How do companies approach integrating LLMs with Slack securely so employees do not leak proprietary source code into public channels
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do companies approach integrating LLMs with Slack securely so employees do not leak proprietary source code into public channels
3 real searches · 1 real-search pass
enterprise Slack AI security data loss prevention source code secrets Slack apps LLM gateway architectureGoogle ↗
OBSERVED
Slack API security app permissions message events data retention enterprise AI integrationsGoogle ↗
OBSERVED
OWASP LLM prompt injection sensitive information disclosure prevention data leakageGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
enterprise Slack AI security data loss prevention source code secrets Slack apps LLM gateway architecture Google ↗
Slack API security app permissions message events data retention enterprise AI integrations Google ↗
OWASP LLM prompt injection sensitive information disclosure prevention data leakage Google ↗
- Slack data loss prevention · slack.com
- A guide to Slack's Discovery APIs · slack.com
- How we built enterprise search to be secure and private · slack.engineering
- How We Built Slack AI To Be Secure and Private · slack.engineering
- Security for AI features in Slack · slack.com
- Slack Marketplace app guidelines and requirements · api.slack.com
- OWASP LLM02: 2025 Sensitive Information Disclosure · genai.owasp.org
- LLM01:2025 Prompt Injection · genai.owasp.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise Slack AI security data loss prevention source code secrets Slack apps LLM gateway architecture OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Slack API security app permissions message events data retention enterprise AI integrations OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
OWASP LLM prompt injection sensitive information disclosure prevention data leakage OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |