What is the current best practice for integrating LLMs with Slack to build an automated study group assistant that triggers on specific keywords?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current best practice for integrating LLMs with Slack to build an automated study group assistant that triggers on specific keywords?
3 real searches · 1 real-search pass
Slack Events API message events Socket Mode Bolt best practices official documentation 2026Google ↗
OBSERVEDOther / navigational
OpenAI API Responses API tools structured outputs best practices official documentationGoogle ↗
OBSERVEDInstruction
Slack API rate limits retry event subscriptions message.im app_mention official docsGoogle ↗
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 (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 Events API message events Socket Mode Bolt best practices official documentation 2026 Google ↗
OpenAI API Responses API tools structured outputs best practices official documentation Google ↗
Slack API rate limits retry event subscriptions message.im app_mention official docs Google ↗
- Using Socket Mode · docs.slack.dev
- The Events API · docs.slack.dev
- app_mention event · docs.slack.dev
- Events · docs.slack.dev
- Slack Bolt for JavaScript · docs.slack.dev
- Slack Bolt for Python · docs.slack.dev
- Structured model outputs · developers.openai.com
- Structured model outputs · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Slack Events API message events Socket Mode Bolt best practices official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI API Responses API tools structured outputs best practices official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Slack API rate limits retry event subscriptions message.im app_mention official docs OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |