Real ChatGPT answer · index seed4sZaBccxHC4completeB2B software · AI and automation toolshowto

Walk me through connecting our custom RAG pipeline to Slack so engineers can query internal Confluence documentation directly from a channel.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Walk me through connecting our custom RAG pipeline to Slack so engineers can query internal Confluence documentation directly from a channel.
1 real search · 1 real-search pass
Slack API Events API request URL acknowledgement 3 seconds slash commands official documentation; Slack bot OAuth scopes chat:write app_mentions:read; Atlassian Confluence Cloud REST API OAuth 2.0 scopes page content permissions officialGoogle ↗
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 Events API request URL acknowledgement 3 seconds slash commands official documentation; Slack bot OAuth scopes chat:write app_mentions:read; Atlassian Confluence Cloud REST API OAuth 2.0 scopes page content permissions official Google ↗
  1. Slack API – Your Apps · api.slack.com
  2. Slack Events API · docs.slack.dev
  3. Slack OAuth installation · docs.slack.dev
  4. Events API · api.slack.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Slack API Events API request URL acknowledgement 3 seconds slash commands official documentation; Slack bot OAuth scopes chat:write app_mentions:read; Atlassian Confluence Cloud REST API OAuth 2.0 scopes page content permissions official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1