Filing Diff Bench

Two years of the filing on screen, then a section-by-section diff instead of a vibe summary.

Fiscal.ai is the shelf for the 10-K and 10-Q. The bench is the habit of putting last year next to this year before asking a model what changed. The year-over-year diff prompt refuses to brief a section you did not paste, which is the point.

Tools

Fiscal.ai

MCP

No MCP server in this stack.

How to run it

Pull the current 10-K or 10-Q and the prior year's comparable filing in Fiscal.ai.
Copy Item 1A, MD&A, and any note you actually intend to read. Label the pastes OLD and NEW.
Run the year-over-year diff prompt. Do not paste the entire filing unless the model context can hold both.
Open the cited phrases in the filing viewer and confirm the change is real before you write it down.

Linked prompt

10-K and 10-Q year-over-year diff

Section-by-section diff of two filings. Changes only, with page or item cites, and silence where the text did not move.

A stack is a workflow note. Not financial advice.