Real ChatGPT answer · index seedjEO1ONPmyiYcompleteB2B software · AI and automation toolshowto

What is the easiest way to integrate a custom LLM into our company Slack workspace so our support reps can query internal docs directly in a channel?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the easiest way to integrate a custom LLM into our company Slack workspace so our support reps can query internal docs directly in a channel?
1 real search · 1 real-search pass
Slack API app bot events Socket Mode official documentation Slack Bolt Python; Slack bot mention events; retrieval augmented generation internal docs permissions architectureGoogle ↗
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 (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Slack API app bot events Socket Mode official documentation Slack Bolt Python; Slack bot mention events; retrieval augmented generation internal docs permissions architecture Google ↗
  1. Slack API Apps · api.slack.com
  2. The Events API · docs.slack.dev
  3. app_mention event · docs.slack.dev
  4. Creating an app with Bolt for Python · docs.slack.dev
  5. Using Socket Mode · docs.slack.dev
  6. Comparing HTTP & Socket Mode · api.slack.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Slack API app bot events Socket Mode official documentation Slack Bolt Python; Slack bot mention events; retrieval augmented generation internal docs permissions architecture
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1