How do I set up integrating LLMs with Slack without paying for expensive third party wrappers that charge per message since our engineering team has limited time to build something custom.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I set up integrating LLMs with Slack without paying for expensive third party wrappers that charge per message since our engineering team has limited time to build something custom.
3 real searches · 1 real-search pass
Slack API Events API Bolt framework official documentation request signing retry acknowledge eventsGoogle ↗
OBSERVEDInstruction
OpenAI API responses API official documentation rate limits pricing usageGoogle ↗
OBSERVEDOther / navigational
Slack app bot token scopes chat:write app_mentions:read im:history official documentationGoogle ↗
OBSERVEDInstruction
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 API Events API Bolt framework official documentation request signing retry acknowledge events Google ↗
OpenAI API responses API official documentation rate limits pricing usage Google ↗
Slack app bot token scopes chat:write app_mentions:read im:history official documentation Google ↗
- Slack API – Your Apps · api.slack.com
- app_mentions:read scope · docs.slack.dev
- Scopes · docs.slack.dev
- chat:write scope · docs.slack.dev
- Slack Bolt for Python · docs.slack.dev
- The Events API · docs.slack.dev
- Events · docs.slack.dev
- API documentation · developers.openai.com
- API Overview · developers.openai.com
- official API pricing · developers.openai.com
- rate limits documentation · developers.openai.com
- n8n · n8n.io
- Cloudflare Slack Agent · developers.cloudflare.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Slack API Events API Bolt framework official documentation request signing retry acknowledge events OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OpenAI API responses API official documentation rate limits pricing usage OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Slack app bot token scopes chat:write app_mentions:read im:history official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |