We are evaluating Microsoft Copilot and I need to know if the productivity gains justify the steep monthly licensing costs for a startup
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are evaluating Microsoft Copilot and I need to know if the productivity gains justify the steep monthly licensing costs for a startup
3 real searches · 1 real-search pass
Microsoft 365 Copilot business pricing 2026 official pricing per user monthly startup licensingGoogle ↗
OBSERVEDOther / navigational
Microsoft 365 Copilot productivity study ROI time savings 2025 2026 independent researchGoogle ↗
OBSERVEDReason
Microsoft 365 Copilot Business features licensing requirements official 2026Google ↗
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)
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 365 Copilot business pricing 2026 official pricing per user monthly startup licensing Google ↗
Microsoft 365 Copilot productivity study ROI time savings 2025 2026 independent research Google ↗
Microsoft 365 Copilot Business features licensing requirements official 2026 Google ↗
- Microsoft 365 Copilot Plans and Pricing—AI for Business · microsoft.com
- AI for Enterprise Productivity · microsoft.com
- Microsoft 365 Pricing for Business: Plans & Features · microsoft.com
- License Options for Microsoft Copilot · learn.microsoft.com
- An Evaluation of DWP’s Microsoft 365 Copilot Trial · gov.uk
- Early Impacts of M365 Copilot · microsoft.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Microsoft 365 Copilot business pricing 2026 official pricing per user monthly startup licensing OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft 365 Copilot productivity study ROI time savings 2025 2026 independent research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Microsoft 365 Copilot Business features licensing requirements official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |