Real ChatGPT answer · index seedNZ9D7EjOf6scompleteB2B software · AI and automation toolsinformational
What are the security implications of integrating an LLM with Slack if our workspace contains sensitive financial data from our university incubator sponsors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the security implications of integrating an LLM with Slack if our workspace contains sensitive financial data from our university incubator sponsors?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025Google ↗
OBSERVEDConsequence
Slack API security app scopes token security data retention enterprise compliance officialGoogle ↗
OBSERVEDOther / navigational
OpenAI API data usage retention controls enterprise privacy officialGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025 Google ↗
Slack API security app scopes token security data retention enterprise compliance official Google ↗
OpenAI API data usage retention controls enterprise privacy official Google ↗
- LLMRisks Archive · genai.owasp.org
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
- Data controls in the OpenAI platform · developers.openai.com
- Slack Marketplace app guidelines and requirements · api.slack.com
- Your app, their data: security practices every Slack Developer needs | Blog · slack.dev
- Mapping to OWASP top 10 for LLM applications · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Slack API security app scopes token security data retention enterprise compliance official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI API data usage retention controls enterprise privacy official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |