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Requests & Workpapers

The Workpaper Tab

Review the populated workpaper (matches, AI-extracted values, and testing attributes) from one spreadsheet-style surface. The AI gives you proposals; this is where you turn them into validated audit conclusions.

The Workpaper tab is where you review the results of a run. Selecting it opens a spreadsheet-style workpaper view: each row is a selection, and the custom columns are organized by document group, showing the match criteria and the AI's response for every column.

This page covers how to review matches, review AI-retrieved column values, and resolve testing attribute exceptions.

What you'll learn

  • What you see when the Workpaper tab opens.
  • How to review matches and choose between Validate, Flag, and Remove.
  • How to review custom column values the AI extracted via prompts and formulas.
  • How to resolve testing attribute exceptions.
  • The cell colors that tell you what still needs attention.

Workflow tab vs. Workpaper tab

Every request has these two related tabs. They look at the same data from two angles.

The Workflow tab is the structural view: selections, document groups, AI Prompt Columns, Formulas, Testing Attributes, and the Match input. It's where you describe what should happen. See The Workflow Tab for the full build reference.

The Workpaper tab is the populated grid: the actual audit workpaper. It's where you read what did happen: the extracted values, the matches, the tickmarks, the citations. Almost all of your time after the first run happens here.


What you see

When the workpaper view opens, it displays:

  • Selection information: one row per selection.
  • Custom columns, grouped by document group, showing the match criteria and the AI's response for each column.
  • Indicators on cells and matched documents that show review state and any exceptions.

The cells are colored by where they sit in the review loop:

ColorStateMeaning
YellowUnreviewedThe AI extracted a value; no auditor has signed off yet.
GreenValidatedAn auditor reviewed and validated. Locked, won't rerun.
RedFlaggedCounter-evidence, an exception, or flagged for senior review.
BlueLockedThis cell is locked and will not update if the auditor re-runs the workflow

The review loop is simple in shape: turn yellow cells either green (validated) or red (flagged for follow-up).


Review matches

The Match column shows which document or documents match a given selection. Walking the matches is usually the first thing you do on the Workpaper tab. If a match is wrong, every downstream column on that row is reading the wrong document.

Reviewing a match in the document panel

Open the match for a selection

In a document group, select the match for a selection to see the matched document(s).

Open the document

Select a document. It loads in the document panel on the right.

Read why the match occurred

In the lower panel, review why the match occurred: the criteria the Match Agent used to pair this document to this selection.

Check counter-evidence

If counter-evidence exists, a red circle appears next to the document with the reason the match may be wrong (for example, the document covers the wrong period, or the payee name is spelled differently). The Match Agent surfaces whatever it determines constitutes counter-evidence for that selection.

Choose an action

ActionEffect
Validate matchLocks the match in place. When the Match Agent runs again on this workflow, it will not undo this match.
Flag for reviewLocks the match in place and marks it for another reviewer's attention.
Remove matchRemoves the match from this selection.

Validate vs. Flag for review

Both Validate match and Flag for review lock the match so a rerun of the Match Agent won't change it. Use Flag for review when you want a second set of eyes; use Validate match when you're confident the match is correct.


Review custom column values

Custom column values load in Yellow. This is what the AI retrieved and responded with based on your prompt, formula, or testing attribute. Review each one before relying on it.

Reviewing extracted values on the Workpaper tab

Open the cell

Select a Yellow cell. The lower panel of the workpaper opens with the supporting detail:

SectionShows
AnswerThe AI's response for the cell.
ReasoningWhy the AI arrived at that response.
PromptThe prompt, formula, or testing attribute that produced the response.
ActivityWhen the cell was validated or flagged.
CommentsNotes on the cell, with the ability to @-reference another auditor.

Confirm against the source

Confirm the answer against the Reasoning and the source document. Every extracted value carries a citation that links you back to the exact page (and usually the exact line) where the value was found.

Validate or Flag

Select Validate to accept the value, or Flag to mark it for follow-up.

Discuss in place

In Comments, @-reference another auditor to ping them about a specific match or AI response and discuss it in place, with no need to leave the workpaper. The mention sends them an email notification immediately.

Validation without checking the citation is not validation. The citation is the auditor's tie-out, so use it before you turn a cell green.


Review testing attributes

Testing attributes are marked by their result:

Green checkmark ✓

A match was made with no exception. The AI evaluated the prompt against the document and the test passed.

Lettered tick mark (E1, E2…)

There is an issue or exception with the findings. The AI flagged something for the auditor to confirm and resolve.

To investigate a result, select the cell. The lower panel shows the AI's reasoning and links you to the part of the document that supports the evidence, so you can verify the conclusion without hunting for it.

Judgment

A lettered tick mark identifies an exception; it does not resolve it. Confirm every exception against source before sign-off.

Overriding a tickmark

When a Testing Attribute's tickmark is wrong (the AI marked it ✓ when it should be an exception, or vice versa), override it:

Delete the AI's explanation

Open the cell. Delete the AI-generated reasoning text in the cell's memo area.

Pick the correct tickmark

Click the tickmark letter and choose the correct value (Pass, Exception, Not Applicable, etc.).

Add a comment

Type the reason for the override directly into the memo. This is the auditor's documented judgment that sits on top of the AI's first pass.

Validate

Validate the cell. It turns green and locks the override in.


Rerun scope

Iterating on a prompt and rerunning the column

If a value is wrong, rerun at the granularity you need:

  • Cell: right-click a cell and choose Rerun.
  • Column: click the play icon on the column header to rerun every unvalidated cell in that column.
  • Row: rerun a single selection across every column.
  • Workflow: click Run on the Workflow tab to rerun every unvalidated cell in the workpaper.

Validated (green) cells are always skipped, so you can iterate on a prompt or a match without losing reviewed work.


After the review

Once every cell is either validated (green) or flagged with a documented exception (red), the workpaper is ready to leave the Workpaper tab.

Co-Audit can help here too. From the Co-Audit panel you can ask the agent to summarize exceptions, draft conclusion language for the Memo tab, or walk a reviewer through what's still open.


Continue your journey

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