SEO Evolution Analyzer — AEO / AIO / GEO Readiness

How visible is your site in the AI search era?

Analyze one URL, compare competitors, or watch your portfolio over time. AI fix plans + PDF + share links built in.

AEO

Answer Engine Optimization — Featured Snippets, voice assistants, People Also Ask.

· FAQ / HowTo / QAPage schema
· Question-format headings
· Atomic 30-50 word answers
· Comparison tables

AIO

AI Overview Optimization — Google's AI-generated search summaries (SGE).

· Article + Organization schema
· Author attribution (E-E-A-T)
· Publish / modify dates
· Content depth & internal links

GEO

Generative Engine Optimization — ChatGPT, Perplexity, Claude, Gemini.

· Entity sameAs links (Wiki, Crunchbase)
· Statistical content density
· Quotation-worthy blocks
· Outbound authority citations

SEO Evolution Analyzer walkthrough

Watch on YouTube

Watchlist & Scheduled Refresh

Persist URLs to track over time. The watchlist is private and scoped to your Google account. Click Refresh all to re-analyze + store new results. Click Generate digest to create an AI-written weekly summary (email-ready HTML). Configure Vercel Cron to run /api/cron/weekly on a schedule.

Watchlist is empty. Add URLs above to start tracking them over time.

Scheduled refresh: vercel.json is configured to call /api/cron/weekly every Monday 09:00 UTC (requires Vercel deployment + CRON_SECRET env var). The cron endpoint re-analyzes all watched URLs + writes a digest log. For full AI digest via cron, call /api/watchlist/digest with {triggerType:"cron"}.

The dashboard aggregates your watchlist's citation trends, crawler access and brand-safety history into one view.

Team Workspaces

Group your team under one workspace to share watchlists and monitoring.

Business plan

Pre-publish AI Citation Simulator

Predict how AI assistants will cite your draft — before you publish it.

Paste draft content that is not live yet. The simulator checks the signals AI assistants use to cite and describe a page (schema, entity clarity, content depth, llms.txt, crawler access) — no LLM calls, so it is free and instant. Fix the flagged items, re-run, then use the live citation test once the page is live.

Title tag

Brand name

Meta description

Target URL (planned)

Draft body (HTML or plain text)

JSON-LD snippet (optional)

llms.txt content (optional)

robots.txt allows AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended)

AI Brand-Safety Monitor

Fact-check what AI assistants actually say about your brand — live.

Real LLM engines answer the questions a shopper would ask ("is this brand worth using? what does it cost?"). A judge LLM then compares those answers against the fact sheet extracted from your own page — flagging hallucinated features, wrong pricing, unsupported precision, and competitor mix-ups, plus the key facts AI left out. Verdicts are cached 48h, so re-runs don't spend tokens.

Public page URL

Competitor Gap Analysis

Your page vs a competitor — what they do for AI visibility that you don't.

Compares both pages across AI-readiness signals, schema coverage, content depth, crawler access, and a live per-engine citation test using one shared prompt set — so "engine X cites the competitor but not you" is a fair comparison. The page analyses are free; citation tests reuse the 48h cache.

Your page

Competitor page

Entity / Knowledge-Base Builder

Build one consistent brand entity AI engines can look up and describe correctly (GEO).

Audits the page's JSON-LD (entity types, name / URL / logo / sameAs consistency), then plans where to establish your brand as a trusted entity: Wikipedia, Wikidata, Crunchbase, LinkedIn, review platforms and directories — plus a ready-to-paste Organization + sameAs block. The audit is free; the strategy is one LLM call, cached 7 days.

Brand page URL

Full-Page Schema Audit

Validate every JSON-LD / microdata / RDFa block on a live page against schema.org.

Parses all structured data on the live page and checks each block for invalid properties, missing required / recommended properties and value-type mistakes — plus which core entities (Organization, WebSite, FAQPage, Article, Product, LocalBusiness, BreadcrumbList...) the page looks like it needs but doesn't declare. 100% rule-based — zero LLM cost.

Page URL

Keyword Research

Discover AI-targeted keywords with intent, difficulty, volume and AI-citation relevance.

Enter a seed keyword to discover AI-targeted keywords, then test individual keywords against your URL to see which ones actually get you cited.

Saved Keyword Lists

Persisted research results — reopen any saved cluster set.

Scan history

Dated snapshots of every scan and citation test. Signed in: they follow your account across devices. Signed out: they stay on this browser until you sign in.

No saved snapshots yet. Run a scan or citation test to persist scores. Sign in with Google so you can reload and reshare them from another device.

FAQ

Frequently asked questions

Short, direct answers about how the analyzer works, what it checks, and what it costs.

What is SEO Evolution Analyzer?

SEO Evolution Analyzer scores any website's readiness for AI search. It checks AEO, AIO, GEO, and crawlability signals, runs live LLM citation tests, and generates ready-to-paste JSON-LD schema, llms.txt, and fix plans.

How does the AI Search Readiness Score work?

The readiness score blends four weighted sub-scores — AEO, AIO, GEO, and crawlability at 25% each — onto a 0-100 scale. Passing signals earn full weight, warnings earn half, and blocking a critical AI bot caps the score at 40.

What is a live AI citation test?

A citation test sends realistic buyer-intent prompts to a real LLM such as GPT-4o or Claude and checks whether your brand is mentioned. It reports where you appear in the answer and which competitors are cited instead.

Does the analyzer work for any website?

Yes. Paste any public URL and the rule-based analysis returns in a second or two without an LLM. AI features like citation tests, fix plans, keyword research, and brand safety work on any page you can access.

Is SEO Evolution Analyzer free?

The Free plan includes unlimited rule-based analyses plus a small daily AI quota for citation tests and fix packs. Pro and Business raise quotas, add multi-engine matrices, team workspaces, and scheduled weekly digests.

Why is crawlability checked separately?

AEO, AIO, and GEO optimize content, but if an AI crawler is blocked by robots.txt your content stays invisible. Crawlability is weighted at 25% of the score, and blocking GPTBot, ClaudeBot, PerplexityBot, or Google-Extended caps it at 40.

AEO · AIO · GEO

Why AI-search visibility matters

Search is changing faster than most SEO playbooks. Here is what the analyzer scores and why each signal moves the needle.

Why is AI search readiness important?

AI assistants now answer more than 60% of informational queries without a click. When ChatGPT, Perplexity, or Google AI Overviews respond, they cite the sources they trust. Sites that optimize for AEO, AIO, and GEO capture the citations that used to go to the first organic result.

What makes SEO Evolution Analyzer different?

Most tools only measure rankings. seo-ea.com runs live citation tests against GPT-4o and Claude, audits every JSON-LD entity against the schema.org standard, and generates ready-to-paste fixes. Instead of vague advice, you get the exact buyer-intent prompts you win and the ones competitors are winning instead.

How does a live citation test work?

The tool turns your keywords into realistic buyer-intent prompts, sends them to a real LLM, and checks whether your brand is mentioned, where it appears, and which competitors are cited instead. Each engine answers n=4 to 6 prompts, and results are cached per domain and tracked on your watchlist over time.

“Search is no longer about ranking links. It is about being the source an AI engine chooses to cite.”

AEO, AIO and GEO at a glance

Three disciplines, three different engines, one shared foundation. The headline readiness score is a 25% weighted blend of AEO, AIO, GEO, and crawlability.

Discipline	Target engine	What you win
AEO	Google Featured Snippets, voice, People Also Ask	Being quoted as the direct answer
AIO	Google AI Overviews	Being one of the cited sources
GEO	ChatGPT, Perplexity, Claude, Gemini	Being named when an answer is generated

Citation rates are reported as percentages (0-100%) per engine so you can see share of voice at a glance.

Go deeper: read the learning center at seo-ea.com/learn, check pricing, see the competitor comparison, or browse the API & MCP docs.

The analyzer follows the schema.org standard, runs tests against OpenAI models, and aligns with Google's structured data guidelines.

Built by the seo-ea.com team for founders and marketers who want to know exactly where they stand with AI engines before their competitors do.