YOUR COMPETITOR IS ALREADY AHEAD
AI agents are picking winners right now. Compare side-by-side across 5 weighted categories. Find out who they'll choose.
WHY COMPARE?
Benchmarking against competitors reveals blind spots a single scan can't. See exactly where you lead, where you trail, and what to fix first.
SPOT COMPETITIVE GAPS
Your competitor has structured data and you don't? That means AI search engines cite them, not you. Comparison makes these gaps impossible to ignore.
PRIORITIZE WHAT MATTERS
Not all improvements are equal. Comparing scores across 5 categories shows you which fixes deliver the biggest jump in AI visibility relative to your competition.
TRACK YOUR PROGRESS
Re-run comparisons after making changes. Watch your scores climb category by category and see exactly when you overtake the competition.
WHAT HIGHER SCORES MEAN
AI agents don't browse, they parse. A higher score means your website is more visible, citable, and actionable for the AI systems reshaping web discovery.
Pages with schema markup are 3× more likely to appear in AI-generated answers
Fewer than 5% of websites implement any agent protocol. Early movers win
Of websites accidentally block at least one major AI bot
Pages with valid JSON-LD appear 2.4× more often in AI overviews
UNDERSTAND AI CITATIONS
How do AI systems decide which websites to cite? These deep dives reveal the mechanics behind the three biggest AI search engines.
Does Schema Markup Get You Cited by AI? What the Data Actually Shows
A 2026 Ahrefs study tracked 1,885 pages adding schema markup, and AI-search citations barely moved. We separate correlation from causation: what structured data is actually proven to do, what really drives citations, and where to spend your effort.
Content Negotiation for AI Agents: Why Sentry Serves Markdown Over HTML
Sentry co-founder David Cramer shows how content negotiation — a 25-year-old HTTP standard — saves AI agents 80% of tokens. We break down the implementation: Accept headers, markdown delivery, authenticated page redirects, and what this means for every website preparing for agent traffic.
Cloudflare /crawl Endpoint: One API Call to Crawl Any Website
Cloudflare launched a /crawl endpoint that crawls entire websites with one API call — returning HTML, Markdown, or AI-extracted JSON. We break down what this means for AI agent readiness: why your robots.txt, sitemap, semantic HTML, and server-side rendering now matter more than ever.
WHAT WE COMPARE
Five weighted categories covering everything an AI agent needs. Each comparison shows you exactly where the gap is and how to close it.
AI CONTENT DISCOVERY
The highest-weighted category. If AI systems can't access your content, nothing else matters. Compare robots.txt policies, sitemap presence, and llms.txt adoption.
- robots.txt
- AI Crawler Directives
- XML Sitemap
- llms.txt
- Meta Robots
- HTTP Bot Access
AI SEARCH SIGNALS
Structured data makes content machine-readable for agents and search indexes. Compare JSON-LD coverage, Schema.org vocabulary, and entity linking across both sites.
- JSON-LD
- Schema.org Types
- Entity Linking
- BreadcrumbList
- Schema Validation
- Organization Schema
CONTENT & SEMANTICS
AI agents navigate the accessibility tree, not visual design. Compare heading hierarchy, semantic markup, and SSR. A JavaScript-only page is invisible to both crawlers and agents.
- SSR Detection
- Heading Hierarchy
- Semantic HTML
- ARIA Landmarks
- Alt Text
- Language
- Link Text
AGENT PROTOCOLS
Compare WebMCP, A2A Agent Cards, and MCP Discovery adoption. Almost nobody implements these yet.
- WebMCP
- A2A Agent Card
- MCP Discovery
- OpenAPI
- agents.json
SECURITY & TRUST
HTTPS is baseline. Compare HSTS, CSP, and security header coverage: the trust layer that agents need before interacting with your site.
- HTTPS
- HSTS
- CSP
- X-Content-Type-Options
- X-Frame-Options
- CORS
- Referrer-Policy
EXPLORE MORE
Most websites score below average. Find out where you stand.