I need a foolproof tutorial on building a custom Slack chatbot using Python that answers common IT questions for our remote team
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a foolproof tutorial on building a custom Slack chatbot using Python that answers common IT questions for our remote team
3 real searches · 1 real-search pass
Slack Bolt for Python official documentation Socket Mode events app setup 2026Google ↗
OBSERVEDOther / navigational
OpenAI Python SDK official documentation Responses API Python 2026Google ↗
OBSERVEDInstruction
Slack API security signing secrets bot token scopes chat:write app_mentions:read official docsGoogle ↗
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
Slack Bolt for Python official documentation Socket Mode events app setup 2026 Google ↗
OpenAI Python SDK official documentation Responses API Python 2026 Google ↗
Slack API security signing secrets bot token scopes chat:write app_mentions:read official docs Google ↗
- Python official downloads · python.org
- Creating an app with Bolt for Python · docs.slack.dev
- Bolt for Python · docs.slack.dev
- app_mentions:read scope · docs.slack.dev
- chat:write scope · docs.slack.dev
- Slack API – Your Apps · api.slack.com
- Using Socket Mode · docs.slack.dev
- Using Socket Mode · docs.slack.dev
- OpenAI API Keys · platform.openai.com
- OpenAI Python API library · developers.openai.com
- Render website · render.com
- Railway website · railway.com
- AWS website · aws.amazon.com
- Slack Socket Mode documentation · docs.slack.dev
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Slack Bolt for Python official documentation Socket Mode events app setup 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI Python SDK official documentation Responses API Python 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Slack API security signing secrets bot token scopes chat:write app_mentions:read official docs OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |