Are there any major security risks I should worry about when integrating LLMs with Slack workspaces containing financial data?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any major security risks I should worry about when integrating LLMs with Slack workspaces containing financial data?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency official 2025Google ↗
OBSERVEDConsequence
Slack API OAuth scopes security best practices least privilege token rotation officialGoogle ↗
OBSERVEDInstruction
NIST AI Risk Management Framework generative AI profile data privacy information security 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 official 2025 Google ↗
Slack API OAuth scopes security best practices least privilege token rotation official Google ↗
NIST AI Risk Management Framework generative AI profile data privacy information security official Google ↗
- Security best practices · docs.slack.dev
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- LLMRisks Archive · genai.owasp.org
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 official 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Slack API OAuth scopes security best practices least privilege token rotation official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST AI Risk Management Framework generative AI profile data privacy information security official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |