blackbox.ai 66 C
🛡️ SEO 64 🤖 GEO 67 ⚡ Perf 52 🏗️ Arch 83

blackbox.ai — Global SEODiff Score 66/100

blackbox.ai
📊

At 71/100, the ACRI for blackbox.ai indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. Compared to other developer sites (avg score: 57), blackbox.ai performs above the benchmark, suggesting strong competitive positioning in AI search. Content is delivered server-side, meaning bots and AI agents can parse the full page without executing JavaScript. The bloated 15.3× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. The site includes 2 schema blocks, providing adequate structured data for basic entity recognition. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

66
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (52) is your bottleneck.
🎯 Top Fix: Add HSTS header → +2 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 2 snapshots
Mar 12 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than blackbox.ai?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)64 × 0.25 = 16.0
🤖 AI Readiness / GEO (40% weight)67 × 0.40 = 26.8
⚡ Performance (20% weight)52 × 0.20 = 10.4
🏗️ Architecture & Trust (15% weight)83 × 0.15 = 12.4
Weighted sum = 16.0 + 26.8 + 10.4 + 12.4
Global SEODiff Score = 66 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
15
Structure
avg 35
44
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #18547
+29 pts
Gap
AI (ACRI)
Top 30%
Score 71/100

blackbox.ai punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why blackbox.ai ranks here

Tech stackNext.js
Industrydeveloper
RenderingSSR
Schema coverage2 blocks
Token bloat15.3×

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

64/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

11 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

136 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 4
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.blackbox.ai
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — BLACKBOX AI
  • ✓ og:description — Build and ship software faster with BLACKBOX AI: multi-agent coding, AI-native IDE, VS Code extension, CLI, and a unified inference API.
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

67/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the developer sector, hikkoshizamurai.jp (ACRI: 88) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
blackbox.ai
47
Your ACRI Score
88
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. hikkoshizamurai.jp has schema coverage of 5 blocks and uses Custom / Proprietary. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 15/100 — Poor
Structured Elements 18 elements (18 lists, 0 rows, 0 headers)
Total Words2511
Raw Density0.7%
💡Low structure score (15/100). Your content appears as a wall of text with few structured HTML elements. You have 18 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks2 block(s) — Basic (low value for AI)

Schema Coverage Map

2/7 schema types detected
✅ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

47
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability47/100 — AI models can partially extract answers from this page
Crawl CostHigh (70/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

6%
🗑️ 94%
Useful Content (17.8 KB)Bloat (254.6 KB)
Token Bloat Ratio15.3× — Heavy

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage36 / 36 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 93.5% · SNR: 0.07 · Signal: 4555 / Noise: 65183 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of blackbox.ai and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
Blackbox AI provides a cloud-based platform and mobile applications that help developers build and deploy AI-powered applications, offering code generation and system administration services.
Target Audience
Software developers, AI engineers, and businesses looking to integrate AI into their products and workflows.
Pricing Model
Freemium with paid tiers based on usage and features, starting with no charge for basic functionality.
🔗 Integration Partners
VS Code Extension
🏆 Competitive Moat
AI-powered code generation and system administration, combined with a developer-centric ecosystem and a focus on streamlining the AI development lifecycle.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
VS Code Extension
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-21

🔧 Tech Stack

FrameworkNext.js
AI-Readiness Score70/100
ServerGoogle Frontend
CDN
HTTP Status200
Load Time643 ms
Raw HTML Size272.4 KB
Visible Text Size17.8 KB

Performance & Speed

52/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

643 ms
Slow — bots may time out or deprioritise

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

1681
DOM nodes
272 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public,max-age=3600,s-maxage=3600
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

83/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.blackbox.ai/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

50
internal links
1
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✗ HSTS header (Strict-Transport-Security)
  • ✗ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en
  • ✓ Meta viewport for mobile
  • ✓ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 47/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for blackbox.ai
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/blackbox.ai" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=blackbox.ai" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 42 pages · Deep-10

Homepage ACRI
47
Single-page score
-10
Moderate hidden bloat
Δ delta
Site-Wide ACRI
38
Avg across 42 pages · Range 0–82
Topical Cohesion
23%
Topical Drift
TF-IDF cosine similarity
Total Words
19966
Avg Bloat
542.6×
RAG Fractures [?]
13
⚠️
13 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 13 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.blackbox.ai/terms-of-service
Terms of Service — BLACKBOX AI
pricing 82 9.4× 2097 ⚠️ RAG Fracture
https://www.blackbox.ai/blog/what-is-agentic-development
What is Agentic Development? The Future of Software Engineering in 2026 — BLACKBOX AI — BLACKBOX AI
pricing 76 13.6× 1327 💰 Pricing
https://www.blackbox.ai/blog/multi-agent-execution-why-running-multiple-ai-agents-beats-single-agent-ai
Multi-Agent Execution: Why Running Multiple AI Agents Beats Single-Agent AI — BLACKBOX AI — BLACKBOX AI
pricing 76 13.9× 1279 💰 Pricing
https://www.blackbox.ai/blog/ai-agents-for-engineering-teams-how-to-10x-your-teams-output
AI Agents for Engineering Teams: How to 10x Your Team's Output — BLACKBOX AI — BLACKBOX AI
pricing 76 13.9× 1264 💰 Pricing
https://www.blackbox.ai/blog/ai-agents-vs-ai-assistants-why-copilots-are-already-outdated
AI Agents vs AI Assistants: Why Copilots Are Already Outdated — BLACKBOX AI — BLACKBOX AI
pricing 73 15.0× 1192 💰 Pricing
https://www.blackbox.ai/blog/blackbox-ai-agents-api-the-complete-developer-guide
Blackbox AI Agents API: The Complete Developer Guide — BLACKBOX AI — BLACKBOX AI
pricing 73 17.7× 963 💰 Pricing
https://www.blackbox.ai/blog/from-prompt-to-production-how-ai-agents-ship-code-without-human-intervention
From Prompt to Production: How AI Agents Ship Code Without Human Intervention — BLACKBOX AI — BLACKBOX AI
pricing 73 14.5× 1189 💰 Pricing
https://www.blackbox.ai/blog/blackbox-ai-vs-devin-accessible-ai-agents-vs-500-month-premium
Blackbox AI vs Devin: Accessible AI Agents vs $500/Month Premium — BLACKBOX AI — BLACKBOX AI
pricing 73 17.4× 943 💰 Pricing
https://www.blackbox.ai/blog/how-to-assign-tasks-to-ai-coding-agents-a-practical-guide
How to Assign Tasks to AI Coding Agents: A Practical Guide — BLACKBOX AI — BLACKBOX AI
pricing 73 17.4× 996 💰 Pricing
https://www.blackbox.ai/agents
Remote Agent — BLACKBOX AI — BLACKBOX AI
pricing 72 23.2× 1305 ⚠️ RAG Fracture
https://www.blackbox.ai/privacy-policy
Privacy Policy — BLACKBOX AI
pricing 72 12.3× 1425 ⚠️ RAG Fracture
https://www.blackbox.ai/vs-code
VS Code Extension — BLACKBOX AI — BLACKBOX AI
pricing 69 34.7× 727 ⚠️ RAG Fracture
https://www.blackbox.ai/builder
App Builder — BLACKBOX AI — BLACKBOX AI
pricing 69 36.7× 784 ⚠️ RAG Fracture
https://www.blackbox.ai/api
Inference API — BLACKBOX AI — BLACKBOX AI
pricing 66 37.3× 606 ⚠️ RAG Fracture
https://www.blackbox.ai/ide
AI-Native IDE — BLACKBOX AI — BLACKBOX AI
pricing 66 39.5× 580 ⚠️ RAG Fracture
https://www.blackbox.ai/cli
Command Line — BLACKBOX AI — BLACKBOX AI
pricing 66 39.8× 588 ⚠️ RAG Fracture
https://www.blackbox.ai/pricing
Pricing — BLACKBOX AI — BLACKBOX AI
pricing 64 38.6× 740 ⚠️ RAG Fracture
https://blackbox.ai/blog
BLACKBOX AI Blog
pricing 56 124.2× 548 ⚠️ RAG Fracture
https://www.blackbox.ai/mobile
Mobile App — BLACKBOX AI — BLACKBOX AI
pricing 56 49.8× 450 ⚠️ RAG Fracture
https://www.blackbox.ai/blog/claude-opus-4-6-is-now-live-on-blackbox-ai
Claude Opus 4.6 Is Now Live on BLACKBOX AI — BLACKBOX AI — BLACKBOX AI
pricing 55 35.5× 359 💰 Pricing
Showing 20 of 42 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/blog/ 11 68 0% 29.4× High JS Bloat
/api/ 2 33 0% 18.7× High JS Bloat
/pricing/ 2 42 1% 1414.5× Bot Blocked
/careers/ 2 37 1% 619.6× Bot Blocked
/about/ 1 20 1% 8140.0× Bot Blocked
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/builder/ 1 69 0% 36.7× High JS Bloat
/resources/ 1 0 0% 0.0× Low AI Readiness
/get-started/ 1 0 0% 0.0× Low AI Readiness
/privacy-policy/ 1 72 0% 12.3× High JS Bloat
/help/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/vs-code/ 1 69 0% 34.7× High JS Bloat
/cli/ 1 66 1% 39.8× Bot Blocked
/agents/ 1 72 0% 23.2× High JS Bloat
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/blackbox.ai

Get your free API key — 100 requests/month included.

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📊 Semantic Share of Voice

How often would an AI cite blackbox.ai when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to blackbox.ai. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 6% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Blackbox?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Blackbox does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Blackbox work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Blackbox."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for blackbox.ai:

Current Score
71
Projected Score
79
Improvement
+8 pts
Reduce token bloat +5 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

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🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history
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