GEO & AEO Readiness: measure AEO readiness from your own crawl, track visibility separately
AEO readiness in Novaverb: structured data, entity declarations, FAQ and question coverage graded from your own crawl against NovaBrain criteria, reconciled with Search Console, with provider-observed visibility kept separate.
Inspect captured page structure for answer readiness, then track provider-observed visibility separately.
Included from Solo
What is AEO readiness, and what is GEO & AEO Readiness in Novaverb?
AEO readiness is how well a page is structured for an answer engine to retrieve, quote and cite it: structured data present and valid, entities declared, questions asked in headings with direct answers. GEO & AEO Readiness is Novaverb's measurement, computed from your crawl against NovaBrain criteria, reconciled against what Search Console serves, and kept apart from provider-observed visibility.
GEO & AEO Readiness evaluates supported structural signals such as structured data, FAQs and question coverage, while provider-observed visibility remains a separate measurement.
- Category
- Research & Discovery
- Available from
- Solo
- Evidence it reads
- The project crawl
NovaBrain AEO and GEO criteria
Search Console, per URL
Your workspace model - Works with
- Calibration
AI Retrieval Test
What does the AEO readiness report measure?
The AEO readiness report measures the supported structural signals on your captured pages: structured-data coverage across the project and which schema types are present, FAQ, How-To and Q&A pages counted, question pages that carry no answer, entity declarations and answer-first structure. It scores on-page readiness only; whether a provider then retrieves the page is tracked in a separate view.
- Structured-data coverage across the project, with a breakdown by schema type
- FAQ, How-To and Q&A pages counted from the crawl
- Question pages that carry no direct answer, listed as concrete opportunities
- Entity declarations and answer-first structure graded against NovaBrain criteria
- Calibration against the specific Search Console fields available for each URL
- A workspace retrieval test against your configured project content
Who is AEO readiness for?
AEO readiness is for teams that want their pages to be the source an answer engine quotes, and want to know how far they are from it: an SEO lead adding structured data, a content editor turning question pages into answered ones, an agency reporting readiness with evidence attached, and a business owner who wants readiness measured rather than promised.
SEO leads
Read schema coverage by type and close the gaps the crawl shows, page by page.
Content editors
Take the list of question pages with no answer and write the answers beneath the headings.
Agencies
Report AEO readiness with the captured evidence and the Search Console reconciliation beside it.
Business owners
See readiness as a measured score from your own crawl, not a template.
Why measure AEO readiness from your own crawl?
Measure AEO readiness from your crawl because an answer engine can only quote what your pages carry, and a template score cannot see your pages. GEO & AEO Readiness reads the captured structure, grades it against NovaBrain criteria, reconciles it against what Search Console serves for each URL, and refuses to fabricate a brief or citation it did not observe.
Answer structure evidence
Measure JSON-LD, FAQ and question coverage from the project crawl and compare it with provider-observed visibility in a separate view.
Source-labeled calibration
Compare NovaCrawl evidence with the specific connected Search Console fields available for that URL; neither source is presented as the other.
Workspace retrieval test
Ask questions against your configured project content and inspect what the selected workspace model retrieved, without generalizing that result to other engines.
How does the AEO readiness workflow run, from crawl to retrieval test?
The AEO readiness workflow runs in four steps. Crawl your site so the report has captured pages to grade; read the readiness score, the schema breakdown and the answer opportunities; reconcile the crawl against the Search Console fields available for each URL, so neither source is presented as the other; then test retrieval on the pages you changed and re-crawl.
- 1
Crawl your site
The report grades the pages the project crawl captured: their structured data, headings, question coverage and entity declarations.
- 2
Read your readiness
A readiness score computed from NovaBrain criteria, a schema-type breakdown, FAQ, How-To and Q&A counts and a list of question pages without answers.
- 3
Reconcile with Google
Calibration compares NovaCrawl evidence with the specific connected Search Console fields available for that URL; neither source is presented as the other.
- 4
Test retrieval
In the AEO readiness retrieval test you ask questions against your configured project content and inspect what the selected workspace model retrieved, without generalizing that to other engines.
AEO readiness is computed from your real crawl, never a template score
The AEO readiness score reads captured pages against NovaBrain criteria for structured data, entity declarations and question-and-answer structure. It breaks down which schema types are present, counts FAQ, How-To and Q&A pages, and lists question pages that carry no answer, so the number is a summary of findings you can open rather than a template applied to a domain.
AEO readiness is reconciled against what Search Console serves
AEO readiness calibration compares NovaCrawl evidence for a URL with the connected Search Console fields available for that URL, so a page the crawl grades as ready can be read next to what Google reports about it. Neither source is presented as the other, and a field Search Console does not supply for that page stays unavailable rather than inferred.
AEO readiness includes a workspace retrieval test, scoped honestly
In the AEO readiness retrieval test you ask questions against your configured project content and inspect what the selected workspace model retrieved, so you see whether a changed page is the one that surfaces. The result describes that model over your workspace; it is not generalized to other engines, and provider-observed visibility remains a separate measurement in AI Citation Tracker.
AEO readiness measured from a crawl vs. a template AI-visibility score
A template AI-visibility score applies a checklist to a domain and reports a grade without reading the pages. AEO readiness measured from a crawl grades the structure your pages carry, reconciles it against Search Console per URL, lists question pages to fix, and keeps provider visibility as a separate observation. One is a badge; the other is a work list.
| A template AI-visibility score | GEO & AEO Readiness in Novaverb |
|---|---|
| A checklist applied to a domain name | Graded from the pages your crawl captured |
| Readiness and visibility folded into one grade | Readiness measured on page; visibility observed separately |
| No page-level list of what to fix | Question pages without answers, listed |
| Briefs and citations generated to fill the gaps | Refuses to fabricate a brief or a citation |
What data does AEO readiness read?
AEO readiness reads the captured pages of your project crawl: structured data, headings, question coverage and entity declarations, graded against the NovaBrain AEO and GEO criteria you switched on. Calibration adds Search Console fields available for each URL. The retrieval test reads your configured project content with the workspace model you chose. Provider-observed visibility comes from AI Citation Tracker, separately.
The project crawl
Structured data, headings, question coverage and entity declarations on every captured page.
NovaBrain AEO and GEO criteria
The active standards for structured data, entities and answer structure; the report invents no rule.
Search Console, per URL
The specific connected fields available for a URL, used for calibration and never presented as the crawl.
Your workspace model
The configured model behind the retrieval test, over your own project content.
How these figures are produced and checked: how Novaverb measures.
What can you produce from an AEO readiness report?
What you can produce from an AEO readiness report is a plan of pages: a readiness score with its criteria, schema coverage by type, counts of FAQ, How-To and Q&A pages, a list of question pages that lack an answer, per-URL calibration against Search Console, retrieval-test results on pages you changed, and exports the content studio can write from.
- Readiness score with its criteria
- Schema coverage by type
- FAQ, How-To and Q&A page counts
- Question pages without answers
- Per-URL calibration against Search Console
- Retrieval-test results
- Answer opportunities for the content studio
- Dated exports
How is Novaverb's AEO readiness different?
Novaverb's AEO readiness is different in what it keeps apart. Readiness is computed from your real crawl, never a template; calibration reconciles the crawl against what Search Console actually serves; the retrieval test is scoped to your workspace model; and the report audits readiness without fabricating briefs or citations, leaving visibility to be observed rather than assumed.
- Readiness is computed from your real crawl, never a template score
- Calibration reconciles your crawl against what Search Console actually serves
- It audits readiness and refuses to fabricate briefs or citations
- Provider-observed visibility is a separate measurement, not folded into the score
How does AEO readiness relate to classic SEO?
For classic SEO, AEO readiness overlaps with on-page structure work you would do anyway: valid structured data, clear headings, questions answered directly, entities declared. The report turns those into a graded list from the same crawl Site Health Audit uses, so a page that gains a FAQ block and an answer-first paragraph improves on both counts.
How does AEO readiness relate to being cited by AI answers?
For being cited by AI answers, AEO readiness is the half you control on the page. An engine can only retrieve structure that exists; the report shows where it is missing. Whether a public engine cites you is observed by AI Citation Tracker, and the two readings are kept apart so a readiness gain is never reported as a citation.
Which plans include AEO readiness?
AEO readiness is included from the Solo plan. Tiers differ in how many pages a crawl may grade, data credits a month for calibration and retrieval tests, seats, workspaces and history depth. The criteria, the calibration and the scoping of the retrieval test behave the same on every paid plan; the model behind the test is the one you configure.
- FreeNot included
- SoloIncluded from here
- StarterIncluded
- ProIncluded
- EnterpriseIncluded
Calibration, AI Retrieval Test
Included from Solo and up.
How much does AEO readiness cost?
AEO readiness costs what your plan costs; it carries no separate fee. Plans are priced on scale, URLs per crawl, data credits a month, seats, workspaces and history depth, and the current amounts for each tier are on the pricing page, read from one source so this page never quotes a stale number.
Best practices for improving AEO readiness
The best practices for improving AEO readiness are about pages, not badges. Crawl first so the score reads real structure; work the question pages that lack an answer before adding new ones; validate structured data rather than trusting a plugin; reconcile against Search Console before claiming a page is ready; and re-crawl after changes so readiness is re-measured, not assumed.
- Crawl before reading the score; readiness is measured from captured pages
- Answer the question pages the report lists before writing new ones
- Validate structured data on the page, not in the plugin's settings
- Reconcile a ready page against its Search Console fields before reporting it
- Re-crawl after changes and let the score be re-measured
How does AEO readiness work with the rest of Novaverb?
AEO readiness sits between the crawl and the content studio. Crawl Explorer captures the pages it grades, Site Health Audit carries the same AEO criteria in its queue, FAQ Generator and AI Writer write the answers the report says are missing, AI Citation Tracker observes whether engines cite the pages, and Reports carry readiness, dated, to the people who asked.
Rank Tracker
Recorded Search Console position when connected, plus an on-demand provider observation within the selected search depth.
See the productAI Citation Tracker
Check brand mentions and owned-URL citations across configured ChatGPT, Gemini and Perplexity runs.
See the productArticle Wizard
Go from search intent to outline, proof plan, draft and SEO/GEO export, starting from the pages that need it most.
See the productSEO Tools
One workspace for crawl, keywords, backlinks, content, AI visibility and reporting.
See the productRead more about GEO & AEO Readiness
- How to Check Whether AI Search Can Cite Your Page in 5 MinutesGuides
- How to Get Your Website Cited by ChatGPTGuides
- Understanding Google's AI Overview and Top 3 CritiquesGuides
- What Is AEO? Answer Engine Optimization ExplainedDefinitions
- What Is GEO? Generative Engine Optimization ExplainedDefinitions
- What Is Entity SEO? Entities & Search ExplainedDefinitions
- GEO CheckerTry it free
- Knowledge Graph CheckerTry it free
- Optimizing for AI Answer EnginesIn the app
Frequently asked questions about AEO readiness
The short answers about AEO readiness: the score measures on-page structure on the pages your crawl captured, it is not the same as being cited by an answer engine, calibration compares crawl evidence with Search Console per URL, the retrieval test describes only your configured workspace model, and every crawl re-measures it.
What does the AEO readiness score measure?
On-page structure on the pages your crawl captured: structured-data coverage and the schema types present, FAQ, How-To and Q&A pages, question pages that lack an answer, entity declarations and answer-first structure, graded against the NovaBrain AEO and GEO criteria you switched on. It measures readiness, not whether an engine cited you.
Is AEO readiness the same as being cited by ChatGPT or Google AI Overviews?
No. Readiness is what your pages carry; citation is what an engine did with them. GEO & AEO Readiness measures the first from your crawl and keeps the second, provider-observed visibility, as a separate measurement in AI Citation Tracker, so a readiness gain is never reported as a citation that did not happen.
What is calibration in the AEO readiness report?
A per-URL comparison of NovaCrawl evidence with the specific connected Search Console fields available for that URL, so a page the crawl grades as ready can be read next to what Google actually reports about it. Neither source is presented as the other, and a field Search Console does not supply stays unavailable.
What does the retrieval test in AEO readiness show?
What the workspace model you configured retrieved from your own project content for a question you asked, so you can check whether a changed page is the one that surfaces for the question it was written to answer. The result describes that model over your workspace and is not generalized to other engines.
Does AEO readiness write the missing answers for me?
It lists the question pages that carry no answer and the schema types that are missing; the writing happens in the content studio, where the FAQ Generator and AI Writer draft from the same crawl evidence with proof gaps marked. The readiness report audits and refuses to fabricate a brief or a citation itself.
How often is AEO readiness re-measured?
Every time you crawl. Readiness is computed from captured pages, so after you add structured data or answer a question page, the next crawl re-grades the same criteria and the score moves on fresh evidence. Calibration updates as Search Console days are captured, and retrieval tests run when you ask for them.
Measure your AEO readiness
Measure your AEO readiness by creating a free workspace, crawling your site and opening the report on a Solo plan; the score, the schema breakdown and the list of unanswered question pages read from that crawl. Compare the plans if you already know the crawl size and test volume you need.