Real ChatGPT answer · index seedUjo0rMjIKeIcompleteB2B software · AI and automation toolscomparison

What are the hidden Microsoft Copilot licensing costs we should watch out for when upgrading our entire engineering team this quarter?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the hidden Microsoft Copilot licensing costs we should watch out for when upgrading our entire engineering team this quarter?
3 real searches · 1 real-search pass
Microsoft GitHub Copilot enterprise business pricing premium requests overage billing 2026 official licensingGoogle ↗
OBSERVEDComparison
Microsoft 365 Copilot pricing prerequisites licensing metered agents pay as you go 2026 officialGoogle ↗
OBSERVEDComparison
GitHub Copilot plans business enterprise billing premium request limits 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)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

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
Microsoft GitHub Copilot enterprise business pricing premium requests overage billing 2026 official licensing Google ↗
Microsoft 365 Copilot pricing prerequisites licensing metered agents pay as you go 2026 official Google ↗
GitHub Copilot plans business enterprise billing premium request limits official docs Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Microsoft GitHub Copilot enterprise business pricing premium requests overage billing 2026 official licensing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Microsoft 365 Copilot pricing prerequisites licensing metered agents pay as you go 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub Copilot plans business enterprise billing premium request limits official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1