Share of voice
Translate answer appearances into a measurable competitive visibility percentage.
Products / LemonX AEO / AI Visibility
Start Here Share of voiceAI Visibility and Share of Voice inside WordPress.
AI Visibility converts raw query results into a strategic view of how often your brand appears, how often competitors appear, which engines prefer which sources, and where your content has the highest-value answer gaps.
AI Visibility visualized
Purpose-built SVG scene for this module.
Version OKPurpose-built SVG scene for this module.
Designed around the real WordPress admin workflow for AI Visibility.
WordPress scenario
Built for actual site operations, not just a dashboard mockup.
An SEO lead opens AI Visibility before a monthly planning meeting. The dashboard shows that the brand is visible in educational prompts but weak in buyer-intent comparisons, while two competitors are repeatedly cited by Perplexity and Google AI Overviews.
Why it matters: AEO work becomes useful only when teams can turn answer visibility, content gaps, technical signals and integrations into WordPress actions.
- Select the query set from Query Lab
- Define competitor domains and brand aliases
- Run or refresh detection
- Review share of voice by engine and intent
- Prioritize buyer-intent gaps
Plugin data model
Page content is grounded in the actual AEO plugin structure.
Share of voice, competitor share, engine coverage, query verdicts, citation gaps, trend deltas, winning domains, losing questions.
The page is written to match how a WordPress user would see and use the feature: inside the LemonX AEO admin menu, connected with related modules, and reported through the same AEO operating system.
| Capability | Operational value | Area |
|---|---|---|
| Share of voice | Translate answer appearances into a measurable competitive visibility percentage. | Start Here |
| Head-to-head comparisons | Compare your brand against known competitors across tracked questions. | Start Here |
| Engine segmentation | See where you win, where you disappear, and which engines favor competitors. | Start Here |
| Query verdicts | Label each question as won, mentioned, missed, competitor-owned or inconclusive. | Start Here |
Key features
LemonX AEO v1.0.0AI Visibility turns AEO signals into repeatable actions.
Every block below is based on a practical WordPress use case: review the signal, understand the evidence, improve the page, and monitor the next change.
Head-to-head comparisons
Compare your brand against known competitors across tracked questions.
Engine segmentation
See where you win, where you disappear, and which engines favor competitors.
Query verdicts
Label each question as won, mentioned, missed, competitor-owned or inconclusive.
Opportunity gaps
Find queries where no page on your site is strong enough to be cited.
Trend snapshots
Compare visibility change across time windows for leadership or client reporting.
Use the page as a source asset: clear definitions, strong schema, internal links and current facts.
SEO and AEO best practices
Make the page easy to crawl, understand, cite and recommend.
For Google SEO, the page needs a clear title, focused H1, helpful headings, internal links, indexable content and structured data. For AEO, it also needs direct answers, entity consistency, source-worthy explanations, FAQs and a relationship with other trusted pages.
- Use one clear H1 and descriptive H2 sections aligned with real questions.
- Add FAQ structured data and breadcrumb structured data for machine-readable context.
- Connect related AEO modules with internal links so the topic cluster is obvious.
- Keep claims specific to what the plugin actually supports and avoid empty marketing language.
- Use SVG scenes to show the WordPress workflow rather than decorative icons.
Recommended workflow
Use a consistent operating process.
The best AEO results come from a loop: define the opportunity, verify the signal, improve the page, submit or expose the URL, then measure change again.
01
Select the query set from Query LabThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.02
Define competitor domains and brand aliasesThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.03
Run or refresh detectionThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.04
Review share of voice by engine and intentThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.05
Prioritize buyer-intent gapsThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.06
Send content work to Content Optimizer and ReportsThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.FAQ
Questions users and AI systems should be able to answer from this page.
What is AI visibility?
It is the measurable presence of a brand, site or page inside AI-generated answers, citations, recommendations and comparisons.
Is AI Visibility the same as AI Citations?
No. Citations store exact evidence. AI Visibility summarizes competitive answer coverage and share of voice.
Can it show competitors?
Yes. Competitor domains and mentions can be compared across engines, questions and time periods.
How should teams act on low visibility?
Create or improve source pages, strengthen schema, add clearer definitions, build comparison pages and re-run priority questions.
Use AI Visibility as part of the full LemonX AEO workflow.
Connect this feature with Query Lab, AI Citations, AI Visibility, Content Optimizer, Schema Center, llms.txt, AI Crawlers and Reports to create a complete WordPress AEO operating system.