Content Optimizer
Get your content retrieved and cited by AI search engines.
Passage-Level Gap Detection
Content Optimizer breaks each page into passages and compares them against the fan-out query clusters and citations AI engines rely on. Missing angles, thin explanations, or outdated references are flagged instantly, no need to comb through thousands of words by hand.
The result is a heat-map of what’s covered, what’s missing, and how each gap hurts your visibility. You see, at a glance, why ChatGPT or Google might have skipped your page and where a targeted fix will pay off.
Focused Rewrites & Tweaks
For every gap, the agent proposes concise rewrites, new sub-sections, or layout changes that make the passage easier for dense-retrieval models to pull, and clearer for human readers. Suggestions arrive in plain language, ready to drop into your CMS or brief to a writer.
Because fixes are scoped to specific passages, you strengthen relevance without bloating the page or diluting its message. Each tweak is laser-aimed at the part AI engines read first.
Persona & Use Case Alignment
Powered by insights from Qvery's AI Engine Researcher, Content Optimizer maps passages to your company’s behavioral personas and intents that surface in AI search. It shows where a CFO, a hobbyist, or a first-time buyer would hit friction — or feel perfectly addressed.
You can then add, trim, or fine-tune content so every key persona finds the answer they need, increasing the odds your page is served (and cited) in a personalized AI response.
Citation Wins & Visibility Gains
Once your updates go live, Content Optimizer keeps score: it monitors Google AI Mode and ChatGPT for each persona-based query, logging when and where your pages appear as cited sources. Dashboards show citation frequency, passage weight, and share-of-voice movement.
Because each metric ties back to a specific passage and use case, you know exactly which edits paid off and where to iterate next.