tulip.co 72 B
🛡️ SEO 67 🤖 GEO 80 ⚡ Perf 41 🏗️ Arch 100

tulip.co — Global SEODiff Score 72/100

tulip.co
📊

At 78/100, the ACRI for tulip.co indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. In the healthcare sector, tulip.co outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. A tight 4.0× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

72
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (41) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 5 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than tulip.co?
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)67 × 0.25 = 16.8
🤖 AI Readiness / GEO (40% weight)80 × 0.40 = 32.0
⚡ Performance (20% weight)41 × 0.20 = 8.2
🏗️ Architecture & Trust (15% weight)100 × 0.15 = 15.0
Weighted sum = 16.8 + 32.0 + 8.2 + 15.0
Global SEODiff Score = 72 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
59
Structure
avg 35
42
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 8%
Rank #82221
Aligned
Gap
AI (ACRI)
Top 12%
Score 78/100

tulip.co has balanced Google and AI visibility — both rank roughly in the same tier. ACRI measures technical crawler readiness. Read the methodology →

Why tulip.co ranks here

Tech stackCustom / Proprietary
Industryhealthcare
RenderingSSR
Schema coverage1 blocks
Token bloat4.0×

Fastest improvements

  • You’re already in decent shape — the next moat is monitoring drift over time.
  • 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

67/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

60 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

144 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 7
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — The Industry's Leading Frontline Operations Platform
  • ✓ og:description — Tulip, the industry's leading frontline operations platform, gives manufacturers a holistic view of quality, process cycle times, OEE, and more.
  • ✓ 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

80/100 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 healthcare sector, adelaideaccountant.com (ACRI: 86) 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 →
tulip.co
67
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. adelaideaccountant.com has schema coverage of 4 blocks and uses Express. 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 59/100 — Fair
Structured Elements 384 elements (384 lists, 0 rows, 0 headers)
Total Words3700
Raw Density10.4%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 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.
💡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

73
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability73/100 — AI models can easily 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

25%
🗑️ 75%
Useful Content (155.8 KB)Bloat (463.7 KB)
Token Bloat Ratio4.0× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage167 / 167 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

25 Entropy
Poor Token Bloat: High
Noise Ratio: 74.8% · SNR: 0.34 · Signal: 39886 / Noise: 118695 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 tulip.co 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
Tulip provides a composable manufacturing platform that enables global scalability by decoupling data and workflows, allowing for local execution while
Target Audience
Operations managers, manufacturing engineers, IT leaders, and supply chain professionals in discrete manufacturing, pharmaceutical, medical device, aerospace and defense, and luxury goods industries.
Pricing Model
Subscription-based pricing with tiered plans based on user count and features, starting from a low monthly cost per user.
🔗 Integration Partners
SAPOracleMESERP
🛡️ Compliance Standards
GxPISO 27001
🏆 Competitive Moat
Tulip’s composable architecture and AI-powered insights provide a significant advantage over rigid, monolithic systems, enabling faster adaptation to changing market conditions and operational needs.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• Rigid, monolithic systems hinder scalability
• Slow deployment cycles due to centralized control
• Lack of local adoption due to software feeling ‘designed by someone thousands of miles away’
• Shadow systems and workarounds to address local needs
• Difficulty maintaining data integrity and auditability in a global environment
Analyzed by SEODiff AI · 2026-03-04

🔧 Tech Stack

AI-Readiness Score50/100
ServerApache/2.4.65 (Debian)
CDN
HTTP Status200
Load Time524 ms
Raw HTML Size619.5 KB
Visible Text Size155.8 KB

Performance & Speed

41/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

524 ms
Acceptable — room for improvement

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

📦 Page Weight

3713
DOM nodes
620 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-cache, no-store, must-revalidate
  • ✗ 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://tulip.co/sitemaps-1-sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

247
internal links
19
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-US
  • ✓ 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 67/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for tulip.co
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/tulip.co" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=tulip.co" 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 50 pages · Deep-10

Homepage ACRI
67
Single-page score
-9
Moderate hidden bloat
Δ delta
Site-Wide ACRI
59
Avg across 50 pages · Range 0–75
Topical Cohesion
34%
Topical Drift
TF-IDF cosine similarity
Total Words
88426
Avg Bloat
28.4×
RAG Fractures [?]
44
⚠️
44 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 44 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://tulip.co/blog/scaling-manufacturing-solutions-across-global-sites/
The Enterprise Manufacturer's Guide to Scaling Solutions… | Tulip
blog 75 13.2× 4465 ⚠️ RAG Fracture
https://tulip.co/blog/tools-for-reducing-waste-and-increasing-throughput/
Tools for Reducing Waste and Increasing Throughput in Modern… | Tulip
blog 72 19.6× 2868 ⚠️ RAG Fracture
https://tulip.co/blog/modern-solutions-for-pharmaceutical-manufacturing/
Pharmaceutical Manufacturing Solutions: An In-Depth Look at… | Tulip
pricing 72 18.1× 3096 ⚠️ RAG Fracture
https://tulip.co/blog/2026-manufacturing-trends/
2026 Manufacturing Trends: The 4 Tech Shifts Leaders Need to… | Tulip
blog 72 17.4× 3282 ⚠️ RAG Fracture
https://tulip.co/blog/systems-of-understanding/
Moving from Systems of Record to Systems of Understanding | Tulip
blog 67 30.7× 1787 ⚠️ RAG Fracture
https://tulip.co/blog/build-your-first-automated-weld-log-with-these-5-steps/
Build Your First Automated Weld Log With These 5 Steps | Tulip
blog 67 22.3× 2556 ⚠️ RAG Fracture
https://tulip.co/blog/platforms-for-agile-workflow-optimization/
Agile Workflow Optimization in Manufacturing: A Platform… | Tulip
blog 67 21.5× 2612 ⚠️ RAG Fracture
https://tulip.co/blog/choosing-a-trusted-mes-for-regulated-manufacturers/
How to Choose a Trusted MES for Regulated Manufacturing: 7… | Tulip
blog 67 22.3× 2529 ⚠️ RAG Fracture
https://tulip.co/blog/the-evolution-of-biomanufacturing-from-stainless-steel-to-single-use-systems/
The Evolution of Biomanufacturing: From Stainless Steel to… | Tulip
blog 67 34.0× 1580 ⚠️ RAG Fracture
https://tulip.co/blog/scaling-digital-logbooks-in-pharmaceutical-manufacturing-through-standardization-and-governance/
Scaling Digital Logbooks in Pharmaceutical Manufacturing… | Tulip
blog 67 29.9× 1808 ⚠️ RAG Fracture
https://tulip.co/blog/the-industry-researchers-complete-guide-to-bridging-the-technology-people-gap-in-manufacturing/
The Industry Researcher's Complete Guide to Bridging the… | Tulip
pricing 67 33.2× 1631 ⚠️ RAG Fracture
https://tulip.co/blog/selecting-a-connected-worker-platform/
7 Essential Criteria for Selecting a Connected Worker Platform | Tulip
blog 67 31.0× 1745 ⚠️ RAG Fracture
https://tulip.co/blog/a-practical-digital-maturity-model-for-manufacturers/
A Practical Digital Maturity Model for Manufacturers | Tulip
blog 67 32.7× 1637 ⚠️ RAG Fracture
https://tulip.co/blog/how-to-replace-legacy-bottlenecks-without-waiting-for-it-lessons-from-dmg-mori/
How to Replace Legacy Bottlenecks Without Waiting for IT:… | Tulip
blog 67 33.8× 1575 ⚠️ RAG Fracture
https://tulip.co/blog/composable-mes-for-production-efficiency-and-gxp-compliance/
The Shift to Composable MES: A New Standard for Production… | Tulip
blog 67 32.9× 1640 ⚠️ RAG Fracture
https://tulip.co/blog/choosing-the-best-software-for-discrete-manufacturing/
Discrete Manufacturing & Complex Assembly: Choosing the Best… | Tulip
blog 67 26.7× 2055 ⚠️ RAG Fracture
https://tulip.co/blog/it-led-continuous-transformation-in-aerospace-and-defense-manufacturing/
IT-Led Continuous Transformation in Aerospace and Defense… | Tulip
blog 67 27.6× 1962 ⚠️ RAG Fracture
https://tulip.co/blog/real-time-machine-to-human-communication/
The Human-Centric Bridge: Real-Time Machine-to-Worker… | Tulip
blog 67 37.1× 1459 ⚠️ RAG Fracture
https://tulip.co/blog/frontline-software-for-lean-manufacturing/
Why the Frontline Operations Platform is the Best Software… | Tulip
blog 67 22.0× 2518 ⚠️ RAG Fracture
https://tulip.co/blog/software-to-streamline-discrete-operations/
Tips for Streamlining Discrete Operations: Why a System of… | Tulip
blog 67 25.7× 2146 ⚠️ RAG Fracture
Showing 20 of 50 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/ 41 67 0% 29.7× High JS Bloat
/about/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 64 0% 39.8× High JS Bloat
/faq/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 64 0% 78.8× High JS Bloat
/case-studies/ 1 64 0% 83.7× High JS Bloat
/contact/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 50 pages
twitter.com ×44
facebook.com ×44
youtube.com ×44
instagram.com ×44
library.tulip.co ×44
community.tulip.co ×44
operationscalling.com ×44
linkedin.com ×44
🔄 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/tulip.co

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

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Domains with a similar tech stack, industry, and AI readiness profile to tulip.co. Compare side-by-side.

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📊 Semantic Share of Voice

How often would an AI cite tulip.co 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 tulip.co. 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": "Tulip",
  "url": "https://tulip.co",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://tulip.co/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 Tulip?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Tulip does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Tulip work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Tulip."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for tulip.co:

Current Score
78
Projected Score
85
Improvement
+7 pts
Add WebSite schema +4 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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