SitecoreAI Marketplace App

Is your Sitecore content
ready for AI answers?

AI answer engines extract passages, not pages. Score every page against the signals that decide whether AI can cite it.

app.sitecorecloud.io/pages-contextpanel
AEO / GEO
Current page
VitaFlow Energy Drink
/sitecore/content/.../FNB/VitaFlow Energy Drink
68/100
Needs improvement
5 issues to fix
STRUCTURE22/30
PASSAGE22/22
FACTS17/17
ENTITY5/9
FAQ0/8
FRESH0/8
CITE2/6
All14
Errors0
Warnings5
Info3
Passed6
No question-style headings detected
Warningheuristic

Only 0 of 12 headings are phrased as questions.

Rewrite key headings as the questions users ask.

+7 point impact
No FAQ or Q&A structure detected
Warningschema.org

No FAQPage JSON-LD and no question-shaped content in the rendered page.

Add a FAQ section with 3–5 questions and pair it with FAQPage JSON-LD.

+8 point impact
No last-modified date exposed
WarningOGP

The page does not publish a dateModified, article:modified_time, or equivalent freshness signal.

Add a machine-readable last-modified date via article:modified_time or JSON-LD dateModified.

+8 point impact
6 passed checks
Answer-first paragraphSelf-contained passagesFactual densityEntity definedTitle presentScannable structure
Live demo

Run it on this page

Not a mockup. Not a screenshot. The engine is analyzing the page you are reading right now.

This marketing page scores poorly on answer readiness, and that is the point. It has the same structural problems we help you find on your own pages. If it scored 95, the tool would not be honest.

The problem

Search changed. Most content teams didn't.

When someone asks ChatGPT, Perplexity, or Google's AI Overviews about your product, the answer is assembled from a handful of passages pulled from a handful of pages. If your pages aren't structured for extraction, you don't appear.

Content teams today have no way to know which pages are ready and which are invisible. SEO tools measure rankings. This measures something different: whether AI can quote the page.

How it works

Two surfaces. One engine.

Analyze a page while you edit it. Review the whole site before you plan the next sprint. Same deterministic model on both.

Pages Context Panel

Feedback while you edit

Runs in the SitecoreAI Page Builder sidebar. Open a page and the panel returns a readiness score, a prioritized list of fixes, evidence from the page, and rewrite suggestions.

  • Auto-analyzes when the page changes
  • Priority list of top fixes
  • Severity filter with counts
  • Source tags: standards-based vs heuristic
Fullscreen Extension

The whole site at a glance

A site-wide view with every navigation page in a tree and scores populated as pages are analyzed. A priority list ranks the pages that need attention most. Each page opens into a full report.

  • Page tree with score dots
  • Site average and distribution
  • Priority improvements queue
  • Batch analysis with progress
Score model

Seven weighted categories

Deterministic, not generative. Same page, same score — every finding tagged with the standard or heuristic it came from.

CategoryWeightWhat it checks
Answer Structure30Heading hierarchy, opening paragraphs, question-style headings, scannable blocks
Passage Integrity22Self-containment, pronoun density, context-dependent references
Factual Density17Numbers with units, dates, comparisons, concrete claims
Entity Clarity9Definitions, title alignment, author signals, metadata hygiene
FAQ Readiness8FAQPage schema, visible Q&A content, schema-to-content consistency
Freshness8dateModified, article:modified_time, ISO 8601 format, staleness threshold
Citation Signals6External source links, named attributions, blockquote cite attributes
Total100Standards-based detection; editorial scoring disclosed in the in-app Help panel.
Principles

Built for teams who need to trust the number

01
Deterministic

No model produces the score. Auditable and reproducible.

02
Evidence-first

Every finding carries the sample that triggered it.

03
Actionable

Plain-language recommendations and rewrites you can copy.

04
Page Builder native

Runs where the marketer works. Same engine everywhere.

05
Disclosed

Findings tagged with the standard they detect against, or labelled heuristic if they are editorial.

Limitations

What this is not

Readiness is not the same as ranking. AI citation is not guaranteeable by any tool.

Not a ranking score

Internal content-readiness indicator. Does not predict or guarantee citation in any AI surface.

Published HTML only

Unsaved edits in Page Builder are not reflected until the page is published.

Heuristics are labeled

Detectors such as the 12-month staleness threshold and English-only attribution matching are editorial rules, tagged heuristic in the report.

No external fact-checking

Measures structure and answer-readiness signals only, not factual accuracy.

No AI in the pipeline

The scoring engine is deterministic. No LLM is used to produce the score.

Time-dependent freshness

The freshness rule compares against the analysis timestamp, so scores can change as content ages.

See how ready your content is

Install from the Sitecore Marketplace and open the panel on any page in Page Builder. The first analysis runs automatically.