This site has a useful foundation, but important gaps still limit AI readability.
Key strengths include plain-text page access and sitemap, while AI guidance file and content signals need attention.
Recommended next step
publish an AI guidance file as text or markdown with more than 200 characters, markdown headings, and at least one absolute URL.
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Send yourself a magic link that opens a workspace already watching this domain for weekly AI visibility changes.
Overall score
// score breakdown
8 checks
Public link
llmscan.dev/scan/d4x1F3A0VPupHYlHl7xIb
Signals checked
8 AI visibility signals
Fix bundle
4 copy-ready files
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Needs Work · 61/100A compact badge for footer, press, or trust sections that links visitors to this public report.
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Save this domain to catch regressions after content, sitemap, or robots changes.
Monitor weekly// signal breakdown
The homepage is reachable, but no canonical link tag was found and robots.txt contains AI crawler restrictions for GPTBot, ChatGPT-User, ClaudeBot, Claude-Web, PerplexityBot, and Google-Extended.
Signal weight
Evidence
Recommendation
Next step: Review AI crawler Disallow rules and keep only the paths that should be excluded from AI crawler access; serve a non-empty HTML homepage with a canonical link tag.The robots.txt file was found, but it contains formatting issues.
Signal weight
Evidence
Recommendation
Next step: Fix robots.txt syntax issues so each rule uses Field: value format, directives appear under a User-agent, and Sitemap entries use absolute URLs.No llms.txt file was found for this site.
Signal weight
Evidence
Recommendation
Next step: Publish /llms.txt as text or markdown with more than 200 characters, markdown headings, and at least one absolute URL.The sitemap.xml file is valid and contains URL entries.
Signal weight
Evidence
The homepage returns markdown content when requested with Accept: text/markdown, giving AI systems a cleaner text representation with less navigation chrome to parse.
Signal weight
Evidence
The homepage has some semantic HTML signals, but one or more title, metadata, heading, landmark, content, or link text checks need improvement.
Signal weight
Evidence
Recommendation
Next step: Add missing semantic elements: article, nav.Valid JSON-LD structured data was found with core Organization or WebSite schema.org types.
Signal weight
Evidence
Content-Signal directive not detected in headers, HTML metadata, or robots.txt.
Signal weight
Evidence
Recommendation
Next step: Add the standard directive 'Content-Signal: ai-train=no, search=yes, ai-input=yes' to robots.txt, HTML metadata, or HTTP headers so AI systems can discover content usage preferences.// generated fixes
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Fix planning from your scan
Implementation guidance
AI visibility monitoring
# Parallel Web Systems | Infrastructure for intelligence on the web > Parallel develops a suite of agents and tool APIs for building AI with powerful access to the open web. SOC-2 Type II certified. ZDR Available for enterprises. This llms.txt file summarizes the public, canonical resources that AI assistants and crawlers should use to understand this site. ## Site Overview - Canonical URL: https://parallel.ai/- Site type: organization# robots.txt additions# Copy these blocks into the existing robots.txt file. Keep current rules unless a note calls out a conflicting Disallow. # AI crawler access# Add explicit Allow rules for blocked AI crawlers; remove or narrow conflicting Disallow rules if your crawler target requires precedence.User-agent: GPTBotAllow: / User-agent: ChatGPT-UserAllow: /{ "@context": "https://schema.org", "@graph": [ { "@type": "Organization", "@id": "https://parallel.ai/#organization", "name": "Parallel Web Systems | Infrastructure for intelligence on the web", "description": "Parallel develops a suite of agents and tool APIs for building AI with powerful access to the open web. SOC-2 Type II certified. ZDR Available for enterprises.", "url": "https://parallel.ai/", "logo": "https://parallel.ai/_next/image?url=%2Flogos%2Fgray%2Fharvey.png&w=640&q=75&dpl=dpl_65zfD1SDC8KrtEzCtfiEyY43e3pQ",# Content-Signal recommendations Use these directives to make AI-use preferences explicit for compliant crawlers and AI systems. They are advisory signals, so keep them aligned with robots.txt, terms, and access controls. ## Recommended values - ai-train=no: AI model training, fine-tuning, and dataset creation.- search=yes: AI search indexing, snippets, and discovery.- ai-input=yes: AI answer grounding, retrieval, and generated-response context.Related scans