLM application from prompt injection vulnerabilities during a hackathon?
2 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection excessive agency 2025 officialGoogle ↗
OBSERVEDInstruction
NIST generative AI prompt injection indirect prompt injection guidance officialGoogle ↗
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%ReasonDefinitionInstruction50%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 2025 official Google ↗
NIST generative AI prompt injection indirect prompt injection guidance official Google ↗
  1. 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 Top 10 for LLM Applications prompt injection excessive agency 2025 official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NIST generative AI prompt injection indirect prompt injection guidance official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1