Features
Optimize for AI. Then track how you show up.
22 checks, 6 generators, cross-engine citation tracking, rank monitoring, and brand perception — built for the way ChatGPT, Gemini, Claude, Grok, and the agents downstream actually consume the web.
Optimize
Get found and used by AI.
Make your site impossible to misread — for answer engines today and agents tomorrow.
AEO & GEO Optimization
Be cited by ChatGPT, Gemini, Claude, and Grok.
The AI era is winner-takes-most. Engines pick a few sources and quote them — fluently, with confidence. We make sure that source is you.
- llms.txt and llms-full.txt generators following the llmstxt.org spec
- Schema.org JSON-LD validation across Organization, WebSite, Article, FAQ, and more
- Markdown content negotiation — serve text/markdown to AI bots automatically
- Open Graph + Twitter Card + RDFa structured data audit
- Page meta quality scoring (titles, descriptions, canonical URLs)
- Heading hierarchy validation — agents need a clean document outline
# Roastwell Coffee > Specialty coffee subscription roasting > single-origin beans to order since 2019. ## Products - [Coffee subscriptions](/subscriptions) - [Single-origin beans](/beans) - [Espresso blends](/espresso) ## Documentation - [Brew guides](/guides) - [Delivery & returns](/help/delivery) ## Optional - [Our roastery](/about)
Agent Readiness
Make your site navigable to AI agents.
Agents don’t parse your homepage — they read your machine-readable maps. agent-skills, MCP server cards, OAuth metadata, API catalogs. We build all of them.
- /.well-known/agent-skills/index.json — the standard agent capability index
- /.well-known/mcp/server-card.json — MCP (Model Context Protocol) discovery
- /.well-known/api-catalog — RFC 9727 API discovery
- OAuth 2.0 authorization-server + protected-resource metadata (RFC 8414, 9728)
- Per-bot rules manager — explicit allow/deny per crawler with rate limits
- Web Bot Auth readiness audit — detect crawlers cryptographically
{
"version": "1.0",
"site": {
"name": "Roastwell Coffee",
"url": "https://roastwell.com"
},
"skills": [
{
"id": "browse-coffee",
"name": "Browse coffee catalog",
"endpoint": "/api/products",
"method": "GET"
},
{
"id": "start-subscription",
"name": "Start a coffee subscription",
"endpoint": "/api/subscribe",
"method": "POST"
}
]
}Agentic Commerce — Coming Soon
Be ready when agents start buying.
The next horizon: AI agents that complete purchases on behalf of users. We’re building the manifests and protocols ahead of standardisation so you’re ready on day one.
- Agentic commerce manifest readiness audit
- Agent payment protocol detection
- Cart and checkout API discoverability
- Trust signal verification for agent-initiated purchases
- Early access to the Agentic Commerce waitlist — first 100 sites get free Pro for a year
The future of e-commerce
is being written right now.
Be one of the first 100.
Track
Measure how you show up.
Cross-engine citations, the competitors named beside you, and the story AI tells about your brand — the half Google Search Console can’t give you.
AI Citations
See who AI engines actually cite.
Ask the questions your customers ask, across the engines on your plan, every week. Know whether you’re cited, who’s named beside you, and which sources AI pulls from.
- ChatGPT + Gemini on Plus; Claude + Grok added on Pro
- Per query: “cited in X of N engines”, with sentiment & trends
- “Mentioned alongside” — the competitors AI offers instead of you
- “Where AI finds you” — citation sources: you vs. competitor vs. other
- AI query suggestions + one-click CSV export
Search Rank
Track where you rank — for the pages AI quotes.
Answer engines lean on the pages already ranking. We track your real position in web search for the queries that matter, using an independent search index, with history and movement alerts.
- Your position for the exact queries you choose
- Independent search index — not scraped results
- Positions 1–20 on Plus, extended to 1–50 on Pro
- Trend lines + biggest movers, exportable to CSV
best coffee subscription
#4↑8specialty coffee delivery
#6↑3single origin coffee online
#2↑1coffee for espresso machines
#11↓2Brand Perception
Know how AI describes your brand.
It’s not just whether AI mentions you — it’s what it says. Surface the themes, sentiment, and positioning each engine associates with you, and how that compares to rivals.
- Recurring themes pulled from real AI responses
- Sentiment scored per engine
- Side-by-side framing vs. competitors
- Track perception drift over time
SEO didn’t die — it evolved
What’s different about AEO?
Everything you did for traditional SEO still matters. We add the new surfaces that AI engines and agents care about, on top of the foundation you already have.
Traditional SEO
AISEOLab
17 checks, every scan
Every scan is exhaustive.
We don’t do shallow checks. Every scan runs through the full battery — with explanations, recommendations, and one-click generators when something’s missing.
Foundation
The basics every site needs — robots.txt, sitemap, link headers.
robots.txt
Site has a valid robots.txt with explicit AI bot directives.
robots_txt
sitemap.xml
Sitemap is present, valid, and discoverable from robots.txt.
sitemap_xml
Link headers
Server returns Link headers pointing to canonical, sitemap, etc.
link_headers
Answer Engine Optimization
Make ChatGPT, Gemini, Claude, and Grok cite your content.
llms.txt
×2A valid /llms.txt file is present, summarising site content for LLMs.
llms_txt
llms-full.txt
A valid /llms-full.txt is present, providing extensive content for LLMs.
llms_full_txt
Markdown content negotiation
×1.5Server returns Markdown when Accept: text/markdown is requested.
markdown_negotiation
Content-Signal directives
Site exposes Content-Signal headers for AI-specific content rights.
content_signal
Schema.org JSON-LD
×1.5Pages include valid JSON-LD structured data.
schema_jsonld
Structured data quality
Structured data is rich, valid, and matches page content (OG, Twitter, microdata).
structured_data
Page titles & descriptions
Pages have unique, descriptive titles and meta descriptions.
page_meta
Hierarchical content
Content uses a clear heading hierarchy (h1, h2, h3...).
content_hierarchy
Citation + statistics density
×1.5Pages with quotes, statistics, and external citations are cited 30–41% more by AI engines (Princeton GEO research).
inline_citations
Content freshness
AI engines preferentially cite recently-updated content. Surface dateModified, <time> tags, and updated-on text.
content_freshness
Agent Readiness
Let AI agents discover what your site can do — and act on it.
AI bot access rules
×1.5robots.txt explicitly addresses major AI bots (GPTBot, ClaudeBot, etc.).
ai_bot_rules
Agent Skills index
×1.5A valid /.well-known/agent-skills/index.json is present.
agent_skills_index
MCP Server Card
×1.5A valid /.well-known/mcp/server-card.json is present.
mcp_server_card
API catalog (RFC 9727)
Site exposes an API catalog at /.well-known/api-catalog (RFC 9727).
api_catalog
MCP manifest (deep)
×1.5Validates /mcp.json or /.well-known/mcp.json — required fields, tool schema correctness, agent-callability.
mcp_deep_validation
OAuth discovery
OAuth metadata endpoints (RFC 8414, 9728) present where APIs require auth.
oauth_discovery
Agent skills (deep)
×1.5Validates /.well-known/agent-skills.json — each declared skill must be agent-callable with name, description, and a target.
agent_skills_validation
API discoverability
AI agents can find your public API via OpenAPI link tags, HTTP Link headers, or well-known paths.
api_discoverability
Agentic Commerce
Coming soon — be ready when agents start buying for users.
Agentic commerce manifest
×2Site exposes agentic commerce manifests for AI-driven purchases.
agentic_commerce
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One scan tells you exactly what AI engines see when they look at your site, and the specific files we’ll generate to fix what’s missing.