Real ChatGPT answer · index seedMyUlSTQZEnYcompleteB2B software · AI and automation toolsinformational

What is the step by step process to connect an open source large language model to our slack workspace so my team can query our company documents easily?

ChatGPTgpt-64 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the step by step process to connect an open source large language model to our slack workspace so my team can query our company documents easily?
4 real searches · 1 real-search pass
Slack API official docs bot events app scopes Socket Mode files search API documentationGoogle ↗
OBSERVEDOther / navigational
Ollama official documentation API embeddings models OpenAI compatibilityGoogle ↗
OBSERVEDInstruction
LlamaIndex documentation Slack connector vector store RAG permissions metadata filtersGoogle ↗
OBSERVEDInstruction
open source RAG Slack bot company documents architecture document permissions security best practicesGoogle ↗
OBSERVEDReason

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 (4)
Short factOther / navigational25%ComparisonConsequenceReason25%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Slack API official docs bot events app scopes Socket Mode files search API documentation Google ↗
Ollama official documentation API embeddings models OpenAI compatibility Google ↗
LlamaIndex documentation Slack connector vector store RAG permissions metadata filters Google ↗
open source RAG Slack bot company documents architecture document permissions security best practices Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Slack API official docs bot events app scopes Socket Mode files search API documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Ollama official documentation API embeddings models OpenAI compatibility
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
LlamaIndex documentation Slack connector vector store RAG permissions metadata filters
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
open source RAG Slack bot company documents architecture document permissions security best practices
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1