Real ChatGPT answer · index seedQLV86Tmg1AAcompleteB2B software · AI and automation toolsinformational
What is the best way to securely integrate large language models with Slack for a family scheduling assistant without exposing private data?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to securely integrate large language models with Slack for a family scheduling assistant without exposing private data?
3 real searches · 1 real-search pass
Slack platform app security OAuth scopes request URL verification signing secrets official documentation least privilegeGoogle ↗
OBSERVEDComparison
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025Google ↗
OBSERVEDConsequence
NIST AI Risk Management Framework generative AI profile data privacy officialGoogle ↗
OBSERVEDDefinition
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
Slack platform app security OAuth scopes request URL verification signing secrets official documentation least privilege Google ↗
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025 Google ↗
NIST AI Risk Management Framework generative AI profile data privacy official Google ↗
- LLMRisks Archive · genai.owasp.org
- www-project-top-10-for-large-language-model-applications/2_0_vulns/LLM06_ExcessiveAgency.md at main · OWASP/www-project-top-10-for-large-language-model-applications · github.com
- Security best practices · docs.slack.dev
- Installing via OAuth authorization code flow · docs.slack.dev
- Verifying requests from Slack · api.slack.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Slack platform app security OAuth scopes request URL verification signing secrets official documentation least privilege OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
NIST AI Risk Management Framework generative AI profile data privacy official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |