Enter any URL above and click "Run Audit"
AIO / AX Inspector is a free diagnostic workbench that quantifies AI Search citation readiness (GEO / AEO / LLMO) and Autonomous Agent Experience (AX) across 6 layers and 50 checks — complete with a score simulator, ready-to-deploy llms.txt & JSON-LD files, and engineering handoff briefs.
Auto-Generated Agent Files, Schema.org JSON-LD & Engineering Handoff
Run a URL audit above to generate tailored llms.txt, JSON-LD, robots.txt, and engineering handoff artifacts.
AI Direct-Answer Rewrite, Meta Copy & FAQPage JSON-LD
Synthesizes concise 40–65 word answer-first lead passages and Schema.org FAQPage markup grounded in your live page copy.
Side-by-Side Benchmark (Your Domain vs. up to 4 Competitors)
GEO Brand Citation & Recommendation Position Simulator
Live Autonomous AI Agent Journey Test
Workspace (Domain Monitoring · Saved Snapshots · White-Label Branding)
Sign in for free ($0) to unlock scheduled domain score monitoring, cloud-saved audit snapshots, and custom white-label agency branding on exported HTML reports.
Public AI Readiness Leaderboard
| Rank | Domain | AIO Score | Pure AX | Profile | llms / JSON-LD | TTFB |
|---|
Scoring Architecture, Terminology & FAQ (AIO / GEO / AEO / LLMO / AX)
AIO (AI Optimization — alongside GEO, AEO, and LLMO) is the engineering discipline of structuring HTML semantics, Schema.org entity graphs, and self-contained answer passages across 6 layers and 50 checks so AI answer engines cite your brand accurately without hallucination.
View the 6-Layer · 50-Check Scoring Matrix & 3-Step Workflow
| Diagnostic Layer | Checks | Core Signals & Open Standards Evaluated |
|---|---|---|
| 1. Discovery & Crawler Control | 10 checks | 15 AI bots split into 8 Search Bots vs. 7 Training Scrapers, /llms.txt, /llms-full.txt, Content-Signal, IndexNow, Schema.org JSON-LD |
| 2. Access & Token Efficiency | 8 checks | Zero WAF challenge walls, initial SSR text volume, text-to-HTML signal ratio, token budget hygiene, text-in-image avoidance |
| 3. Answer-First Content (GEO/AEO) | 10 checks | 40–65 word direct-answer leads under H2/H3, self-contained RAG chunks, entity definitions, comparison tables, quantitative proof, FAQ sync |
| 4. Entity Trust & Hallucination Guard | 10 checks | Verified publisher identity (E-E-A-T), sameAs knowledge-graph links, brand naming consistency, contradiction & ambiguity resistance |
| 5. Agent Actions & MCP Readiness | 7 checks | Accessible form labels, descriptive internal anchors, clean canonical URLs, OpenAPI specs, ARD & Model Context Protocol (MCP) |
| 6. Commercial & Pricing Clarity | 5 checks | Plain-text pricing tiers (e.g., Free / $0/mo), explicit billing currency & unit, Schema.org Offer markup, direct contact/demo path |
- STEP 1: Audit any live URL or pre-publish draft to benchmark your current score and simulate high-ROI fixes by industry profile.
- STEP 2: Copy ready-to-deploy /llms.txt, Schema.org JSON-LD, robots.txt, and an engineering handoff brief from Tab 02.
- STEP 3: Click "Re-Scan" after deployment to verify your score gain, share your badge on X (@miyawakidai), or export a single-file HTML report.
Q. What is the difference between AIO, GEO, AEO, LLMO, and AX?
AIO (AI Optimization), GEO (Generative Engine Optimization), AEO (Answer Engine Optimization), and LLMO (Large Language Model Optimization) all describe optimizing content clarity and entity authority so AI answer engines cite and recommend your site. AX (Agent Experience) covers the machine-interface layer — /llms.txt, Content-Signal, OpenAPI, and MCP — enabling autonomous agents to read and act on your web properties.
Q. Can I score unpublished Markdown drafts or raw HTML before publishing?
Yes. Switch to "Score Draft / HTML (0ms · Local)" above to evaluate direct-answer ratios, self-contained RAG chunking, and quantitative proof locally in your browser with zero external network calls, plus instant Article + FAQPage JSON-LD generation.
Q. Can I allow AI search citations while blocking foundation model training scrapers?
Yes. We separate 15 AI user-agents into 8 Search Citation Bots and 7 Model Training Scrapers, and generate a ready-to-paste robots.txt + Content-Signal policy in Tab 02 that keeps AI search discovery open while opting out of uncompensated training scrapes.
Q. How much does AIO / AX Inspector cost?
It is 100% free ($0/month · $0 setup · no credit card required), including all 50-point live URL audits, local draft scoring, 5-subpage batch crawls, 5-competitor benchmarks, code & handoff generation, and standalone single-file HTML audit reports.