Verified AEO Benchmark • saas

coda.io AEO Report

coda.io achieved an Answer Engine Optimization (AEO) composite score of 55/100 (Grade C) when evaluated for AI crawler permissions, JSON-LD knowledge graph disambiguation, and 40–60 word direct answer extractability across ChatGPT Search, Perplexity AI, and Anthropic Claude.

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AEO Score
55
out of 100
Grade
C
4-Pillar Diagnostic Breakdown

Technical Score Breakdown for coda.io

AI Crawler Access 25% Weight
90/100

Verified /robots.txt accessibility for AI bots

Schema AST Graph 30% Weight
55/100

Missing Wikidata sameAs entities & @graph linkage

Direct Answers 25% Weight
50/100

Direct answer formatting needs 40-60 word optimization

Semantic Outline 20% Weight
100/100

Evaluated H1-H3 heading hierarchy and HTML token signal-to-noise ratio.

Technical Root-Cause Analysis

Detected AI Visibility Blockers on coda.io (2)

Jump to Free Copy-Paste Fixes ↓
CRITICAL JSON-LD Schema AST Graph

Incomplete Linked @graph JSON-LD & Wikidata Disambiguation (0/100)

coda.io is missing a unified @graph connecting Organization, WebSite, SoftwareApplication/Service, and FAQPage with verified sameAs entity links.

Recommended Fix: Inject a linked @graph JSON-LD block in <head> with @id references and Wikidata/official profile sameAs URLs.
HIGH Direct Answer Extractability

Low 40–60 Word Direct Answer Block Density (50/100)

Answer engines (ChatGPT Search, Perplexity, Google AI Overviews) prioritize self-contained 40–60 word factual definitions immediately beneath H2/H3 question headings.

Recommended Fix: Add 5 buyer-intent FAQ blocks with 40–60 word direct answers and matching FAQPage JSON-LD schema.
Free Instant Baseline Fixes • $0 Forever

Copy-Paste Baseline AEO Files for coda.io

Deploy these 3 foundational files immediately at the root of coda.io to unblock AI search crawlers and establish your baseline Knowledge Graph.

Re-Verify coda.io Live →
1. /robots.txt AI Allowlist

Explicitly permits OAI-SearchBot, GPTBot, PerplexityBot, ClaudeBot, and Google-Extended.

Content-Signal: ai-train=yes, search=yes, ai-input=yes

User-agent: *
Content-Signal: ai-train=yes, search=yes, ai-input=yes
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: GPTBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: Applebot-Extended
Allow: /

Sitemap: https://coda.io/sitemap.xml
2. /llms.txt Root Index

Baseline machine-readable index at https://coda.io/llms.txt for LLM answer engines.

# Coda (coda.io)

> Official machine-readable AI search & RAG index for https://coda.io

- **Canonical Website**: https://coda.io
- **Category**: SAAS
- **Full Technical Corpus**: https://coda.io/llms-full.txt
- **Sitemap**: https://coda.io/sitemap.xml
3. Baseline @graph JSON-LD

Paste inside <script type="application/ld+json"> in your homepage <head>.

{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Organization",
      "@id": "https://coda.io/#organization",
      "name": "Coda",
      "url": "https://coda.io"
    },
    {
      "@type": "WebSite",
      "@id": "https://coda.io/#website",
      "url": "https://coda.io",
      "name": "Coda",
      "publisher": {
        "@id": "https://coda.io/#organization"
      }
    }
  ]
}
Ready-to-Deploy Remediation Kit for coda.io

Lift coda.io from 55/100 to 98/100 (Grade A+) in 5 Minutes

Primary bottleneck detected: JSON-LD Schema Graph & Wikidata Entity Disambiguation. Unlock all 4 pre-built files below or forward the handoff brief to your developer.

Included in Your $2 coda.io Fix Kit Instant Download • No Subscription
  • 1. AI-Synthesized /llms-full.txt & /llms.txt Corpus: Synthesized from coda.io subpages with extracted pricing & product specs ready for RAG ingestion.
  • 2. Unified @graph JSON-LD (coda.io): Linked Organization, SoftwareApplication (Pricing Offer) & verified sameAs authority profiles.
  • 3. Cloudflare WAF GPTBot Skip Rule & /robots.txt: Eliminates silent HTTP 403 firewall blocks against ChatGPT Search, PerplexityBot, and ClaudeBot.
  • 4. Competitor Outrank HTML Block & 1-Click AI Prompt: Copy-paste prompt for Cursor, Claude, WordPress, Shopify, or Webflow.
// Preview: Generated JSON-LD @graph for coda.io
{"@context": "https://schema.org", "@graph": [
{"@type": "Organization", "@id": "https://coda.io/#organization", "url": "https://coda.io", ...},
// + /llms-full.txt, 5 Custom FAQs & Competitor Comparison unlocked after $2 checkout
]}
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