Editing Answers
A finished matrix is a starting point, not the last word. Review Matrix gives you button-level controls to refine it in place — inspect any answer at full detail, re-extract a single cell without re-running the whole matrix, work through the low-confidence cells systematically, fix a question's wording or type, and ask follow-up questions across the whole grid. This page walks through each, click by click.
If you haven't yet learned to read the grid — the typed cells, the confidence dots, the citation chips — start with Understanding Results.
Open a cell in the inspector
In Table view, click any cell. A panel opens on the right — the cell inspector — showing that one answer at full detail:
- the question and its category,
- the full answer in its proper type (chip, list, or prose),
- the citations as clickable chips (click one to open the source at the exact passage),
- a Why this answer disclosure with the model's reasoning, and
- the cell's confidence dot.
Use the ‹ › arrows in the panel header to step to the previous or next column of the same document without closing the panel. (You can also open the inspector from a cell in By question view, or from a cell in the Insights heatmap.)
Regenerate a single cell
If an answer looks off, you don't re-run the matrix — you re-extract just that cell. In the inspector (or on a cell in By document / By question view), click the Regenerate button (the circular-arrows icon). Judicio re-reads the source for that one (document, question) pair and replaces the answer, its confidence dot, and its citations with a fresh result.
The icon shows a spinner while it works. Regenerate is the right tool when a single answer is wrong, stale, or low-confidence — it costs only that one cell, not the whole grid.
The button is disabled until the run reaches a terminal state. If you hover it during a run, the tooltip says so. Wait for the extraction to finish, then regenerate any cell you want.
Work the flagged-cell review queue
Rather than hunting for shaky answers, let Review Matrix gather them. Every yellow, red, or grey cell — plus every cell on a failed document — goes into a review queue. Open it from the Review flagged entry in the toolbar (or from the Insights view), and the right panel switches to queue mode.
The queue steps you through one flagged cell at a time, across all documents, scrolling the grid to each cell as you go. For each one you can:
- read it in full and click its citation to check the source,
- Regenerate it if it's wrong, or
- click Mark reviewed once you've confirmed it.
A reviewed cell gets a green check mark next to its dot, and the toolbar's flagged count drops. Marking a cell reviewed doesn't change the answer — it records that a human has looked at it, so you can tell "confirmed" apart from "not yet checked". Click Reviewed again to unmark if it needs another look.
Open Review flagged and work the queue top to bottom: confirm the answer against its citation, then either Regenerate or Mark reviewed. When the count hits zero, every uncertain answer in the matrix has had a human look — and the green answers never needed one.
Edit a question or column
Sometimes the answer is fine but the question needs work — a clearer wording, a tighter label, or a different answer type (say, switching a column from free text to a Yes/No or a currency). Hover a column header in Table view and click the pencil icon. The question editor opens, pre-filled with that column's current title, description, type, and any type-specific settings (currency code, allowed tag values).
Save your changes and the column header updates immediately. Editing a question does not re-run the answers on its own — so after you change a question, click Regenerate on the cells you want re-extracted against the new wording. (To add or remove questions entirely, see Configuring Questions.)
Chat with the grid
For questions that span the whole matrix — comparisons, roll-ups, "which documents…" — open Matrix chat from the right panel. It's a conversation grounded in the extracted cells, built for cross-row analysis you can't do by reading one cell at a time. Ask things like:
Which contracts allow assignment without consent?
Compare the termination clauses across all the NDAs.
The assistant answers in prose and attaches citation chips that point back to specific cells. Click a chip and Judicio scrolls the grid to that cell and pulses it, so you can see exactly which answers the response is built on. You can dictate your question with the microphone button, and replies stream in as they're generated.
What carries through to export
Your refinements travel with the matrix. Regenerated answers, the questions you edited, and the reviewed marks are all part of the saved run, so an export reflects the matrix as you left it — with citations intact for every answer.
Even a high-confidence answer can be wrong on ambiguous wording or a poor scan. Every cell is cited and every cell can be regenerated, so verify against the source before you rely on an answer — that's exactly what the flagged-cell queue is for.
Next steps
- Question Templates — save a question set so your next matrix reuses it in one click.
- Exporting Data — download your reviewed, refined matrix for reporting.