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Products / LemonX AEO / Reports
AI Search Visibility AEO reporting

AEO Reports for WordPress Teams and Agencies inside WordPress.

Reports turn LemonX AEO data into business-ready summaries. The reports module builds locally from plugin data tables, supports alert delivery, stores history, and can provide a PDF download workflow for client-ready reporting.

v1.0.0Plugin version verified from LemonX AEO
SEOCanonical, metadata, FAQ and breadcrumb structured data
AEODirect answers, entity clarity and source-page structure
ReportsWordPress Admin → AEO Workflow → Reportable Evidence
Reports visualized
Purpose-built SVG scene for this module.
Version OK
Reports in WordPress
Designed around the real WordPress admin workflow for Reports.
WordPress scenario

Built for actual site operations, not just a dashboard mockup.

At the end of the month, an agency exports a LemonX AEO report showing new AI citations, lost citations recovered, competitor wins, content score improvements, Search Console changes, technical SEO issues and next-month tasks.

Why it matters: AEO work becomes useful only when teams can turn answer visibility, content gaps, technical signals and integrations into WordPress actions.

  • Run or refresh key AEO scans
  • Review citation and visibility changes
  • Check technical and content issues
  • Build the report
  • Download or share the PDF
Plugin data model

Page content is grounded in the actual AEO plugin structure.

Report history, alert title, alert body, event, severity, PDF URL, local build data, citation summaries, content and technical signals.

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.

CapabilityOperational valueArea
Local report buildCompute report data from the site’s own AEO tables and options.AI Search Visibility
PDF workflowProvide a download path for packaged reports suitable for clients and internal reviews.AI Search Visibility
Alert summariesSend meaningful alerts with event and severity for visibility, health or issue changes.AI Search Visibility
Cross-module dataCombine citations, visibility, rankings, content, technical SEO and crawler signals.AI Search Visibility
Key features

Reports 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.

LemonX AEO v1.0.0
Local report build

Compute report data from the site’s own AEO tables and options.

PDF workflow

Provide a download path for packaged reports suitable for clients and internal reviews.

Alert summaries

Send meaningful alerts with event and severity for visibility, health or issue changes.

Cross-module data

Combine citations, visibility, rankings, content, technical SEO and crawler signals.

Agency packaging

Translate complex AEO signals into progress, risk and next-step sections.

History tracking

Keep report snapshots so teams can compare progress over time.

AEO best practices
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
Run or refresh key AEO scansThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.
02
Review citation and visibility changesThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.
03
Check technical and content issuesThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.
04
Build the reportThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.
05
Download or share the PDFThis step keeps the workflow repeatable inside WordPress and connected to LemonX AEO reporting.
06
Turn recommendations into next-month tasksThis 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.

Are reports only for agencies?
No. They are useful for site owners, internal SEO teams, marketers and agencies.
Does reporting require cloud data?
Reports are computed locally from the data available in the WordPress plugin, while some underlying scans may depend on configured connectors.
What should an AEO report include?
New citations, lost citations, share of voice, content opportunities, crawler activity, rankings, technical issues and recommended actions.
Can alerts be used with reports?
Yes. Alerts help surface important changes that can later be summarized in a report.

Use Reports 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.

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