URL analisado
https://www.usefulainews.com/
Medido há 18 horas
Pontuação AI-Ready
Bom
de 100
Poupança de tokens
Desdobramento da pontuação
Protocolos emergentes
2 de 6 detetadosEndpoints well-known que os agentes de IA procuram. Detetado significa que um agente pode descobrir e conectar-se automaticamente ao seu serviço.
-
OAuth Protected Resource RFC 9728
/.well-known/oauth-protected-resource- resource: https://www.usefulainews.com/wp-json/mcp/mcp-oauth-server
- 1 authorization server(s)
-
OAuth Discovery RFC 8414
/.well-known/oauth-authorization-server- issuer: https://www.usefulainews.com
- token_endpoint: https://www.usefulainews.com/oauth/token
- 2 grant type(s)
-
MCP Server Card SEP-1649 draft
/.well-known/mcp/server-card.json -
A2A Agent Card A2A v1.0
/.well-known/agent-card.json -
API Catalog RFC 9727
/.well-known/api-catalog -
Agent Skills index Discovery RFC v0.2.0 draft
/.well-known/agent-skills/index.json
Isto não fica quieto. A monitorização ainda não existe: junte-se à lista e avisamos quando estiver.
Está na lista! Notificá-lo-emos quando estiver disponível.
O que medimos Main content starts at 62% of HTML
O conteúdo principal aparece tarde no documento HTML. Os agentes de IA podem dar mais peso a conteúdo que aparece mais cedo.
Como implementar
Reestruture o seu HTML para que o conteúdo <main> ou <article> apareça antes das barras laterais e conteúdo suplementar.
O que medimos No Markdown for Agents support detected
O seu site não suporta Markdown for Agents. Este padrão Cloudflare permite que agentes de IA solicitem conteúdo em formato markdown, reduzindo o uso de tokens em ~80%.
Como implementar
Implemente um ou mais: (1) Responder a Accept: text/markdown com conteúdo markdown. (2) Servir URLs .md (ex: /pagina.md). (3) Adicionar tags <link rel="alternate" type="text/markdown">. (4) Adicionar cabeçalhos HTTP Link para descoberta markdown.
O que medimos Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)
A sua página tem um baixo rácio de conteúdo real em relação ao HTML total. Grande parte do peso da página é markup, scripts ou estilos em vez de conteúdo.
Como implementar
Mova CSS para folhas de estilo externas, remova estilos inline, minimize JavaScript e garanta que o HTML se foca na estrutura do conteúdo.
O que medimos No llms.txt found
O seu site não tem um ficheiro llms.txt. Este é o padrão emergente para ajudar agentes de IA a compreender a estrutura do seu site.
Como implementar
Crie um ficheiro /llms.txt seguindo a especificação llmstxt.org. Inclua uma descrição do site e links para as suas páginas principais.
O que medimos 2/3 OG tags present
Tags Open Graph em falta ou incompletas. As tags OG ajudam os agentes de IA (e plataformas sociais) a compreender o título, descrição e imagem da sua página.
Como implementar
Adicione meta tags og:title, og:description e og:image ao <head> da sua página.
O que medimos 21/429 elements with inline styles (4.9%)
Muitos elementos têm atributos de estilo inline. Estes adicionam ruído para agentes de IA que extraem conteúdo.
Como implementar
Mova todos os estilos inline para classes CSS na sua folha de estilos. Use frameworks CSS utilitários como Tailwind se precisar de muitos estilos únicos.
- 
## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)
Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.
- Every Tuesday at 6 AM ET
## The Tuesday Intelligence Dispatch
Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.
Empirical Latency Audits Verified by Experts
Strictly no spam. 1-click unsubscribe anytime.
- 
## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)
Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.
- 
## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)
GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.
- 
## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)
A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.
- 
## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)
As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.
- 
## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)
Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.
- 
## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)
OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.
- 
## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)
Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.
- 
## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)
Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.
- 
## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)
Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.
- 
## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)
Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…
- 
## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)
CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…
Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture [Skip to content](https://www.usefulainews.com/#wp--skip-link--target)
Useful AI News • Independent AI Benchmarks & Intelligence
Tuesday Dispatch • Volume 2026.09
[Useful AI News.](https://www.usefulainews.com/)
[Subscribe](https://www.usefulainews.com/#uai-subscribe-section)
[Get Weekly Dispatch →](https://www.usefulainews.com/#uai-subscribe-section)
# Latest AI Intelligence
Independent benchmarks, architectural audits, and empirical research.
- 
[AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)
## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)
Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.
September 3, 2026
- Every Tuesday at 6 AM ET
## The Tuesday Intelligence Dispatch
Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.
Empirical Latency Audits Verified by Experts
Get Free Dispatch
Strictly no spam. 1-click unsubscribe anytime.
✓ Added to Dispatch
### You’re all set!
Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.
- 
[AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)
## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)
Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.
September 3, 2026
- 
[AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)
## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)
GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.
September 3, 2026
- 
[AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)
## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)
A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.
September 3, 2026
- 
[AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)
## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)
As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.
September 3, 2026
- 
[AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)
## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)
Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.
September 3, 2026
- 
[Frontier Models](https://www.usefulainews.com/topic/frontier-models/)
## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)
OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.
September 3, 2026
- 
[Frontier Models](https://www.usefulainews.com/topic/frontier-models/)
## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)
Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.
September 3, 2026
- 
[Frontier Models](https://www.usefulainews.com/topic/frontier-models/)
## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)
Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.
September 3, 2026
- 
[Industry Strategy & Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)
## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)
Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.
September 3, 2026
- 
[AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)
## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)
Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…
September 3, 2026
- 
[AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)
## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)
CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…
September 3, 2026
## The Tuesday Intelligence Dispatch
Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews, and rigorous technical verification.
Every Tuesday at 6 AM ET ✓ Empirical Latency & Cost Audits ✓ Tested in Real Environments ✓ Verified by Experts
Get Free Dispatch
Strictly no spam. We never share your data. 1-click unsubscribe anytime.
✓ Added to Dispatch
### You’re all set!
Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.
Carregue este ficheiro como /index.md no seu servidor para que os agentes de IA possam aceder a uma versão limpa da sua página. Também pode configurar a negociação de conteúdo Accept: text/markdown para o servir automaticamente.
llms.txt gerado para esta página individual
# Useful AI News > Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture ## Main - [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture - [About Useful AI News](https://www.usefulainews.com/about/) - [Frontier Models](https://www.usefulainews.com/topic/frontier-models/) - [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/) - [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/) - [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/) - [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/) - [Sitemap & Directory](https://www.usefulainews.com/sitemap/) - [Next Page→](https://www.usefulainews.com/?query-page=2) - [RSS 2.0 Feed](https://www.usefulainews.com/feed/) ## Legal - [Terms of Service](https://www.usefulainews.com/terms/) - [Privacy Policy](https://www.usefulainews.com/privacy/) ## Support - [News Tips & Contact](https://www.usefulainews.com/contact/)
O llms.txt completo requer análise de todo o domínio (em breve)
Carregue este ficheiro como https://www.usefulainews.com/llms.txt na raiz do seu domínio. Agentes de IA como ChatGPT, Claude e Perplexity verificam este ficheiro para compreender a estrutura do seu site.
Acessibilidade
Content available without JavaScript
Main content starts at 62% of HTML
Page size: 136KB
Descobribilidade IA
All major AI search bots allowed
Sitemap found
robots.txt exists
No llms.txt found
Dados Estruturados
JSON-LD found: CollectionPage, BreadcrumbList, WebSite, Organization
2/3 OG tags present
Meta description: 70 chars
Canonical URL present
lang="en-US"
HTML Semântico
Clean heading hierarchy
Has <main>
33 semantic elements, 87 divs (ratio: 28%)
12/12 images with meaningful alt text
Avg div depth: 2.4, max: 4
Eficiência de conteúdo
96% token reduction (HTML→Markdown)
Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)
HTML size: 136KB
21/429 elements with inline styles (4.9%)
{
"url": "https://www.usefulainews.com/",
"timestamp": 1788455878611,
"fetch": {
"mode": "simple",
"timeMs": 456,
"htmlSizeBytes": 139176,
"supportsMarkdown": false,
"markdownAgents": {
"contentNegotiation": false,
"mdUrl": {
"found": false,
"url": null
},
"linkTag": {
"found": false,
"url": null
},
"linkHeader": {
"found": false,
"url": null
},
"responseHeaders": {
"contentSignal": null,
"xMarkdownTokens": null,
"vary": null
},
"frontmatter": {
"present": false,
"fields": [],
"level": "none"
},
"level": "none"
},
"statusCode": 200
},
"extraction": {
"title": "Useful AI News",
"excerpt": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"byline": null,
"siteName": "Useful AI News",
"lang": "en-US",
"contentLength": 3926,
"metadata": {
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"ogTitle": "Useful AI News",
"ogDescription": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"ogImage": null,
"ogType": "website",
"canonical": "https://www.usefulainews.com/",
"lang": "en-US",
"schemas": [
{
"@type": "CollectionPage",
"@id": "https://www.usefulainews.com/",
"url": "https://www.usefulainews.com/",
"name": "Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"isPartOf": {
"@id": "https://www.usefulainews.com/#website"
},
"about": {
"@id": "https://www.usefulainews.com/#organization"
},
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"breadcrumb": {
"@id": "https://www.usefulainews.com/#breadcrumb"
},
"inLanguage": "en-US"
},
{
"@type": "BreadcrumbList",
"@id": "https://www.usefulainews.com/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.usefulainews.com/#website",
"url": "https://www.usefulainews.com/",
"name": "Useful AI News",
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"publisher": {
"@id": "https://www.usefulainews.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.usefulainews.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.usefulainews.com/#organization",
"name": "Useful AI News",
"url": "https://www.usefulainews.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.usefulainews.com/#/schema/logo/image/",
"url": "https://www.usefulainews.com/wp-content/uploads/2026/09/useful-ai-news.png",
"contentUrl": "https://www.usefulainews.com/wp-content/uploads/2026/09/useful-ai-news.png",
"width": 512,
"height": 512,
"caption": "AI News"
},
"image": {
"@id": "https://www.usefulainews.com/#/schema/logo/image/"
},
"alternateName": "UsefulAINews"
}
],
"robotsMeta": "index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1",
"author": null,
"generator": "WP Rocket 3.23.3.3",
"markdownAlternateHref": null
}
},
"markdown": "- \n\n ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)\n\n Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.\n\n- Every Tuesday at 6 AM ET\n\n ## The Tuesday Intelligence Dispatch\n\n Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.\n\n Empirical Latency Audits Verified by Experts\n\n Strictly no spam. 1-click unsubscribe anytime.\n\n- \n\n ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)\n\n Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.\n\n- \n\n ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)\n\n GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.\n\n- \n\n ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)\n\n A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.\n\n- \n\n ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)\n\n As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.\n\n- \n\n ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)\n\n Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.\n\n- \n\n ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)\n\n OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.\n\n- \n\n ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)\n\n Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.\n\n- \n\n ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)\n\n Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.\n\n- \n\n ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)\n\n Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.\n\n- \n\n ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)\n\n Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…\n\n- \n\n ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)\n\n CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…\n",
"fullPageMarkdown": "Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture [Skip to content](https://www.usefulainews.com/#wp--skip-link--target)\n\nUseful AI News • Independent AI Benchmarks & Intelligence\n\nTuesday Dispatch • Volume 2026.09\n\n[Useful AI News.](https://www.usefulainews.com/)\n\n[Subscribe](https://www.usefulainews.com/#uai-subscribe-section)\n\n[Get Weekly Dispatch →](https://www.usefulainews.com/#uai-subscribe-section)\n\n# Latest AI Intelligence\n\nIndependent benchmarks, architectural audits, and empirical research.\n\n- \n\n [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n\n ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)\n\n Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.\n\n September 3, 2026\n\n- Every Tuesday at 6 AM ET\n\n ## The Tuesday Intelligence Dispatch\n\n Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.\n\n Empirical Latency Audits Verified by Experts\n\n Get Free Dispatch\n\n Strictly no spam. 1-click unsubscribe anytime.\n\n ✓ Added to Dispatch\n\n ### You’re all set!\n\n Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.\n\n- \n\n [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n\n ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)\n\n Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.\n\n September 3, 2026\n\n- \n\n [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)\n\n GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.\n\n September 3, 2026\n\n- \n\n [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)\n\n A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.\n\n September 3, 2026\n\n- \n\n [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)\n\n As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.\n\n September 3, 2026\n\n- \n\n [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)\n\n Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.\n\n September 3, 2026\n\n- \n\n [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)\n\n OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.\n\n September 3, 2026\n\n- \n\n [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)\n\n Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.\n\n September 3, 2026\n\n- \n\n [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)\n\n Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.\n\n September 3, 2026\n\n- \n\n [Industry Strategy & Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n\n ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)\n\n Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.\n\n September 3, 2026\n\n- \n\n [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)\n\n ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)\n\n Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…\n\n September 3, 2026\n\n- \n\n [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)\n\n ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)\n\n CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…\n\n September 3, 2026\n\n## The Tuesday Intelligence Dispatch\n\nEmpirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews, and rigorous technical verification.\n\nEvery Tuesday at 6 AM ET ✓ Empirical Latency & Cost Audits ✓ Tested in Real Environments ✓ Verified by Experts\n\nGet Free Dispatch\n\nStrictly no spam. We never share your data. 1-click unsubscribe anytime.\n\n✓ Added to Dispatch\n\n### You’re all set!\n\nStay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.\n",
"markdownStats": {
"images": 24,
"links": 24,
"tables": 0,
"codeBlocks": 0,
"headings": 13
},
"tokens": {
"htmlTokens": 38714,
"markdownTokens": 1612,
"reduction": 37102,
"reductionPercent": 96
},
"score": {
"score": 81,
"grade": "B",
"rubricVersion": 3,
"dimensions": {
"accessibility": {
"score": 81,
"weight": 30,
"grade": "B",
"checks": {
"content_without_js": {
"score": 100,
"weight": 55,
"evidence": "proven",
"details": "Content available without JavaScript"
},
"fast_content_position": {
"score": 25,
"weight": 25,
"evidence": "plausible",
"details": "Main content starts at 62% of HTML"
},
"reasonable_page_size": {
"score": 100,
"weight": 20,
"evidence": "plausible",
"details": "Page size: 136KB"
}
}
},
"aiDiscoverability": {
"score": 68,
"weight": 25,
"grade": "C",
"checks": {
"robots_allows_ai_bots": {
"score": 100,
"weight": 35,
"evidence": "proven",
"details": "All major AI search bots allowed"
},
"supports_markdown_negotiation": {
"score": 0,
"weight": 20,
"evidence": "plausible",
"details": "No Markdown for Agents support detected"
},
"has_sitemap": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "Sitemap found"
},
"has_robots_txt": {
"score": 100,
"weight": 10,
"evidence": "plausible",
"details": "robots.txt exists"
},
"has_llms_txt": {
"score": 0,
"weight": 10,
"evidence": "speculative",
"details": "No llms.txt found"
},
"has_content_signals": {
"score": 80,
"weight": 10,
"evidence": "speculative",
"details": "robots.txt: search=yes, ai-input=yes, ai-train=yes | Policy included",
"mechanisms": {
"robotsTxt": true,
"httpHeader": false,
"policy": true
}
}
}
},
"structuredData": {
"score": 93,
"weight": 20,
"grade": "A",
"checks": {
"has_schema_org": {
"score": 100,
"weight": 35,
"evidence": "proven",
"details": "JSON-LD found: CollectionPage, BreadcrumbList, WebSite, Organization"
},
"has_open_graph": {
"score": 67,
"weight": 20,
"evidence": "plausible",
"details": "2/3 OG tags present"
},
"has_meta_description": {
"score": 100,
"weight": 20,
"evidence": "plausible",
"details": "Meta description: 70 chars"
},
"has_canonical_url": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "Canonical URL present"
},
"has_lang_attribute": {
"score": 100,
"weight": 10,
"evidence": "plausible",
"details": "lang=\"en-US\""
}
}
},
"semanticHtml": {
"score": 98,
"weight": 15,
"grade": "A",
"checks": {
"proper_heading_hierarchy": {
"score": 100,
"weight": 30,
"evidence": "plausible",
"details": "Clean heading hierarchy"
},
"uses_article_or_main": {
"score": 100,
"weight": 25,
"evidence": "plausible",
"details": "Has <main>"
},
"semantic_elements": {
"score": 92,
"weight": 20,
"evidence": "plausible",
"details": "33 semantic elements, 87 divs (ratio: 28%)"
},
"meaningful_alt_texts": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "12/12 images with meaningful alt text"
},
"low_div_nesting": {
"score": 100,
"weight": 10,
"evidence": "speculative",
"details": "Avg div depth: 2.4, max: 4"
}
}
},
"contentEfficiency": {
"score": 61,
"weight": 10,
"grade": "C",
"checks": {
"token_reduction_ratio": {
"score": 100,
"weight": 40,
"evidence": "speculative",
"details": "96% token reduction (HTML→Markdown)"
},
"content_to_noise_ratio": {
"score": 0,
"weight": 30,
"evidence": "speculative",
"details": "Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)"
},
"reasonable_page_weight": {
"score": 80,
"weight": 20,
"evidence": "speculative",
"details": "HTML size: 136KB"
},
"minimal_inline_styles": {
"score": 50,
"weight": 10,
"evidence": "speculative",
"details": "21/429 elements with inline styles (4.9%)"
}
}
}
}
},
"recommendations": [
{
"id": "move_content_earlier",
"priority": "critical",
"category": "accessibility",
"titleKey": "rec.move_content_earlier.title",
"descriptionKey": "rec.move_content_earlier.description",
"howToKey": "rec.move_content_earlier.howto",
"howToStepKeys": null,
"effort": "moderate",
"estimatedImpact": 5.6,
"maxImpact": 7.5,
"evidence": "plausible",
"checkScore": 25,
"checkDetails": "Main content starts at 62% of HTML"
},
{
"id": "add_markdown_negotiation",
"priority": "critical",
"category": "aiDiscoverability",
"titleKey": "rec.add_markdown_negotiation.title",
"descriptionKey": "rec.add_markdown_negotiation.description",
"howToKey": "rec.add_markdown_negotiation.howto",
"howToStepKeys": null,
"effort": "significant",
"estimatedImpact": 5,
"maxImpact": 5,
"evidence": "plausible",
"checkScore": 0,
"checkDetails": "No Markdown for Agents support detected"
},
{
"id": "improve_content_ratio",
"priority": "high",
"category": "contentEfficiency",
"titleKey": "rec.improve_content_ratio.title",
"descriptionKey": "rec.improve_content_ratio.description",
"howToKey": "rec.improve_content_ratio.howto",
"howToStepKeys": null,
"effort": "moderate",
"estimatedImpact": 3,
"maxImpact": 3,
"evidence": "speculative",
"checkScore": 0,
"checkDetails": "Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)"
},
{
"id": "add_llms_txt",
"priority": "high",
"category": "aiDiscoverability",
"titleKey": "rec.add_llms_txt.title",
"descriptionKey": "rec.add_llms_txt.description",
"howToKey": "rec.add_llms_txt.howto",
"howToStepKeys": null,
"effort": "quick-win",
"estimatedImpact": 2.5,
"maxImpact": 2.5,
"evidence": "speculative",
"checkScore": 0,
"checkDetails": "No llms.txt found"
},
{
"id": "add_open_graph",
"priority": "medium",
"category": "structuredData",
"titleKey": "rec.add_open_graph.title",
"descriptionKey": "rec.add_open_graph.description",
"howToKey": "rec.add_open_graph.howto",
"howToStepKeys": null,
"effort": "quick-win",
"estimatedImpact": 1.3,
"maxImpact": 4,
"evidence": "plausible",
"checkScore": 67,
"checkDetails": "2/3 OG tags present"
},
{
"id": "remove_inline_styles",
"priority": "low",
"category": "contentEfficiency",
"titleKey": "rec.remove_inline_styles.title",
"descriptionKey": "rec.remove_inline_styles.description",
"howToKey": "rec.remove_inline_styles.howto",
"howToStepKeys": null,
"effort": "moderate",
"estimatedImpact": 0.5,
"maxImpact": 1,
"evidence": "speculative",
"checkScore": 50,
"checkDetails": "21/429 elements with inline styles (4.9%)"
}
],
"llmsTxtPreview": "# Useful AI News\n\n> Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n\n## Main\n- [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n- [About Useful AI News](https://www.usefulainews.com/about/)\n- [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n- [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n- [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n- [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n- [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/)\n- [Sitemap & Directory](https://www.usefulainews.com/sitemap/)\n- [Next Page→](https://www.usefulainews.com/?query-page=2)\n- [RSS 2.0 Feed](https://www.usefulainews.com/feed/)\n\n## Legal\n- [Terms of Service](https://www.usefulainews.com/terms/)\n- [Privacy Policy](https://www.usefulainews.com/privacy/)\n\n## Support\n- [News Tips & Contact](https://www.usefulainews.com/contact/)\n\n",
"llmsTxtExisting": null,
"emergingProtocols": {
"oauthProtectedResource": {
"exists": true,
"url": "https://www.usefulainews.com/.well-known/oauth-protected-resource",
"resource": "https://www.usefulainews.com/wp-json/mcp/mcp-oauth-server",
"authorizationServers": [
"https://www.usefulainews.com"
],
"scopesSupported": [
"mcp"
]
},
"oauthDiscovery": {
"exists": true,
"url": "https://www.usefulainews.com/.well-known/oauth-authorization-server",
"issuer": "https://www.usefulainews.com",
"authorizationEndpoint": "https://www.usefulainews.com/oauth/authorize",
"tokenEndpoint": "https://www.usefulainews.com/oauth/token",
"grantTypesSupported": [
"authorization_code",
"refresh_token"
],
"scopesSupported": [
"mcp"
]
},
"mcpServerCard": {
"exists": false,
"url": "https://www.usefulainews.com/.well-known/mcp/server-card.json",
"draft": true
},
"a2aAgentCard": {
"exists": false,
"url": "https://www.usefulainews.com/.well-known/agent-card.json"
},
"apiCatalog": {
"exists": false,
"url": "https://www.usefulainews.com/.well-known/api-catalog"
},
"agentSkills": {
"exists": false,
"url": "https://www.usefulainews.com/.well-known/agent-skills/index.json",
"draft": true
},
"count": 2,
"total": 6
},
"botAccess": {
"probed": true,
"bot": "OAI-SearchBot",
"controlStatus": 200,
"botStatus": 200,
"discriminates": false,
"refusedAsBot": false,
"edge": "Cloudflare",
"verifiable": false,
"detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
},
"snippets": [
{
"id": "add_llms_txt",
"title": "Create /llms.txt",
"description": "Upload this file to your web root. It tells AI agents what your site is about and which pages matter.",
"language": "markdown",
"code": "# Useful AI News\n\n> Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n\n## Main\n- [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n- [About Useful AI News](https://www.usefulainews.com/about/)\n- [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n- [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n- [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n- [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n- [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/)\n- [Sitemap & Directory](https://www.usefulainews.com/sitemap/)\n- [Next Page→](https://www.usefulainews.com/?query-page=2)\n- [RSS 2.0 Feed](https://www.usefulainews.com/feed/)\n\n## Legal\n- [Terms of Service](https://www.usefulainews.com/terms/)\n- [Privacy Policy](https://www.usefulainews.com/privacy/)\n\n## Support\n- [News Tips & Contact](https://www.usefulainews.com/contact/)\n\n",
"filename": "/llms.txt"
},
{
"id": "add_open_graph",
"title": "Add missing Open Graph tags",
"description": "Open Graph tags control how your page looks when shared on social media and how AI platforms preview your URL in answers.",
"language": "html",
"code": "<meta property=\"og:image\" content=\"https://yoursite.com/og-image.jpg\">\n<meta property=\"og:url\" content=\"https://www.usefulainews.com/\">\n<meta property=\"og:type\" content=\"website\">",
"filename": "<head>",
"stacks": [
{
"id": "html",
"label": "HTML <head>",
"language": "html",
"filename": "<head>",
"code": "<meta property=\"og:image\" content=\"https://yoursite.com/og-image.jpg\">\n<meta property=\"og:url\" content=\"https://www.usefulainews.com/\">\n<meta property=\"og:type\" content=\"website\">"
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// Quick Open Graph tags without a plugin (skip if Yoast / Rank Math is active)\nadd_action('wp_head', function () {\n if (!is_singular()) return;\n $post = get_queried_object();\n $title = get_the_title($post);\n $desc = get_the_excerpt($post) ?: wp_trim_words(strip_tags($post->post_content), 30);\n $image = get_the_post_thumbnail_url($post, 'large') ?: 'https://yoursite.com/og-image.jpg';\n $url = get_permalink($post);\n printf('<meta property=\"og:title\" content=\"%s\">' . \"\\n\", esc_attr($title));\n printf('<meta property=\"og:description\" content=\"%s\">' . \"\\n\", esc_attr($desc));\n printf('<meta property=\"og:image\" content=\"%s\">' . \"\\n\", esc_url($image));\n printf('<meta property=\"og:url\" content=\"%s\">' . \"\\n\", esc_url($url));\n echo '<meta property=\"og:type\" content=\"article\">' . \"\\n\";\n}, 5);"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "app/page.tsx",
"code": "// Next.js App Router — Metadata API\nimport type { Metadata } from 'next';\n\nexport const metadata: Metadata = {\n title: \"Useful AI News\",\n description: \"Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\",\n openGraph: {\n title: \"Useful AI News\",\n description: \"Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\",\n url: \"https://www.usefulainews.com/\",\n images: [\"https://yoursite.com/og-image.jpg\"],\n type: 'website',\n },\n};"
}
]
},
{
"id": "add_markdown_negotiation",
"title": "Support Markdown for Agents",
"description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
"language": "html",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
"filename": "<head>",
"stacks": [
{
"id": "html",
"label": "HTML <head>",
"language": "html",
"filename": "<head>",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
},
{
"id": "express",
"label": "Express",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n res.setHeader('Vary', 'Accept');\n res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n res.type('text/markdown; charset=utf-8');\n return res.send(renderMarkdown('page'));\n }\n res.render('page');\n});"
},
{
"id": "fastify",
"label": "Fastify",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n reply.header('Vary', 'Accept');\n reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n }\n return reply.view('/page.ejs');\n});"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "app/page/route.ts",
"code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n const accept = req.headers.get('accept') || '';\n if (accept.includes('text/markdown')) {\n return new Response(await renderMarkdown('page'), {\n headers: {\n 'Content-Type': 'text/markdown; charset=utf-8',\n 'Vary': 'Accept',\n },\n });\n }\n // Fall through to the page component\n return new Response(null, { status: 404 });\n}"
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n if (!is_singular()) return;\n $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n if (strpos($accept, 'text/markdown') === false) return;\n header('Content-Type: text/markdown; charset=utf-8');\n header('Vary: Accept');\n $post = get_queried_object();\n echo \"# \" . get_the_title($post) . \"\\n\\n\";\n echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n exit;\n});"
},
{
"id": "static",
"label": "Hugo / Jekyll / Astro",
"language": "txt",
"filename": "static/page.md",
"code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n# <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
}
]
}
]
}
Use a nossa API para obter isto programaticamente (em breve)
Este JSON é para uso interno — ao contrário dos ficheiros Markdown e llms.txt, não se destina a ser carregado no seu site. Guarde-o como referência para acompanhar a sua pontuação ao longo do tempo, partilhe-o com a sua equipa de desenvolvimento ou integre-o no seu pipeline CI/CD.
Partilhe os seus resultados
Ou peça a uma IA que o ajude a melhorar
Quer uma segunda opinião?
A Cloudflare também tem um scanner gratuito, e faz uma pergunta diferente. Eles pontuam o que o seu site publica para os agentes invocarem: MCP server cards, Agent Skills, catálogos de API, registos DNS. Nós pontuamos se um agente consegue chegar ao seu conteúdo, lê-lo e compreendê-lo. Um site pode ir bem num e mal no outro, por isso conte com dois números diferentes: são respostas a duas perguntas diferentes, e vale a pena conhecer ambas.
Analisar www.usefulainews.com com a CloudflareIncorpore o seu badge
Adicione este badge ao seu site. Atualiza automaticamente quando a sua pontuação de prontidão para IA mudar.
<script src="https://agentready.md/badge.js" data-id="d43c113f-267e-4fc3-bcc9-fcfa92797f3d" data-domain="www.usefulainews.com"></script>
[](https://agentready.md/pt/r/usefulainews.com)
Em breve: Análise completa de domínio
Rastreie todo o seu domínio, gere llms.txt e monitorize a sua pontuação de prontidão para IA ao longo do tempo. Inscreva-se na lista de espera.
Está na lista! Notificá-lo-emos quando estiver disponível.