Skip to main content

Audience testing and quality

Content Writing has an audience testing panel alongside the editor. Choose the audiences that matter for this piece and run them; each returns a reaction against the current draft, sentence by sentence where it matters.

Reading the panel

  • Each audience shows its grade and a resonates / mixed / doesn't land count for the draft.
  • Expand an audience for its judgments, each pinned to the passage that caused it.
  • Rerun after edits to see the grade move.

Acting on feedback

  • Rewrite with context — pass an audience's objection into a rewrite request so the revision addresses it directly.
  • Rewrite phrases or segments — targeted fixes to the passage an audience flagged.
  • Track Edits — every change arrives as a tracked edit you can accept or reject.

Quality checks

Separately from audiences, Check quality runs the draft against writing standards: clarity, claims without support, jargon, and consistency with your source documents. Accept or reject each finding.

Pull-through

Define the pull-through priorities for the workspace (the messages every piece should carry) in workspace settings. Analyse pull-through coverage shows which priorities the draft carries and which it misses; Enhance pull-through rewrites to carry the missing ones without padding.

From the API

All of these steps are exposed as endpoints under /api/v1/content-creation/, so a draft can be generated, tested and exported from your own tooling. See the API reference.