The content engineering engine that closes the loop.
Most tools hand you a dashboard and walk away. The WriteWorks Content Engine does the work: it scans your content for AI-visibility gaps, writes the brief to fix them, helps you engineer the rewrite, and measures the lift in citations, on a schedule, automatically.
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Trusted by teams winning AI search
Monitoring stops at the chart
You can see AI engines aren't citing you. What you can't see is which page to fix, what to change, and whether the fix worked.
You can see the gap but not the fix
It's clear AI engines aren't citing you. Which page to fix, what to change, and whether the change worked stays invisible.
Monitoring tools stop at the dashboard
The chart tells you you're losing. The diagnosis, the brief, the rewrite, and the proof it worked all land back on your team, manually, every time.
Audits don't keep up with the engines
AI engines change their answers constantly. A quarterly content audit is stale the week after you run it.
Nobody measures whether the fix moved citations
Most content changes ship on faith. Without before/after measurement, you can't tell engineering from guessing.
The loop, in four stages
The Content Engine runs the entire cycle as a system, not a one-off project that lands back on your team every time.
1 · Measure
Every tracked prompt is run across 8 AI engines, regions, and buyer personas. A live picture of where you're cited, where you're invisible, and how share of voice moves over time.
2 · Diagnose
The engine continuously surfaces the citation gap, prompts where competitors are cited and you aren't, and the pages closest to earning a citation. Each opportunity is scored for citation-readiness and ranked by potential.
3 · Engineer
For every opportunity, the engine generates a rewrite brief: what's missing, what to add, how to make the page extractable and citation-ready. You execute it in the editor with live AI-visibility scoring, brand-voice checks, and internal-link suggestions.
4 · Re-measure
Shipped changes flow back into the next run. The engine tracks outcomes, did citations, share of voice, and visibility score actually improve, and reports the lift. The loop closes, then runs again.
How teams are winning AI search
From invisibility to category dominance across every major answer engine.
“We retired three legacy tools and rebuilt our motion around WriteWorks. We can finally see our share of voice on the engines our buyers ask, and prove the lift on every run.”
What's inside
Every part of the closed loop, working on a schedule so AI visibility compounds instead of decaying.
Automated visibility scans
Set it once. The engine scans on a schedule, finds new citation gaps as engines change their answers, and queues the highest-potential opportunities, no manual audits.
Citation-gap briefs
Every opportunity comes with a ready-to-execute brief: the gap, the angle, and the specific changes that make the page citation-ready. No blank page, no guesswork.
Citation-readiness scoring
Each candidate page is scored on how extractable and answer-ready it is for AI engines, so you work the opportunities that move visibility first.
Internal-link engineering
The engine suggests internal links that reinforce topical authority and help engines understand and cite your pages, applied as you write.
Quality gates
Built-in checks keep every rewrite on-brand, accurate, and citation-ready before it ships. Nothing goes out half-engineered.
Before / after diffs
See exactly what changed on every page, and tie each change to its visibility outcome.
Scheduled digests
A recurring summary lands in your inbox: new gaps found, opportunities queued, rewrites shipped, and the citation lift they produced.
Outcome tracking
The only number that matters: did it work. The engine measures citation and share-of-voice movement after every change, so the loop is accountable, not hopeful.
What changes when the engine runs the loop
The diagnosis, the brief, and the measurement are done for you, so your team spends its time engineering, not auditing.
Built on an editorial workflow your team already understands
The engine sits on top of a full content workflow, pipeline board, calendar, briefs, and approvals, so engineering AI visibility becomes part of how you already ship.
Who it's for
Teams that need AI visibility to be a measurable, compounding channel, not a hopeful one.
Growth leaders
Make AI visibility a measurable, compounding channel, not a one-off project.
Content teams
Get the diagnosis and the brief done for you, so your time goes to engineering, not auditing.
Product marketers
Close the gap on how AI describes your category, page by page.
Editorial teams
Run the loop on the pipeline board, calendar, briefs, and approvals you already use.
“We closed the share-of-voice gap across every major engine. Our content team now ships citation-ready by default, and we have the proof to show it.”
Read the full storyFrequently asked questions
Everything teams typically ask before getting started.
How is this different from a monitoring dashboard?+
What are the four stages of the loop?+
What's a citation-gap brief?+
Does it measure whether the fix worked?+
Does it replace my editorial workflow?+
Keep exploring
Related solutions, adjacent use cases, and platform features.
Close the loop on AI visibility.
Stop staring at the gap. Start engineering it shut, automatically. Measure, diagnose, engineer, and re-measure in one system.