From the deskPeer comparison

Peer comparison and comparable company analysis

A peer comparison holds only when every company in it is read the same way. The same line item is classified differently from one filing to the next, one-off items come and go, and fiscal years do not line up. These articles cover what has to be made consistent before a comparison means anything.

Insights

AI did not fix the spreadsheet. It made the inconsistency faster.

Illustrative scenario · 7 min

AI did not fix the spreadsheet. It made the inconsistency faster.

AI due diligence on a peer cost benchmark: a general-purpose model put the gap at 3.6 points when it was 5.5. What a basis fixes.

Illustrative scenario7 min readOct 20, 2026

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