What is 4kwallpapers.com's AI readiness score?

4kwallpapers.com scores 69/100 on SEODiff's AI-Readiness Index, placing it in the Moderate range. The ACRI (AI-Crawler Reality Index) score is 41/100 (Grade D).

What tech stack does 4kwallpapers.com use?

4kwallpapers.com uses Cloudflare Pages as its primary framework with a 10% ghost ratio (Hybrid rendering).

Is 4kwallpapers.com visible to AI crawlers like ChatGPT?

GPTBot access: Allowed. ClaudeBot access: Allowed. 4kwallpapers.com has 0 structured data blocks and a token bloat ratio of 13.6x.

4kwallpapers.com SEO & AI Readiness Score: 66/100 (C) — Full Technical Audit

📊

At 69/100, the ACRI for 4kwallpapers.com indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. In the saas sector, 4kwallpapers.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. The 13.6× token bloat ratio falls within the normal range, though there is room to trim navigation, footer, and script overhead. The complete absence of JSON-LD schema is a missed opportunity: even basic Organization markup would improve how AI crawlers understand this domain. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

C — Global SEODiff Score

Comprehensive search visibility assessment

Strong foundations, but Traditional SEO (50) is your bottleneck.

🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts

🔬 Automated SEODiff Assessment · Snapshot: Feb 26, 2026 · 📋 API

Does your site score higher than 4kwallpapers.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)50 × 0.25 = 12.5

🤖 AI Readiness / GEO (40% weight)64 × 0.40 = 25.6

⚡ Performance (20% weight)62 × 0.20 = 12.4

🏗️ Architecture & Trust (15% weight)100 × 0.15 = 15.0

Weighted sum = 12.5 + 25.6 + 12.4 + 15.0

Global SEODiff Score = 66 (C)

📊 ACRI Sub-Scores (AI Readiness Detail)

100

Bot Access

avg 92

Rendering

avg 93

Structure

avg 35

Schema

avg 10

Tech Stack

avg 64

🔀

Visibility Delta: Google vs AI

Google (Tranco)

Top 0.8%

Rank #8222

+34 pts

Gap

AI (ACRI)

Top 34%

Score 69/100

4kwallpapers.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 4kwallpapers.com ranks here

Tech stackCloudflare Pages

Industrysaas

RenderingHybrid

Schema coverage0 blocks

Token bloat13.6×

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…

Overview 🛡️ SEO 🤖 GEO ⚡ Perf 🏗️ Arch Remediation Export

See other Cloudflare Pages sites → saas industry → Full leaderboard → Domain A–Z →

🛡️

Traditional SEO

50/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

45 chars

Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

155 chars

Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

✓ Exactly 1 <h1> tag — found 1
✓ Has <h2> headings — found 2
✓ <h2> not before <h1>

🔍 Indexability

✓ Canonical tag present → https://4kwallpapers.com/
✓ No noindex directive
✓ Meta viewport set
✓ HTML lang attribute → en
✗ Hreflang tags
✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

✗ og:title
✗ og:description
✗ og:image
✗ 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

64/100 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 saas sector, gp-auto.com.ua (ACRI: 84) 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 →

4kwallpapers.com

Your ACRI Score

→

gp-auto.com.ua

Industry Peer ACRI

AI models prioritize pages with strong semantic structure and schema coverage. gp-auto.com.ua has schema coverage of 2 blocks and uses Cloudflare Pages. 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 10%

0% — Safe 50% 100% — Risk

Status Server-Side Rendered (Safe)

Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 38/100 — Low

Structured Elements 16 elements (16 lists, 0 rows, 0 headers)

Total Words366

Raw Density4.4%

💡Low structure score (38/100). Your content appears as a wall of text with few structured HTML elements. You have 16 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

AI Extractability

Low

Crawl Cost

None

Blocklist Risk

Extractability43/100 — AI models can partially extract answers from this page

Crawl CostLow (30/100) — efficient for AI crawlers to process

Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

🗑️ 93%

Useful Content (3.9 KB)Bloat (49.2 KB)

Token Bloat Ratio13.6× — Normal

Multimodal Readiness

Visual Context100% Optimized for Vision

Image Alt Coverage46 / 46 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: 92.7% · SNR: 0.08 · Signal: 997 / Noise: 12603 tokens

Run Full Entropy Audit →

🔬 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

FrameworkCloudflare Pages

AI-Readiness Score75/100

Servercloudflare

CDNcloudflare

HTTP Status200

Load Time1569 ms

Raw HTML Size53.1 KB

Visible Text Size3.9 KB

⚡

Performance & Speed

62/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1569 ms

Slow — bots may time out or deprioritise

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

📦 Page Weight

594
DOM nodes

53 KB
HTML payload

Lean page — fast for bots and users

🗄️ Cache & CDN

✓ Cache-Control header → no-cache, must-revalidate
✓ CDN cache status → DYNAMIC
✓ CDN detected → cloudflare

🔬 Tracker Tax

4
tracker scripts

2
third-party domains

0.0%
token overhead

Moderate trackers — consider lazy-loading non-essential scripts

googletagmanager.comgooglesyndication.com

📐 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://4kwallpapers.com/sitemap.xml
✓ Googlebot allowed
✓ GPTBot allowed
✓ ClaudeBot allowed

🔗 Linking

189
internal links

2
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 41/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

Pending Audit — score below 80 threshold

<a href="https://seodiff.io/radar/domains/4kwallpapers.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=4kwallpapers.com" alt="AI-Verified by SEODiff" width="280" height="52"></a>

[![AI-Verified by SEODiff](https://seodiff.io/api/v1/badge?domain=4kwallpapers.com)](https://seodiff.io/radar/domains/4kwallpapers.com)

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

� Deep Crawl Analysis 1000 pages · Deep-10

Homepage ACRI

Single-page score

+18

Subpages outperform homepage

Δ delta

Site-Wide ACRI

Avg across 1000 pages · Range 49–67

Total Words

314584

Avg Bloat

23.2×

Ext. Citations

Page	Type	ACRI	Token Bloat	Words	Status
https://4kwallpapers.com/ultrawide-monitor-3440-wallpapers/ UltraWide Monitor QHD Wallpapers \| 3440x1440 Wallpapers	pricing	67	19.5×	458	💰 Pricing
https://4kwallpapers.com/ultrawide-monitor-hd-wallpapers/ 21:9 UltraWide Monitor HD Wallpapers \| 2560x1080 Wallpapers	pricing	67	19.4×	459	💰 Pricing
https://4kwallpapers.com/movies/one-piece-season-2-23673.html One Piece Wallpaper 4K, Season 2, Netflix series	other	62	15.5×	444	✓
https://4kwallpapers.com/anime/my-hero-academia-22154.html My Hero Academia: Vigilantes Wallpaper 4K, 8K, 2025 series	other	62	16.2×	447	✓
https://4kwallpapers.com/world/rainbow-bridge-9723.html Rainbow Bridge Wallpaper 4K, 5K, Tokyo, Cityscape, Night City	other	62	15.9×	440	✓
https://4kwallpapers.com/games/crimson-omen-gears-24985.html Crimson Omen Wallpaper 4K, Gears of War, Skull	other	62	18.5×	331	✓
https://4kwallpapers.com/food/cherries-cherry-fruits-bowl-of-fruits-wooden-background-1754.html Cherries Wallpaper 4K, Cherry fruits, Bowl of fruits	other	62	18.4×	269	✓
https://4kwallpapers.com/music/moon-sua-2025-5k-22152.html Moon Sua Wallpaper 4K, 2025, 5K, South Korean rapper	other	62	15.1×	453	✓
https://4kwallpapers.com/black-dark/miles-morales-red-22574.html Miles Morales Wallpaper 4K, Red Hoodie, Spider-Verse, Neon	other	62	16.0×	445	✓
https://4kwallpapers.com/black-dark/boy-alone-swing-24352.html Boy Wallpaper 4K, Alone, Swing, Minimalist	other	62	16.2×	427	✓
https://4kwallpapers.com/black-dark/puma-x-bmw-m-24880.html PUMA x BMW M Motorsport Wallpaper 4K, BMW M6 GT3, 12K	other	62	15.7×	457	✓
https://4kwallpapers.com/cute/cute-cartoon-kawaii-23899.html Cute cartoon Wallpaper 4K, Kawaii, 5K, Honor Magic V Flip 2	ecommerce	62	15.4×	453	✓
https://4kwallpapers.com/anime/tanjiro-kamado-23649.html Tanjiro Kamado - Infinity Castle Wallpaper 4K, 5K, Anime movie	other	62	15.5×	463	✓
https://4kwallpapers.com/bikes/triumph-trident-660-25173.html Triumph Trident 660 Wallpaper 4K, 2026, 5K, Naked bikes	other	62	15.4×	451	✓
https://4kwallpapers.com/animals/nihilist-penguin-25229.html Nihilist penguin Wallpaper 4K, Mountains, Walking, 5K, Glacier	other	62	16.1×	437	✓
https://4kwallpapers.com/military/soldier-tactical-24477.html Soldier Wallpaper 4K, Tactical gear, Fire effect	other	62	19.4×	297	✓
https://4kwallpapers.com/movies/the-spongebob-movie-23161.html The SpongeBob Movie: Search for SquarePants Wallpaper 4K, 2026, 5K	other	62	15.5×	466	✓
https://4kwallpapers.com/technology/blue-aesthetic-17495.html Blue aesthetic Wallpaper 4K, Windows 11, Dark background	other	62	16.1×	431	✓
https://4kwallpapers.com/animals/lion-green-18342.html Lion Wallpaper 4K, Green aesthetic, AMOLED, Smoke	other	62	15.8×	441	✓
https://4kwallpapers.com/flowers/hydrangea-flowers-17521.html Hydrangea Flowers Wallpaper 4K, Purple aesthetic, Purple Flowers	other	62	16.3×	430	✓
https://4kwallpapers.com/people/amyra-dastur-indian-actress-bollywood-actress-portrait-2022-7973.html Amyra Dastur 4K Wallpaper for iPhone	other	62	17.3×	415	✓
https://4kwallpapers.com/anime/anime-girl-girly-9793.html Anime girl Wallpaper 4K, Girly backgrounds, Surreal, Fairy	other	62	15.8×	444	✓
https://4kwallpapers.com/minimal/summer-sun-cute-23827.html Summer Wallpaper 4K, Sun, Cute cartoon, Sunglasses	other	62	15.8×	442	✓
https://4kwallpapers.com/animals/king-penguin-25240.html King penguin Wallpaper 4K, Antarctica, Golden hour, Sunflare	other	62	15.9×	436	✓
https://4kwallpapers.com/abstract/windows-11-teal-11768.html Windows 11 Wallpaper 4K, Teal, Dark Mode, Waves, Stock	other	62	18.1×	351	✓
https://4kwallpapers.com/movies/what-if-season-2-2023-series-marvel-comics-black-background-8455.html What If Wallpaper 4K, Season 2, 2023 Series	other	62	19.9×	301	✓
https://4kwallpapers.com/cute/lost-ark-kawaii-11722.html Lost Ark Wallpaper 4K, Kawaii, Mokoko, Pastel green	other	62	19.1×	316	✓
https://4kwallpapers.com/abstract/huawei-mate-80-24785.html Huawei Mate 80 Wallpaper 4K, Stock, 5K, Dark background	other	62	15.7×	440	✓
https://4kwallpapers.com/nature/oregon-coast-sunset-beach-purple-sky-48.html Oregon Coast Wallpaper 4K, Sunset, Beach, Purple sky	other	62	19.0×	334	✓
https://4kwallpapers.com/cars/mclaren-720s-gt3-15502.html McLaren 720S GT3 Wallpaper 4K, FIA World Endurance Championship	other	62	18.7×	275	✓
https://4kwallpapers.com/people/anupama-24633.html Anupama Parameswaran Wallpaper 4K, Vertical, Portrait, 5K	other	62	16.5×	422	✓
https://4kwallpapers.com/abstract/3d-render-abstract-21083.html Modern Wallpaper 4K, 3D Render, Abstract art, Neon	other	62	16.2×	426	✓
https://4kwallpapers.com/black-dark/shinobu-kocho-23642.html Shinobu Kocho - Infinity Castle Wallpaper 4K, 5K, Anime movie	other	62	15.8×	454	✓
https://4kwallpapers.com/nature/surreal-duality-22073.html Surreal Wallpaper 4K, Duality, Cosmic, Winter, 5K	pricing	62	16.1×	428	💰 Pricing
https://4kwallpapers.com/space/galactic-starry-sky-21275.html Galactic Wallpaper 4K, Starry sky, Supernova	pricing	62	16.6×	441	💰 Pricing
https://4kwallpapers.com/food/coffee-cup-instant-coffee-blue-background-ceramic-mug-top-3327.html Coffee cup Wallpaper 4K, Instant Coffee, Blue background	pricing	62	16.9×	435	💰 Pricing
https://4kwallpapers.com/black-dark/cristiano-ronaldo-13978.html Cristiano Ronaldo Wallpaper 4K, Black background, 5K, Dark theme	other	62	16.7×	417	✓
https://4kwallpapers.com/black-dark/alfa-romeo-c42-formula-one-cars-2022-f1-cars-dark-background-7657.html Alfa Romeo C42 Wallpaper 4K, Formula One cars, 2022, F1 Cars	other	62	16.7×	434	✓
https://4kwallpapers.com/black-dark/the-spongebob-movie-23251.html The SpongeBob Movie: Search for SquarePants Wallpaper 4K, Black background, 5K	other	62	16.1×	457	✓
https://4kwallpapers.com/bikes/triumph-tiger-sport-25171.html Triumph Tiger Sport 660 Wallpaper 4K, 2026, 5K, Touring bike	other	62	18.4×	326	✓
https://4kwallpapers.com/space/nebula-10038.html Nebula Wallpaper 4K, Constellation, Night sky	pricing	62	17.0×	386	💰 Pricing
https://4kwallpapers.com/people/disha-patani-25423.html Disha Patani Wallpaper 4K, Necklace, Vertical, Portrait	other	62	16.1×	429	✓
https://4kwallpapers.com/movies/top-gun-maverick-tom-cruise-2020-movies-5k-941.html Tom Cruise in Top Gun: Maverick 4K Wallpaper for iPhone	other	62	15.5×	452	✓
https://4kwallpapers.com/sports/los-angeles-lakers-19503.html Los Angeles Lakers Wallpaper 4K, Typography, Yellow background	other	62	19.8×	307	✓
https://4kwallpapers.com/nature/autumn-trees-snow-mountains-blue-sky-glacier-landscape-2618.html Autumn trees Wallpaper 4K, Snow mountains, Blue Sky, Glacier	other	62	16.8×	445	✓
https://4kwallpapers.com/people/anupama-24683.html Anupama Parameswaran Wallpaper 4K, Portrait, 5K, Vertical	other	62	16.4×	424	✓
https://4kwallpapers.com/black-dark/macos-monterey-stock-black-dark-mode-layers-5k-5889.html macOS Monterey Wallpaper 4K, Dark Mode, Stock	other	62	16.4×	455	✓
https://4kwallpapers.com/people/anya-taylor-joy-25432.html Anya Taylor-Joy Wallpaper 4K, White background, 5K, Portrait	other	62	16.2×	430	✓
https://4kwallpapers.com/anime/akatsuki-members-24786.html Akatsuki Wallpaper 4K, Members, Nagato, Pain, Naruto, 5K	other	62	15.6×	445	✓
https://4kwallpapers.com/cars/renault-r25-f1-car-24171.html Renault R25 Wallpaper 4K, F1 Car, 5K, Formula One cars	other	62	18.9×	312	✓
https://4kwallpapers.com/lifestyle/sad-day-black-9265.html Sad day Wallpaper 4K, Black Coffee, Coffee cups	other	62	16.1×	430	✓
https://4kwallpapers.com/nature/milky-way-15490.html Milky Way Wallpaper 4K, Nightscape, Palm tree, Surreal	other	62	19.8×	320	✓
https://4kwallpapers.com/black-dark/mercedes-amg-e-53-23243.html Mercedes-AMG E 53 HYBRID 4MATIC+ Wallpaper 4K, Edition 1, 2025, 5K	other	62	19.1×	321	✓
https://4kwallpapers.com/nature/forest-autumn-fall-foliage-autumn-leaves-water-stream-4882.html Forest Wallpaper 4K, Water Stream, Autumn	pricing	62	17.0×	421	💰 Pricing
https://4kwallpapers.com/music/rose-blackpink-jump-23171.html Rose (Blackpink) - JUMP Wallpaper 4K, 8K, K-Pop singer, 5K	other	62	15.7×	453	✓
https://4kwallpapers.com/black-dark/attack-on-titan-10363.html Attack on Titan Wallpaper 4K, AMOLED, Shingeki no Kyojin, 5K	other	62	15.9×	436	✓
https://4kwallpapers.com/graphics-cgi/star-wars-22739.html Star Wars Wallpaper 4K, Stormtroopers, White aesthetic	other	62	15.7×	439	✓
https://4kwallpapers.com/music/katseye-portrait-25002.html KATSEYE Wallpaper 4K, Portrait, Girl group, Manon	other	62	19.6×	320	✓
https://4kwallpapers.com/anime/itachi-uchiha-19971.html Itachi Uchiha Wallpaper 4K, Iconic, Red aesthetic, 5K, Naruto	other	62	15.8×	440	✓
https://4kwallpapers.com/graphics-cgi/skull-american-flag-22928.html Skull Wallpaper 4K, American flag, Bones, USA Flag	other	62	15.7×	441	✓
https://4kwallpapers.com/sci-fi/alien-spaceship-16066.html Alien Wallpaper 4K, Spaceship, Science fiction, Neon	other	62	16.0×	431	✓
https://4kwallpapers.com/cute/white-owl-cute-23901.html White Owl Wallpaper 4K, Cute cartoon, 5K	other	62	15.4×	449	✓
https://4kwallpapers.com/space/astronaut-gargantua-9613.html Astronaut Wallpaper 4K, Wormhole, Cosmos	pricing	62	16.1×	435	💰 Pricing
https://4kwallpapers.com/cars/mercedes-amg-f1-w15-19025.html Mercedes-AMG F1 W15 E Performance Wallpaper 4K, 5K, 2024	other	62	15.6×	451	✓
https://4kwallpapers.com/technology/adobe-gradient-20405.html Adobe Wallpaper 4K, Gradient background	other	62	16.4×	422	✓
https://4kwallpapers.com/movies/straw-hat-pirates-12722.html Straw Hat Pirates Wallpaper 4K, One Piece, Netflix series	other	62	18.6×	333	✓
https://4kwallpapers.com/nature/fall-autumn-leaves-24165.html Fall Wallpaper 4K, Autumn leaves, Foliage, 5K	other	62	15.7×	446	✓
https://4kwallpapers.com/movies/the-simpsons-24491.html The Simpsons Wallpaper 4K, Doughnuts, Blue background	other	62	19.7×	320	✓
https://4kwallpapers.com/cars/lexus-es-500e-awd-22362.html Lexus ES 500e AWD Wallpaper 4K, 2026, 5K, Luxury electric cars	other	62	18.2×	327	✓
https://4kwallpapers.com/movies/avatar-the-last-24831.html Avatar: The Last Airbender Wallpaper 4K, Season 2, 2026 series	other	62	15.5×	454	✓
https://4kwallpapers.com/movies/street-fighter-logo-24003.html Street Fighter Wallpaper 4K, Logo, 2026 Movies	other	62	19.9×	309	✓
https://4kwallpapers.com/space/galaxy-cosmic-outer-11330.html Galaxy Wallpaper 4K, Cosmic, Outer space, Astronomy	pricing	62	15.9×	438	💰 Pricing
https://4kwallpapers.com/people/shanaya-kapoor-8k-25513.html Shanaya Kapoor Wallpaper 4K, 8K, Bollywood actress	other	62	16.1×	441	✓
https://4kwallpapers.com/aston-martin-vantage-roadster 4K Aston Martin Vantage Roadster Wallpapers	other	62	24.4×	232	✓
https://4kwallpapers.com/movies/batman-caped-21836.html Batman: Caped Crusader Wallpaper 4K, Black and White, 5K, 8K	other	62	15.9×	456	✓
https://4kwallpapers.com/abstract/modern-blue-22197.html Modern Wallpaper 4K, Blue abstract, Glowing lines, 5K	other	62	16.0×	435	✓
https://4kwallpapers.com/sci-fi/astronaut-14214.html Astronaut Wallpaper 4K, Surrealism, Spaceship, Aurora sky	other	62	16.2×	423	✓
https://4kwallpapers.com/nature/peggys-cove-17752.html Peggy's Cove Wallpaper 4K, Seascape, Aerial view	other	62	16.1×	437	✓
https://4kwallpapers.com/movies/the-boys-poster-24824.html The Boys Wallpaper 4K, Poster, Karl Urban, Billy Butcher	other	62	18.5×	327	✓
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https://4kwallpapers.com/cars/lamborghini-20505.html Lamborghini Revuelto Wallpaper 4K, MANSORY Initiate, 5K, 8K	other	57	20.2×	298	✓
https://4kwallpapers.com/technology/microsoft-50th-22148.html Microsoft Wallpaper 4K, 50th Anniversary, Yellow tulips	other	57	21.6×	264	✓
https://4kwallpapers.com/love/popeye-be-mine-red-18567.html Popeye Wallpaper 4K, Be Mine, Red hearts	other	57	20.0×	307	✓
https://4kwallpapers.com/movies/the-fantastic-four-23263.html The Fantastic Four: First Steps Wallpaper 4K, Superheroes	other	57	20.5×	296	✓
https://4kwallpapers.com/animals/colorful-17182.html Colorful Wallpaper 4K, Butterflies, White background	other	57	20.4×	296	✓
https://4kwallpapers.com/macos-tahoe-26-stock-wallpapers/ macOS Tahoe 26 Stock Wallpapers [4K & 5K]	other	52	21.3×	191	✓
https://4kwallpapers.com/microsoft-opaline-wallpapers/ Microsoft Opaline Official Wallpapers	other	52	25.8×	189	✓
https://4kwallpapers.com/support 4K Support Wallpapers	support	49	26.0×	191	✓
https://4kwallpapers.com/mercedes%E2%80%93maybach-gls-600-4matic 4K Mercedes-Maybach GLS 600 4MATIC Wallpapers	other	49	27.0×	198	✓
https://4kwallpapers.com/brabus-900-superblack 4K Brabus 900 Superblack Wallpapers	other	49	27.2×	181	✓
https://4kwallpapers.com/mabel 4K Mabel Wallpapers	other	49	28.5×	176	✓
https://4kwallpapers.com/abstract-swirls 4K Abstract Swirls Wallpapers	other	49	26.1×	193	✓
https://4kwallpapers.com/muffin 4K Muffin Wallpapers	other	49	27.8×	188	✓
https://4kwallpapers.com/morning-breeze 4K Morning breeze Wallpapers	other	49	26.6×	198	✓
https://4kwallpapers.com/varanasi-(2027) 4K Varanasi (2027) Wallpapers	other	49	28.9×	180	✓
https://4kwallpapers.com/astronaut-helmet 4K Astronaut helmet Wallpapers	other	49	27.2×	185	✓
https://4kwallpapers.com/project-hail-mary 4K Project Hail Mary Wallpapers	other	49	28.0×	179	✓
https://4kwallpapers.com/collections-packs/ 10000+ Curated 4K Wallpapers Collection	other	49	21.8×	208	✓
https://4kwallpapers.com/beaver 4K Beaver Wallpapers	other	49	28.0×	196	✓
https://4kwallpapers.com/one-piece:-into-the-grand-line 4K One Piece: Into the Grand Line Wallpapers	other	49	27.1×	186	✓
https://4kwallpapers.com/hoppers-(2026) 4K Hoppers (2026) Wallpapers	other	49	28.4×	185	✓
https://4kwallpapers.com/triangular 4K Triangular Wallpapers	other	49	26.4×	191	✓
https://4kwallpapers.com/follow-your-dreams 4K Follow your Dreams Wallpapers	other	49	27.1×	183	✓
https://4kwallpapers.com/toy-story-5 4K Toy Story 5 Wallpapers	other	49	27.8×	187	✓
https://4kwallpapers.com/vocaloid 4K Vocaloid Wallpapers	other	49	27.9×	178	✓
https://4kwallpapers.com/purple-nebula 4K Purple nebula Wallpapers	pricing	49	26.6×	200	💰 Pricing
https://4kwallpapers.com/blue-and-pink 4K Blue and Pink Wallpapers	other	49	25.9×	193	✓
https://4kwallpapers.com/vogue-korea 4K Vogue Korea Wallpapers	other	49	27.5×	198	✓
https://4kwallpapers.com/be-mine 4K Be Mine Wallpapers	other	49	27.5×	184	✓
https://4kwallpapers.com/cannes-film-festival 4K Cannes Film Festival Wallpapers	other	49	27.7×	181	✓
https://4kwallpapers.com/sweet-candy 4K Sweet candy Wallpapers	other	49	27.9×	190	✓
https://4kwallpapers.com/the-wave 4K The Wave Wallpapers	other	49	27.2×	187	✓
https://4kwallpapers.com/mercedes%E2%80%93benz-vision-iconic 4K Mercedes-Benz Vision Iconic Wallpapers	other	49	26.6×	194	✓
https://4kwallpapers.com/mercedes%E2%80%93benz-cls-350-amg-line 4K Mercedes-Benz CLS 350 AMG Line Wallpapers	other	49	25.4×	195	✓
https://4kwallpapers.com/honda-wn7 4K Honda WN7 Wallpapers	other	49	25.3×	196	✓
https://4kwallpapers.com/cinderella 4K Cinderella Wallpapers	other	49	29.7×	198	✓
https://4kwallpapers.com/fireflies 4K Fireflies Wallpapers	other	49	25.8×	197	✓
https://4kwallpapers.com/american-music-awards 4K American Music Awards Wallpapers	other	49	26.7×	189	✓
https://4kwallpapers.com/catherine-laga'aia 4K Catherine Laga'aia Wallpapers	other	49	28.9×	173	✓
https://4kwallpapers.com/mercedes%E2%80%93amg-e-53-hybrid-4matic+ 4K Mercedes-AMG E 53 HYBRID 4MATIC+ Wallpapers	other	49	26.1×	198	✓
https://4kwallpapers.com/world-cup-2022 4K World Cup 2022 Wallpapers	other	49	27.4×	189	✓
https://4kwallpapers.com/intersection 4K Intersection Wallpapers	other	49	28.5×	195	✓
https://4kwallpapers.com/he%E2%80%93man 4K He-Man Wallpapers	other	49	29.5×	176	✓
https://4kwallpapers.com/muffins 4K Muffins Wallpapers	other	49	27.5×	181	✓
https://4kwallpapers.com/black-saree 4K Black saree Wallpapers	other	49	28.3×	185	✓
https://4kwallpapers.com/wine 4K Wine Wallpapers	other	49	28.1×	179	✓
https://4kwallpapers.com/black-and-gold 4K Black and gold Wallpapers	other	49	27.8×	198	✓
https://4kwallpapers.com/arco 4K Arco Wallpapers	other	49	28.7×	181	✓
https://4kwallpapers.com/bailey 4K Bailey Wallpapers [20+]	other	49	31.1×	191	✓
https://4kwallpapers.com/avatar:-the-last-airbender 4K Avatar: The Last Airbender Wallpapers	other	49	27.4×	182	✓
https://4kwallpapers.com/glowing-particles 4K Glowing particles Wallpapers	blog	49	28.0×	196	✓
https://4kwallpapers.com/grunge 4K Grunge Wallpapers	other	49	25.5×	198	✓
https://4kwallpapers.com/acura-integra-a%E2%80%93spec 4K Acura Integra A-Spec Wallpapers	other	49	25.9×	191	✓
https://4kwallpapers.com/christmas-lights 4K Christmas lights Wallpapers	other	49	29.5×	195	✓
https://4kwallpapers.com/007-first-light 4K 007 First Light Wallpapers	other	49	25.6×	196	✓
https://4kwallpapers.com/vr-experience 4K VR experience Wallpapers	other	49	27.2×	182	✓
https://4kwallpapers.com/singapore 4K Singapore Wallpapers [20+]	other	49	32.3×	197	✓
https://4kwallpapers.com/goku-mastered-ultra-instinct 4K Goku Mastered Ultra Instinct Wallpapers	other	49	27.2×	183	✓
https://4kwallpapers.com/southern-ring-nebula 4K Southern Ring Nebula Wallpapers	pricing	49	26.6×	189	💰 Pricing
https://4kwallpapers.com/chinese-singer 4K Chinese singer Wallpapers	other	49	28.1×	186	✓
https://4kwallpapers.com/bowling-pins 4K Bowling pins Wallpapers	other	49	27.7×	186	✓
https://4kwallpapers.com/koenigsegg-jesko-absolut 4K Koenigsegg Jesko Absolut Wallpapers	other	49	27.0×	183	✓
https://4kwallpapers.com/baal-raiden-shogun 4K Baal Raiden Shogun Wallpapers	other	49	27.3×	190	✓
https://4kwallpapers.com/plush-toys 4K Plush toys Wallpapers	other	49	28.2×	178	✓
https://4kwallpapers.com/bangkok 4K Bangkok Wallpapers	other	49	27.9×	183	✓
https://4kwallpapers.com/easter-bunny 4K Easter bunny Wallpapers	other	49	28.4×	186	✓
https://4kwallpapers.com/masters-of-the-universe-(2026) 4K Masters of the Universe (2026) Wallpapers	other	49	27.9×	180	✓
https://4kwallpapers.com/the-bad-guys-2 4K The Bad Guys 2 Wallpapers	other	49	27.4×	189	✓
https://4kwallpapers.com/french-ultramarine 4K French Ultramarine Wallpapers	other	49	26.5×	195	✓
https://4kwallpapers.com/clark-kent 4K Clark Kent Wallpapers	other	49	29.0×	187	✓
https://4kwallpapers.com/fighter-jet 4K Fighter jet Wallpapers	other	49	26.1×	200	✓
https://4kwallpapers.com/smiley-face 4K Smiley face Wallpapers [20+]	other	49	34.0×	175	✓
https://4kwallpapers.com/cn-tower 4K CN Tower Wallpapers	other	49	26.8×	191	✓
https://4kwallpapers.com/denim-outfit 4K Denim outfit Wallpapers	other	49	27.6×	197	✓
https://4kwallpapers.com/rosal%C3%ADa 4K Rosalía Wallpapers	other	49	27.7×	189	✓
https://4kwallpapers.com/born-pink 4K Born Pink Wallpapers	other	49	27.4×	182	✓
https://4kwallpapers.com/nagato 4K Nagato Wallpapers	other	49	27.8×	193	✓
https://4kwallpapers.com/spot-lights 4K Spot lights Wallpapers	other	49	27.4×	184	✓
https://4kwallpapers.com/april-(month) 4K April (Month) Wallpapers	other	49	28.0×	178	✓
https://4kwallpapers.com/luminous 4K Luminous Wallpapers	other	49	27.7×	190	✓
https://4kwallpapers.com/kill-bill 4K Kill Bill Wallpapers	other	49	28.5×	175	✓
https://4kwallpapers.com/pichu 4K Pichu Wallpapers	other	49	27.7×	182	✓
https://4kwallpapers.com/mercedes%E2%80%93benz-eqe-350-amg-line 4K Mercedes-Benz EQE 350 AMG Line Wallpapers	other	49	25.9×	191	✓

🔗

Outbound External Citations

38 unique external domains cited across 1000 pages

apps.apple.com ×1000

play.google.com ×1000

pinterest.com ×457

twitter.com ×457

facebook.com ×457

reddit.com ×457

instagram.com ×30

kohlhuber.net ×4

🔄 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/4kwallpapers.com

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 4kwallpapers.com. Compare side-by-side.

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4kwallpapers.com (this site)	41	69	Cloudflare Pages	13.6×	—
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👻

Rendering Drop-Off by Depth

DEPTH PENALTY 1000 PAGES

20%

Homepage Ghost

30%

Deep Pages Avg Ghost

20%

Homepage Bloat

23%

Deep Pages Avg Bloat

Ghost Ratio by Crawl Depth

Depth 0

20%

1 pg · ACRI 67

Orphan

30%

999 pg · ACRI 59

⚠️ Worst Rendering Pages

40% https://4kwallpapers.com/spider%E2%80%93verse orphan

40% https://4kwallpapers.com/cristiano-ronaldo orphan

40% https://4kwallpapers.com/assassin orphan

40% https://4kwallpapers.com/spider%E2%80%93man:-into-the-spider%E2%80%93verse orphan

40% https://4kwallpapers.com/marvel's-spider%E2%80%93man-2 orphan

Deeper pages lose rendering fidelity. Pages at depth 4+ often show 2-3× higher ghost ratios than the homepage, meaning AI crawlers see progressively less of your actual content as they navigate deeper into the site architecture.

🏗️

Deep Architecture Health & Equity Distribution

1000 PAGES

84.9%

Gini Inequality

Extreme hoarding

85%

Top-3 PR Share

Equity held by 3 pages

999

Orphan Pages

99.9% of site

0.0

Avg Click Depth

Max: 0 clicks

Internal Links

999 disconnected

29%

Semantic Cohesion

Topical Drift

0% Healthy (receive equity)

0% Diluted hubs (>50 outbound)

100% Orphans (zero inbound)

🔗 Top Hub Pages (Highest PageRank)

https://4kwallpapers.com/ultrawide-monitor-3440-wallpapers/ https://4kwallpapers.com/ultrawide-monitor-hd-wallpapers/ https://4kwallpapers.com/movies/one-piece-season-2-23673.html https://4kwallpapers.com/anime/my-hero-academia-22154.html https://4kwallpapers.com/world/rainbow-bridge-9723.html

⚠️

999 orphan pages receive zero internal link equity. A Gini coefficient of 0.85 means the top 3 pages hoard 85% of all internal PageRank — AI crawlers may never discover the rest.

The Gini coefficient measures link equity inequality across your site. A Gini of 0.85 indicates severe equity hoarding — a handful of pages dominate PageRank while hundreds starve. AI crawlers penalize this by ignoring deep pages.

🔄

Semantic Cannibalization

high 707 TOPICS

707

Topic Clusters

via TF-IDF cosine, ε=.60

Cannibal Pairs

>92% cosine similarity

High

Severity

>20 pairs

Cannibalizing Page Groups

🔴 you, resolution, ipad 100% avg similarity · ACRI 62–62

https://4kwallpapers.com/movies/the-spongebob-movie-23161.html
https://4kwallpapers.com/black-dark/the-spongebob-movie-23251.html

🔴 full, uhd, compatible 100% avg similarity · ACRI 62–62

https://4kwallpapers.com/people/anupama-24633.html
https://4kwallpapers.com/people/anupama-24683.html

🔴 ghost, lord, call 100% avg similarity · ACRI 59–59

https://4kwallpapers.com/call-of-duty:-modern-warfare-2
https://4kwallpapers.com/call-of-duty:-modern-warfare-ii

🔴 neon, sunset, comet 100% avg similarity · ACRI 67–67

https://4kwallpapers.com/ultrawide-monitor-3440-wallpapers/
https://4kwallpapers.com/ultrawide-monitor-hd-wallpapers/

🔴 dual, also, edition 99% avg similarity · ACRI 62–62

https://4kwallpapers.com/black-dark/triumph-street-24639.html
https://4kwallpapers.com/black-dark/triumph-street-24642.html

🔴 video, game, spiritborn 99% avg similarity · ACRI 59–59

https://4kwallpapers.com/diablo-iv
https://4kwallpapers.com/diablo

🔴 full, zhang, download 99% avg similarity · ACRI 62–62

https://4kwallpapers.com/abstract/windows-11-blue-17272.html
https://4kwallpapers.com/abstract/blue-abstract-17317.html

🔴 background, united, privacy 99% avg similarity · ACRI 59–59

https://4kwallpapers.com/cristiano-ronaldo
https://4kwallpapers.com/cr7-wallpapers/

🔴 morales, action, marvel 98% avg similarity · ACRI 59–59

https://4kwallpapers.com/marvel's-spider%E2%80%93man-2
https://4kwallpapers.com/marvel's-spider%E2%80%93man

🔴 background, original, game 98% avg similarity · ACRI 62–62

https://4kwallpapers.com/games/wuthering-waves-8k-19534.html
https://4kwallpapers.com/games/wuthering-waves-19520.html
https://4kwallpapers.com/games/wuthering-waves-19487.html

Cannibalization occurs when multiple pages target the same semantic space (>92% cosine similarity). AI models pick one authoritative page and ignore duplicates — the losing page gets zero citations. Merging or differentiating cannibalizing pages is the highest-ROI fix for most sites.

Get a full merge/redirect plan for all 34 cannibalizing pairs

Unlock Merge Recommendations →

🧬

Entity Knowledge Gap Analysis

7 MISSING 0% COVERAGE

✅ Extracted from Content (10)

Go 3463× 100% REST 250× 9% SSO 57× 4% Vue 36× 1% Stripe 24× 1% Angular 16× 1% Azure 6× 0% Rust 2× 0% Jira 2× 0% AWS 1× 0%

📋 Declared in JSON-LD (0)

No JSON-LD entities declared

⚠️ 7 entities mentioned in content but missing from structured data:

Go REST SSO Vue Stripe Angular Azure

Each missing entity is a lost opportunity for rich snippet inclusion and AI knowledge graph integration.

Schema Coverage: 0 declared vs 10 extracted — 0% coverage Entities with <100% coverage create knowledge graph blind spots for AI systems

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to 4kwallpapers.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": "4kwallpapers",
  "url": "https://4kwallpapers.com",
  "logo": "https://4kwallpapers.com/assets/favicon.ico",
  "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": "4kwallpapers",
  "url": "https://4kwallpapers.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://4kwallpapers.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>

Reduce Token Bloat

Medium Impact ⏱ 1–2 hrs

Only 7% 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 4kwallpapers?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what 4kwallpapers does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does 4kwallpapers work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with 4kwallpapers."
      }
    }
  ]
}
</script>

📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for 4kwallpapers.com:

Current Score

Projected Score

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).

📄 Generate llms.txt 📊 Export JSON Data 📸 Download Visual

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

Is this your company?

Monitor your AI visibility score weekly and get alerted when changes happen.

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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

Orphans & Hubs

Deep Audit sections

Content Quality

Thin/duplicate tracking

Open My Site report → Open Self-Diffing incidents → Open History timeline →

🕒 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

Why 4kwallpapers.com ranks here

Fastest improvements

JavaScript Rendering Check

Traditional SEO

📝 Title Tag

📋 Meta Description

🔤 Heading Hierarchy

🔍 Indexability

🌐 Social / OpenGraph

AI Readiness / GEO

Citation Alternatives

Hallucination Risk

Hallucination Risk Assessment

🤖 Bot Access Matrix

👻 Rendering (Ghost Ratio) Docs

📊 Structure & Information Density Docs

🏷️ Schema Health Docs

Schema Coverage Map

📐 AI Efficiency Metrics Docs

Token Bloat Research

Multimodal Readiness

TDM Rights

🔥 Structural Entropy Check Research

🔬 AI-Crawler Simulation

📐 Semantic Structure

🧩 Content Chunks

🤖 What Each Bot Sees

AI Answer Preview

🔧 Tech Stack

Performance & Speed

⏱️ Time to First Byte

📦 Page Weight

🗄️ Cache & CDN

🔬 Tracker Tax

Architecture & Trust

🗺️ Sitemap & Robots

🔗 Linking

🔒 Security & Trust

♿ Accessibility Signals

🏅 AI-Verified Trust Badge

� Deep Crawl Analysis 1000 pages · Deep-10

🔌 API Access

🔗 Similar saas Sites

Rendering Drop-Off by Depth

Deep Architecture Health & Equity Distribution

Semantic Cannibalization

Entity Knowledge Gap Analysis

Remediation Patches

Projected Impact

📧 Get your full report data

📋 Data Export

Is this your company?

🧭 Self-Diffing (Private Layer)

🕒 History

📚 Research & Documentation