poisknews.ru 59 D
🛡️ SEO 38 🤖 GEO 76 ⚡ Perf 34 🏗️ Arch 83
Radar → Domains → poisknews.ru

poisknews.ru — Global SEODiff Score 59/100

poisknews.ru
📊

The AI-Readiness profile for poisknews.ru is strong: an ACRI of 75/100 places it ahead of 81% of domains in the index. In the infrastructure sector, poisknews.ru outperforms the average (57), suggesting strong competitive positioning in AI search. Its server-rendered architecture ensures AI crawlers receive complete HTML on first request, a key advantage for extractability. A tight 3.1× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. The site includes 2 schema blocks, providing adequate structured data for basic entity recognition. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

59
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Performance (34) has the most room for improvement.
🎯 Top Fix: Fix title tag length → +3 pts
38
🛡️ Traditional SEO
76
🤖 AI Readiness
34
⚡ Performance
83
🏗️ Architecture
🔬 Automated SEODiff Assessment · Snapshot: Mar 19, 2026 · 📋 API
📈 ACRI Trend 25 snapshots
Feb 22 Mar 19
🔔 Recent AI Indexing Activity
🔄 Mar 19 Content change detected
Does your site score higher than poisknews.ru?
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)38 × 0.25 = 9.5
🤖 AI Readiness / GEO (40% weight)76 × 0.40 = 30.4
⚡ Performance (20% weight)34 × 0.20 = 6.8
🏗️ Architecture & Trust (15% weight)83 × 0.15 = 12.4
Weighted sum = 9.5 + 30.4 + 6.8 + 12.4
Global SEODiff Score = 59 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
22
Structure
avg 35
44
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #20472
+17 pts
Gap
AI (ACRI)
Top 19%
Score 75/100

poisknews.ru 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 poisknews.ru ranks here

Tech stackWordPress
Industryinfrastructure
RenderingSSR
Schema coverage2 blocks
Token bloat3.1×

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…
See other WordPress sites → infrastructure industry → Full leaderboard → Domain A–Z →
🛡️

Traditional SEO

38/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

80 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

353 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 25
  • ✗ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Поиск — новости науки и техники
  • ✓ og:description — Новости науки в России и за рубежом, включая медицину и технологии. А также аналитические статьи, аудио - и видеолекции, интервью, помогающие лучше понять процессы, происходящие в научной сфере
  • ✓ 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

76/100 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 infrastructure sector, safely.co.jp (ACRI: 90) 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 →
poisknews.ru
58
Your ACRI Score
→
safely.co.jp
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 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 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 22/100 — Low
Structured Elements 114 elements (114 lists, 0 rows, 0 headers)
Total Words7990
Raw Density1.4%
💡Low structure score (22/100). Your content appears as a wall of text with few structured HTML elements. You have 114 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ Schema Health Docs

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

Schema Coverage Map

3/7 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.

📐 AI Efficiency Metrics Docs

63
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability63/100 — AI models can partially extract answers from this page
Crawl CostMedium (65/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

32%
🗑️ 68%
Useful Content (110.7 KB)Bloat (228.7 KB)
Token Bloat Ratio3.1× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage29 / 29 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

48 Entropy
Fair Token Bloat: Medium
Noise Ratio: 67.4% · SNR: 0.48 · Signal: 28335 / Noise: 58554 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…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of poisknews.ru 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
This portal provides up-to-date news and information about science and technology in Russia and abroad, targeting researchers, educators, and policymakers.
Target Audience
Researchers, university faculty, government officials, NGOs, and science communicators.
Pricing Model
Subscription-based, with options for individual and organizational access.
🏆 Competitive Moat
Unique blend of journalistic expertise, scientific content, and media partnerships, focusing on Russian science and technology.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
Domain name: POISKNEWS.RUMultilingual content (Russian, English)
⚡ Key Pain Points
• Limited digital integration beyond basic website functionality
• Lack of a dedicated mobile app
Analyzed by SEODiff AI · 2026-03-01

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
ServerApache/2.4.46 (Unix) PHP/8.2.15
CDN—
HTTP Status200
Load Time4020 ms
Raw HTML Size339.4 KB
Visible Text Size110.7 KB
⚡

Performance & Speed

34/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

4020 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1263
DOM nodes
339 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=604800
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

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

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

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

🏗️

Architecture & Trust

83/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://poisknews.ru/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

114
internal links
21
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 → ru-RU
  • ✓ 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 58/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for poisknews.ru
Pending Audit — score below 80 threshold 
<a href="https://seodiff.io/radar/domains/poisknews.ru" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=poisknews.ru" 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 82 pages · Deep-10

Homepage ACRI
58
Single-page score
-3
Consistent readability
Δ delta
Site-Wide ACRI
56
Avg across 82 pages · Range 0–72
Total Words
67927
Avg Bloat
41.6×
Page Type ACRI Token Bloat Words Status
https://poisknews.ru/v-rossii/doroga-v-doktora-otvechat-za-ee-funkczionirovanie-predstoit-i-vak-i-ran-i-mon/
Дорога в доктора… Отвечать за ее функционирование предстоит и ВАК, и РАН, и МОНДорога в доктора… Отвечать за ее функционирование предстоит и ВАК, и РАН, и МОН
 other 72 20.0× 2132 ✓
https://poisknews.ru/ran/observatoriya-spektr-rg-pyat-let-na-orbite/
Обсерватория «СПЕКТР – РГ». Пять лет на орбите.Обсерватория «СПЕКТР – РГ». Пять лет на орбите.
 other 67 25.8× 1615 ✓
https://poisknews.ru/iskusstvennyj-intellekt/obnaruzhit-ras-s-95-tochnostyu-nejroset-nauchili-vyyavlyat-autizm-u-detej/
Обнаружит РАС с 95% точностью. Нейросеть научили выявлять аутизм у детейОбнаружит РАС с 95% точностью. Нейросеть научили выявлять аутизм у детей
 other 67 27.8× 1497 ✓
https://poisknews.ru/tehnologii/tehnologiya-czifrovyh-dvojnikov-sozdan-istochnik-besperebojnogo-pitaniya-dlya-elektrosnabzheniya-arkticheskoj-zony/
Технология «цифровых двойников». Создан источник бесперебойного питания для электроснабжения Арктической зоныТехнология «цифровых двойников». Создан источник бесперебойного питания для электроснабжения Арктической зоны
 other 67 33.1× 1238 ✓
https://poisknews.ru/iskusstvennyj-intellekt/mikroorkestr-paryashhih-kapel-uchenye-nauchili-nejroset-sozdavat-dzhazovuyu-muzyku-iz-oblaka-kapel/
Микрооркестр парящих капель. Ученые научили нейросеть создавать джазовую музыку из облака капельМикрооркестр парящих капель. Ученые научили нейросеть создавать джазовую музыку из облака капель
 other 67 30.3× 1343 ✓
https://poisknews.ru/kosmos/start-v-koncze-goda-sozdan-nanosputnik-s-samym-ostrym-v-rossii-giperspektralnym-zreniem/
Старт в конце года. Создан наноспутник с самым острым в России гиперспектральным «зрением»Старт в конце года. Создан наноспутник с самым острым в России гиперспектральным «зрением»
 pricing 67 24.8× 1687 💰 Pricing
https://poisknews.ru/genetika/perspektivnaya-tehnologiya-razrabotan-metod-oczenki-pobochnyh-effektov-car-terapii-onkologicheskih-zabolevanij/
Перспективная технология. Разработан метод оценки побочных эффектов CAR-терапии онкологических заболеванийПерспективная технология. Разработан метод оценки побочных эффектов CAR-терапии онкологических заболеваний
 docs 67 24.5× 1727 ✓
https://poisknews.ru/obrazovanie/okonchen-priem-na-byudzhetnye-mesta-minobrnauki-vuzy-uchastniki-pilotnogo-proekta-zavershili-priem/
Окончен прием на бюджетные места. Минобрнауки: вузы — участники пилотного проекта завершили приемОкончен прием на бюджетные места. Минобрнауки: вузы — участники пилотного проекта завершили прием
 other 67 23.4× 1802 ✓
https://poisknews.ru/iskusstvennyj-intellekt/unikalnaya-metodika-uchenye-razrabotali-matematicheskuyu-model-gidrodinamicheskoj-kavitaczii/
Уникальная методика. Ученые разработали математическую модель гидродинамической кавитацииУникальная методика. Ученые разработали математическую модель гидродинамической кавитации
 other 67 20.1× 2170 ✓
https://poisknews.ru/psihologiya/strahi-severyan-speczialisty-izuchili-czennosti-i-problemy-korennyh-narodov-kamchatki/
Страхи северян. Специалисты изучили ценности и проблемы коренных народов КамчаткиСтрахи северян. Специалисты изучили ценности и проблемы коренных народов Камчатки
 other 64 45.2× 880 ✓
https://poisknews.ru/tehnologii/proekt-gorizont-bpla-novogo-pokoleniya-dlya-spasatelnyh-operaczij/
Проект «Горизонт». БПЛА нового поколения для спасательных операцийПроект «Горизонт». БПЛА нового поколения для спасательных операций
 other 64 67.9× 567 ✓
https://poisknews.ru/tehnologii/novyj-metod-v-mgu-razrabotan-sposob-razdeleniya-gazovyh-smesej/
Новый метод. В МГУ разработан способ разделения газовых смесейНовый метод. В МГУ разработан способ разделения газовых смесей
 other 64 49.8× 786 ✓
https://poisknews.ru/obrazovanie/dlya-molodyh-uchenyh-aspiranturu-v-oblasti-iskusstvennogo-intellekta-i-granty-predostavyat-yandeks-niu-vshe-i-itmo/
Для молодых ученых. Аспирантуру в области искусственного интеллекта и гранты предоставят Яндекс, НИУ ВШЭ и ИТМОДля молодых ученых. Аспирантуру в области искусственного интеллекта и гранты предоставят Яндекс, НИУ ВШЭ и ИТМО
 other 64 35.4× 1147 ✓
https://poisknews.ru/tehnologii/povyshenie-plotnosti-potoka-dannyh-razrabotka-uchenyh-sgtu-uluchshit-rabotu-setej/
Повышение плотности потока данных. Разработка ученых СГТУ улучшит работу сетейПовышение плотности потока данных. Разработка ученых СГТУ улучшит работу сетей
 other 64 55.8× 701 ✓
https://poisknews.ru/v-rossii/trassy-s-optovoloknom-povysit-kachestvo-dorozhnogo-pokrytiya-pomogut-uchenye/
Трассы с оптоволокном. Повысить качество дорожного покрытия помогут ученыеТрассы с оптоволокном. Повысить качество дорожного покрытия помогут ученые
 other 64 46.3× 851 ✓
https://poisknews.ru/himiya/ekologichnye-tehnologii-uchenye-pnipu-sozdayut-kirpichi-iz-promyshlennyh-othodov/
Экологичные технологии. Ученые ПНИПУ создают кирпичи из промышленных отходовЭкологичные технологии. Ученые ПНИПУ создают кирпичи из промышленных отходов
 other 64 51.5× 763 ✓
https://poisknews.ru/ekspediczii/plavuchij-universitet-otpravilsya-v-arktiku-studenty-i-uchenye-issleduyut-kontinentalnyj-sklon/
Плавучий университет отправился в Арктику. Студенты и ученые исследуют континентальный склонПлавучий университет отправился в Арктику. Студенты и ученые исследуют континентальный склон
 other 64 46.0× 853 ✓
https://poisknews.ru/arheologiya/studenty-obnaruzhili-v-uzbekistane-keramiku-i-steklo-x-veka/
Студенты обнаружили в Узбекистане керамику и стекло X векаСтуденты обнаружили в Узбекистане керамику и стекло X века
 other 64 39.9× 991 ✓
https://poisknews.ru/energetika/iskusstvennoe-solncze-fasadnaya-elektrostancziya-budet-davat-svet-v-12-etazhnom-zdanii/
Искусственное солнце. Фасадная электростанция будет давать свет в 12-этажном зданииИскусственное солнце. Фасадная электростанция будет давать свет в 12-этажном здании
 other 64 31.8× 1263 ✓
https://poisknews.ru/nauchnaya-politika/farmakologiya-genetika-pishhevaya-industriya-na-baze-vivariya-uchenye-skfu-rasshiryayut-mediko-biologicheskie-issledovaniya/
Фармакология, генетика, пищевая индустрия. На базе вивария ученые СКФУ расширяют медико-биологические исследованияФармакология, генетика, пищевая индустрия. На базе вивария ученые СКФУ расширяют медико-биологические исследования
 other 64 43.6× 926 ✓
Showing 20 of 82 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
/tehnologii/ 14 64 0% 51.9× High JS Bloat
/obrazovanie/ 5 62 0% 47.1× High JS Bloat
/mediczina/ 5 64 0% 49.0× High JS Bloat
/v-rossii/ 4 66 0% 44.8× High JS Bloat
/biotehnologiya/ 4 64 0% 48.3× High JS Bloat
/psihologiya/ 3 64 0% 42.8× High JS Bloat
/iskusstvennyj-intellekt/ 3 67 0% 26.1× High JS Bloat
/geologiya/ 3 64 0% 49.7× High JS Bloat
/ran/ 3 65 0% 36.1× High JS Bloat
/biologiya/ 3 64 0% 44.6× High JS Bloat
/fizika/ 2 58 0% 64.5× Bot Blocked
/nauchnaya-politika/ 2 64 0% 41.7× High JS Bloat
/biohimiya/ 2 62 0% 69.9× Bot Blocked
/himiya/ 2 64 0% 53.7× High JS Bloat
/ekspediczii/ 2 64 0% 40.9× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 82 pages
dzen.ru ×72
new.ras.ru ×72
xn--80aa3ak5a.xn--p1ai ×72
t.me ×72
vk.com ×72
telespectr.ru ×70
uni.unisender.hse.ru ×2
rscf.ru ×2
🔄 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/poisknews.ru

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

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📊 Semantic Share of Voice

How often would an AI cite poisknews.ru 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 poisknews.ru. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for poisknews.ru:

Current Score
75
Projected Score
78
Improvement
+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).

📄 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).

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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
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
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
Free Deep Audit → GSC Error Guide →

📚 Research & Documentation

🔬
The Science of ACRI
Methodology behind the AI-Crawler Reality Index scoring model.
🚨
Hallucination Risk Study
How poor crawl access increases AI fabrication rates by 3.5×.
🔥
Structural Entropy Paper
The median web page wastes 55% of tokens on noise. Here's the data.
🧪
Extraction Lab Paper
Causal evidence that semantic HTML structure increases AI extraction accuracy.
📖
Documentation Hub
Metrics definitions, fix guides, and API reference for CI/CD integration.
🛠️
Free Tools
llms.txt generator, hallucination checker, entropy audit, and more.