Real ChatGPT answer · index seedxgKF3P8Z58UcompleteB2B software · AI and automation toolsinformational

Are there any open source alternatives to Microsoft Copilot that avoid heavy per-user licensing costs for small teams?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source alternatives to Microsoft Copilot that avoid heavy per-user licensing costs for small teams?
2 real searches · 1 real-search pass
open source alternatives to Microsoft Copilot for small teams self hosted AI coding assistant office productivity 2026Google ↗
OBSERVEDComparison
open source Microsoft 365 Copilot alternatives self hosted team knowledge assistant licensing costsGoogle ↗
OBSERVEDComparison

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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source alternatives to Microsoft Copilot for small teams self hosted AI coding assistant office productivity 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
open source Microsoft 365 Copilot alternatives self hosted team knowledge assistant licensing costs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1