Real ChatGPT answer · index seed5cgEpgd09N0completeB2B software · AI and automation toolscommercial

How does the Microsoft Copilot integration inside Excel actually perform when you ask it to analyze messy sales data for a small retail business owner?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the Microsoft Copilot integration inside Excel actually perform when you ask it to analyze messy sales data for a small retail business owner?
3 real searches · 1 real-search pass
Microsoft Copilot in Excel analyze data requirements tables limitations clean data Python 2026Google ↗
OBSERVEDInstruction
Microsoft support Copilot in Excel analyze data formulas charts pivot tables data formatting requirementsGoogle ↗
OBSERVEDInstruction
Microsoft Copilot Excel known limitations accuracy data analysis messy dataGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason33%DefinitionInstruction67%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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 Copilot in Excel analyze data requirements tables limitations clean data Python 2026 Google ↗
Microsoft support Copilot in Excel analyze data formulas charts pivot tables data formatting requirements Google ↗
Microsoft Copilot Excel known limitations accuracy data analysis messy data Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Microsoft Copilot in Excel analyze data requirements tables limitations clean data Python 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Microsoft support Copilot in Excel analyze data formulas charts pivot tables data formatting requirements
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Microsoft Copilot Excel known limitations accuracy data analysis messy data
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1