ibm.com 69 C
🛡️ SEO 56 🤖 GEO 71 ⚡ Perf 56 🏗️ Arch 100

ibm.com — Global SEODiff Score 69/100

ibm.com
📋 Executive Audit

IBM.com operates as a global technology leader in developer tools and enterprise solutions, serving a broad audience across industries. The site holds a Global SEODiff Score of 66, indicating moderate search visibility performance, though it lags behind the benchmark in core SEO fundamentals. Its ACRI Grade of F and ACRI Score of 34 signal significant issues in content relevance, semantic clarity, and user intent alignment. Despite strong technical architecture—evidenced by a 95 Architecture Score and robust internal linking (33 internal links, 2 external)—the site struggles with content quality and AI-readiness, particularly in semantic structure and retrieval robustness.

The site demonstrates strong technical foundations: it is accessible to major AI crawlers including GPTBot, ClaudeBot, and CCBot, with no AI-blocking meta tags, and supports secure protocols via HSTS and CSP. However, performance remains a concern, with a TTFB of 1,736ms and 194.5KB HTML payload, contributing to a Performance Score of 56. The token bloat ratio of 8.9x and 15% ghost ratio suggest excessive non-essential code and underutilized content, reducing extractability efficiency. While extractability is at 77, the semantic structure score of 23 and retrieval robustness of 10 reveal deep structural flaws—content lacks coherent topic modeling, entity coverage, and logical hierarchy. Additionally, only one structured data block exists, with no implementation of breadcrumb, article, or product schema, limiting rich snippet potential.

Architecturally, IBM.com is well-organized with a declared sitemap and strong internal link distribution, but content integrity is weak—only 22,369 useful text bytes from 199KB of HTML, and a word count of just 632 on the homepage. This indicates significant content dilution. The AI Trust Score of 6.3 reflects moderate reliability, but the low semantic structure and retrieval scores undermine AI-assisted indexing and ranking. To improve, IBM should prioritize cleaning token bloat, enhancing semantic coherence, expanding schema implementation, and increasing meaningful content density—particularly around core offerings and developer use cases—to elevate both traditional SEO and AI-readiness.

✦ Executive Audit synthesized by SEODiff AI · Mar 5, 2026
69
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (56) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 30 snapshots
Feb 22 Mar 21
🔔 Recent AI Indexing Activity
📉 Mar 21 ACRI -1 (40→39)
🔄 Mar 6 Content change detected
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)56 × 0.25 = 14.0
🤖 AI Readiness / GEO (40% weight)71 × 0.40 = 28.4
⚡ Performance (20% weight)56 × 0.20 = 11.2
🏗️ Architecture & Trust (15% weight)100 × 0.15 = 15.0
Weighted sum = 14.0 + 28.4 + 11.2 + 15.0
Global SEODiff Score = 69 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
94
Rendering
avg 93
13
Structure
avg 35
42
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.1%
Rank #298
+38 pts
Gap
AI (ACRI)
Top 38%
Score 68/100

ibm.com 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 ibm.com ranks here

Tech stackExpress
Industrydeveloper
RenderingHybrid
Schema coverage1 blocks
Token bloat9.1×

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

56/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

3 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

157 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 3
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.ibm.com/ca-en
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ✅ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — IBM
  • ✓ og:description — For more than a century, IBM has been a global technology innovator, leading advances in AI, automation and hybrid cloud solutions that help businesses grow.
  • ✓ og:image — preview
  • ✗ twitter:card
📐 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

71/100 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 →
ibm.com
39
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 15%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 13/100 — Poor
Structured Elements 4 elements (4 lists, 0 rows, 0 headers)
Total Words794
Raw Density0.5%
💡Low structure score (13/100). Your content appears as a wall of text with few structured HTML elements. You have 4 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 Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

1/7 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.
💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

49
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability49/100 — AI models can partially extract answers from this page
Crawl CostMedium (60/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

10%
🗑️ 90%
Useful Content (22.9 KB)Bloat (186.4 KB)
Token Bloat Ratio9.1× — Normal

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage16 / 16 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: 89.1% · SNR: 0.12 · Signal: 5862 / Noise: 47720 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…

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
Server
CDN
HTTP Status200
Load Time1554 ms
Raw HTML Size209.3 KB
Visible Text Size22.9 KB

Performance & Speed

56/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1554 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

668
DOM nodes
209 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=900
  • ✗ 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

100/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.ibm.com/content/sitemap/href-sitemap-index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

31
internal links
3
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 39/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for ibm.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/ibm.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=ibm.com" 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 468 pages · Deep-10

Homepage ACRI
39
Single-page score
+20
Subpages outperform homepage
Δ delta
Site-Wide ACRI
59
Avg across 468 pages · Range 0–77
Topical Cohesion
10%
Topical Drift
TF-IDF cosine similarity
Total Words
636244
Avg Bloat
83.2×
RAG Fractures [?]
35
⚠️
35 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 35 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://ibm.com/privacy
IBM Privacy Statement
pricing 77 7.2× 5978 💰 Pricing
https://www.ibm.com/qa-ar/think/topics/api
ما المقصود بواجهة برمجة التطبيقات (API)؟ | IBM
pricing 72 15.6× 3461 💰 Pricing
https://www.ibm.com/sa-ar/topics/api
ما المقصود بواجهة برمجة التطبيقات (API)؟ | IBM
pricing 72 15.6× 3461 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/application-development-trends
أهم اتجاهات تطوير التطبيقات | IBM
pricing 72 17.3× 2710 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/ai-agent-observability
لماذا تُعدّ قابلية الملاحظة ضرورية لوكلاء الذكاء الاصطناعي | IBM
pricing 72 14.6× 3280 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/climate-week-qa-ai-sustainability
الذكاء الاصطناعي ومستقبل الاستدامة: محادثة في أسبوع المناخ مع خبراء IBM
pricing 72 16.4× 2786 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/artificial-intelligence-implementation
تطبيق الذكاء الاصطناعي: 8 خطوات للنجاح | IBM
pricing 72 19.4× 2310 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/artificial-intelligence-future
مستقبل الذكاء الاصطناعي | IBM
pricing 72 12.9× 3740 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/ai-jailbreak
كسر حماية أنظمة الذكاء الاصطناعي | IBM
pricing 72 18.1× 2939 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/artificial-intelligence-trends
أهم اتجاهات الذكاء الاصطناعي | IBM
pricing 72 11.8× 4423 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/ai-risk-management
إدارة المخاطر في الذكاء الاصطناعي | IBM
pricing 72 15.2× 2329 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/ai-movies
الذكاء الاصطناعي يواجه السخرية الدرامية: الحلول الحديثة قد تنقذ اليوم في العديد من أفلام كوارث الذكاء الاصطناعي، لكن التحديات الواقعية لا تزال قائمة | IBM
pricing 72 19.6× 2261 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/ai-on-the-mainframe
مستقبل الذكاء الاصطناعي على الكمبيوتر المركزي | IBM
pricing 72 19.1× 2325 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/customer-service-strategy
استراتيجية خدمة العملاء | IBM
pricing 72 17.9× 2455 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/fact-vs-fiction-business-users-can-easily-build-software-robots-using-rpa-tools
الحقيقة أم الخيال: هل يمكن لمستخدمي الأعمال إنشاء روبوتات برمجية بسهولة باستخدام أدوات أتمتة العمليات الآلية (RPA)؟ | IBM
pricing 72 14.0× 2744 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/evolution-application-architecture
تطور بنية التطبيقات | IBM
pricing 72 17.5× 2850 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/contact-center-automation-trends
توجهات الأتمتة لمراكز الاتصال | IBM
pricing 72 18.8× 2350 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/business-observability
ما هي قابلية ملاحظة الأعمال؟ | IBM
pricing 72 17.7× 2712 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/data-strategy-for-generative-ai
كيفية تطوير إستراتيجية بيانات للذكاء الاصطناعي التوليدي | IBM
pricing 72 18.1× 2573 💰 Pricing
https://www.ibm.com/qa-ar/think/insights/5-best-practices-managing-application-growth
أفضل خمس ممارسات لإدارة نمو التطبيقات | IBM
pricing 72 19.7× 2161 💰 Pricing
Showing 20 of 100 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
/qa-ar/ 424 61 0% 64.0× High JS Bloat
/sa-ar/ 28 49 1% 73.4× Bot Blocked
/api/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 30 1% 190.7× Bot Blocked
/blog/ 1 30 1% 965.5× Bot Blocked
/terms/ 1 23 1% 340.7× Bot Blocked
/help/ 1 0 0% 0.0× Low AI Readiness
/solutions/ 1 33 1% 165.7× Bot Blocked
/careers/ 1 56 0% 33.7× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 29 1% 261.2× Bot Blocked
/about/ 1 56 0% 38.1× High JS Bloat
/privacy/ 1 77 0% 7.2× High JS Bloat
/contact/ 1 59 0% 20.6× 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/ibm.com

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📊 Semantic Share of Voice

How often would an AI cite ibm.com 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…

🎭

Bait & Switch Delta

F 10 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

56
Homepage ACRI
39
Inner Avg ACRI
+17
ACRI Delta
40%
Homepage Ghost
58%
Inner Avg Ghost
100
Drift Score [?]
Worst Inner Pages
17 100% pricing https://ibm.com/docs
29 90% pricing https://ibm.com/case-studies
30 80% pricing https://ibm.com/products
🛡️

E-E-A-T Trust Signals

A 90/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
Address: 12 Madden Street Auckland 1010 Wellington 40 Bowen Street Wellington 6011 Christchurch Suite 135
🔗

Citation Profile

22 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

26
Total Links
22
Unique Domains
2.6
Avg/Page
85%
Diversity
research.ibm.com newsroom.ibm.com instagram.com linkedin.com ontario.ca developer.ibm.com cloud.ibm.com cphrmb.ca twitter.com ibmglobal.avature.net
🏘️ Outbound Neighborhood Trust Avg Trust: 30.6

AI trust scores for the domains ibm.com links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

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

Add WebSite + SearchAction JSON-LD
High Impact ⏱ 5 min
Enables the Sitelinks Search Box in Google and allows AI to understand your site structure.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Ibm",
  "url": "https://ibm.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://ibm.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
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 Ibm?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Ibm does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Ibm work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Ibm."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for ibm.com:

Current Score
68
Projected Score
78
Improvement
+10 pts
Add WebSite schema +4 pts
Reduce token bloat +3 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

🧠 AI Citation Graph

How this domain is cited across the machine-readable web

6.3
AI-Trust
#645
Global Rank
63%
Percentile
41
Inbound AI Links
5
Outbound AI Links
49
Avg Inbound ACRI
27%
AI-Restricted Backlinks
Top AI Referrers
Domain ACRI AI-Trust Direction
cloudability.com 68 0.0 ← cites you
swe.org 68 0.0 ← cites you
wns.com 68 0.0 ← cites you
targetprocess.com 68 0.0 ← cites you
proservice.ge 66 0.0 ← cites you
serv.ge 66 0.0 ← cites you
opengroup.org 63 0.0 ← cites you
adipec.com 59 0.0 ← cites you
fom.de 58 0.0 ← cites you
apptio.com 58 0.0 ← cites you
View Full AI-Trust Leaderboard →
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