mambu.com 49 D
🛡️ SEO 29 🤖 GEO 56 ⚡ Perf 47 🏗️ Arch 63

mambu.com — Global SEODiff Score 49/100

mambu.com
📊

At 68/100, the ACRI for mambu.com indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. In the finance sector, mambu.com outperforms the average (57), 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. Heavy markup overhead (46.5× bloat) forces AI systems to wade through excess code before finding useful information. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

49
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Traditional SEO (29) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (46×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Feb 28 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than mambu.com?
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)29 × 0.25 = 7.2
🤖 AI Readiness / GEO (40% weight)56 × 0.40 = 22.4
⚡ Performance (20% weight)47 × 0.20 = 9.4
🏗️ Architecture & Trust (15% weight)63 × 0.15 = 9.4
Weighted sum = 7.2 + 22.4 + 9.4 + 9.4
Global SEODiff Score = 49 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
31
Structure
avg 35
0
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 1%
Rank #14772
+37 pts
Gap
AI (ACRI)
Top 38%
Score 68/100

mambu.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 mambu.com ranks here

Tech stackNext.js
Industryfinance
RenderingSSR
Schema coverage0 blocks
Token bloat46.5×

Fastest improvements

  • Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
  • 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

29/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

35 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

85 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 4
  • ✗ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — SaaS cloud banking platform
  • ✓ og:description — Meet Mambu, the SaaS cloud banking platform powering financial innovators everywhere.
  • ✓ 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

56/100 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 finance sector, cardpay.com (ACRI: 82) 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 →
mambu.com
39
Your ACRI Score
82
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. cardpay.com has schema coverage of 1 blocks and uses WordPress. 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 31/100 — Low
Structured Elements 23 elements (23 lists, 0 rows, 0 headers)
Total Words797
Raw Density2.9%
💡Low structure score (31/100). Your content appears as a wall of text with few structured HTML elements. You have 23 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 ❌ Missing
Product / Service Schema ⚠️ Not Found
Total Schema Blocks0 — No JSON-LD detected

Schema Coverage Map

0/7 schema types detected
❌ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
❌ WebSite
💡Organization schema missing. AI models cannot identify your brand entity. Without it, your brand won't appear in Knowledge Panels or be associated with your content.
💡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

36
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability36/100 — AI models can barely extract answers from this page
Crawl CostHigh (80/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

2%
🗑️ 98%
Useful Content (5.4 KB)Bloat (246.4 KB)
Token Bloat Ratio46.5× — Bloated

Multimodal Readiness

Visual Context0% Optimized for Vision
Image Alt Coverage0 / 50 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 251.8 KB, but only 5.4 KB is text. 2% useful / 98% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (46.5×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.
💡Only 0% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 97.8% · SNR: 0.02 · Signal: 1387 / Noise: 63075 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

FrameworkNext.js
AI-Readiness Score70/100
ServerNetlify
CDNnetlify
HTTP Status200
Load Time1653 ms
Raw HTML Size251.8 KB
Visible Text Size5.4 KB

Performance & Speed

47/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1653 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

852
DOM nodes
252 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public,max-age=0,must-revalidate
  • ✗ CDN cache status
  • ✓ CDN detected → netlify

🔬 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

63/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✗ Sitemap declared in robots.txt
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

46
internal links
4
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 mambu.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/mambu.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=mambu.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 125 pages · Deep-10

Homepage ACRI
39
Single-page score
+5
Consistent readability
Δ delta
Site-Wide ACRI
45
Avg across 125 pages · Range 19–58
Topical Cohesion
8%
Topical Drift
TF-IDF cosine similarity
Total Words
107814
Avg Bloat
107.9×
RAG Fractures [?]
11
⚠️
11 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 11 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://mambu.com/en/insights/articles/vop-api-specifications
Verification Of Payee API specifications | Mambu
pricing 58 18.6× 2668 💰 Pricing
https://mambu.com/en/insights/articles/psd1-psd2-psd3-evolution
PSD1, PSD2, PSD3: 15 years of EU legislation in a nutshell | Mambu
pricing 58 19.0× 2089 💰 Pricing
https://mambu.com/en/insights/articles/partner-bank-fintech
Choosing the right partner banks with Mambu Payments | Mambu
pricing 58 14.7× 3199 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/mambu-payments-product-updates
Mambu Payments Product Updates | Mambu
pricing 58 15.0× 6724 💰 Pricing
https://mambu.com/en/insights/articles/checklist-bacs-fps-participant
When and how to become a Bacs and FPS indirect participant | Mambu
pricing 57 19.1× 2797 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/mambu-payments-automates-reconciliation
How Mambu Payments automates reconciliation for payment companies | Mambu
blog 57 19.6× 2005
https://mambu.com/en/insights/articles/instant-payments-insurance
How instant payments will change insurance | Mambu
pricing 57 18.2× 2067 💰 Pricing
https://mambu.com/en/insights/articles/the-future-of-islamic-banking-is-composable
The future of Islamic banking is composable | Mambu
blog 57 16.4× 2253
https://mambu.com/en/insights/articles/why-emotions-drive-bank-choice
The top five emotional drivers when choosing a financial service provider | Mambu
pricing 53 26.5× 1407 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/wio-bank-cpo-building-profit-mambu
Exclusive: Wio Bank’s CPO on building the now profitable greenfield bank with Mambu | Mambu
pricing 53 28.4× 1307 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/psd3-payment-IBAN-verification
The impacts of PSD3 on IBAN verification | Mambu
pricing 53 21.6× 1813 💰 Pricing
https://mambu.com/en/insights/articles/banking-platform-leader-priorities
What do financial service leaders look for when choosing a banking platform? | Mambu
pricing 52 24.3× 1864 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/indonesias-financial-services-market-scaling-inclusion-at-speed
Indonesia’s financial services market: scaling inclusion at speed | Mambu
pricing 52 20.7× 2482 💰 Pricing
https://mambu.com/en/insights/articles/fintech-companies-leaving-baas
Why successful fintech companies leave their BaaS providers | Mambu
blog 52 24.7× 1321
https://mambu.com/en/insights/articles/redesign-long-running-computation-outside-the-transactional-context
Redesigning Long-Running Computations Outside the Transactional Context | Mambu
blog 52 23.8× 1378
https://mambu.com/en/insights/articles/different-sepa-payment-schemes
Everything you need to know about SEPA and its payments schemes | Mambu
pricing 52 20.7× 2070 💰 Pricing
https://mambu.com/en/insights/articles/closing-out-the-first-half-of-2023-with-40-exciting-new-product-updates-and-features
Closing out the first half of 2023 with 40+ exciting new product updates and features | Mambu
blog 52 25.3× 1346
https://mambu.com/en/insights/articles/what-to-expect-2024
SEPA, PSD3 and instant payments: what to expect in 2024? | Mambu
pricing 52 21.0× 1770 ⚠️ RAG Fracture
https://mambu.com/en/insights/articles/clearing-systems-sepa
Clearing systems in SEPA | Mambu
blog 52 25.4× 1284
https://mambu.com/en/insights/articles/from-legacy-to-leadership-the-new-banking-playbook-for-mena-institutions
From legacy to leadership: the new banking playbook for MENA institutions | Mambu
pricing 52 23.5× 1396 💰 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
/en/ 115 47 1% 104.3× Bot Blocked
/contact/ 1 29 1% 171.5× Bot Blocked
/faq/ 1 19 1% 100.0× Bot Blocked
/integrations/ 1 19 1% 100.0× Bot Blocked
/features/ 1 19 1% 100.0× Bot Blocked
/blog/ 1 19 1% 100.0× Bot Blocked
/case-studies/ 1 19 1% 100.0× Bot Blocked
/pricing/ 1 19 1% 307.8× Bot Blocked
/docs/ 1 19 1% 100.0× Bot Blocked
/about/ 1 19 1% 307.8× Bot Blocked
/products/ 1 19 1% 100.0× Bot Blocked
🔄 Re-Crawl & Update 📡 Track this Domain

Scores update automatically each month. Create a free account for on-demand re-crawls (3/month free).

🔌 API Access

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

curl https://seodiff.io/api/v1/deep10/domain/mambu.com

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

🔗 Similar finance Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
mambu.com (this site) 39 68 Next.js 46.5× 0
navbharattimes.com 64 82 Next.js 27.3× 2 Compare →
hinomi.co 64 79 Next.js 24.5× 3 Compare →
natwestinternational.com 64 76 Adobe Experience Manager 6.1× 0 Compare →
aversbank.ru 64 73 Custom / Proprietary 1.5× 0 Compare →
sfc.hk 64 73 Custom / Proprietary 3.2× 0 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

How often would an AI cite mambu.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

A 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.

19
Homepage ACRI
20
Inner Avg ACRI
-1
ACRI Delta
90%
Homepage Ghost
90%
Inner Avg Ghost
0
Drift Score [?]
Worst Inner Pages
19 90% about https://mambu.com/about
19 90% product https://mambu.com/products
19 90% product https://mambu.com/features
🛡️

E-E-A-T Trust Signals

D 30/100

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
🔗

Citation Profile

9 DOMAINS

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

9
Total Links
9
Unique Domains
0.9
Avg/Page
100%
Diversity
status.mambu.com facebook.com cloud.mambu.com support.mambu.com api.mambu.com ecosystem.mambu.com linkedin.com youtube.com instagram.com
🏘️ Outbound Neighborhood Trust Avg Trust: 42.5

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

🩹

Remediation Patches

COPY-PASTE

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

Add Organization JSON-LD
High Impact ⏱ 5 min
AI models cannot identify your brand entity without Organization schema. This is the #1 fix for AI visibility.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Mambu",
  "url": "https://mambu.com",
  "logo": "https://mambu.com/logo.png",
  "sameAs": []
}
</script>
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": "Mambu",
  "url": "https://mambu.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://mambu.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 2% 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 Mambu?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Mambu does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Mambu work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Mambu."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
68
Projected Score
86
Improvement
+18 pts
Add Organization schema +6 pts
Add WebSite schema +4 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
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
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