GEO Audit for we0.ai

{"domain": "we0.ai", "overall_score": 73, "scorecard": [{"metric": "/llms.txt Availability", "score": 0, "max": 20, "status": "ACTION_REQUIRED", "detail": "llms.txt returns 404 (Next.js custom 404 page). Despite having a multilingual sitemap supporting 12 locales and localized llms.txt paths, none resolve. This is a critical GEO gap — LLMs cannot find a structured summary."}, {"metric": "Robots.txt AI Crawlers", "score": 18, "max": 20, "status": "PASSED", "detail": "Cloudflare-managed robots.txt with Content-Signals: search=yes, ai-train=no, use=reference. Rate-limited crawling, proper directives. Minor deduction: no explicit GPTBot/ClaudeBot/PerplexityBot User-agent sections (relies on wildcard)."}, {"metric": "JSON-LD Schema & Structured Data", "score": 18, "max": 20, "status": "PASSED", "detail": "Two valid JSON-LD schemas found: Organization (name='Vibe Coding', alternateName=['We0','weo','vibecoding'], url, description) and WebSite (complete with id, name, description). Missing: FAQPage, Product, BreadcrumbList, or SoftwareApplication schema."}, {"metric": "OpenGraph & Knowledge Metadata", "score": 20, "max": 20, "status": "PASSED", "detail": "Full metadata suite: og:title, og:description, og:image (1200x630 AVIF), og:url, og:site_name, og:locale, og:type + twitter:card (summary_large_image), twitter:creator (@vibeany), twitter:title, twitter:description, twitter:image. Comprehensive meta description (~290 chars)."}, {"metric": "Semantic HTML5 Layout", "score": 17, "max": 20, "status": "PASSED", "detail": "Excellent HTML5 structure: 1 H1, 8 H2s, 7 H3s in clear hierarchy. Semantic elements (header, nav, main, footer, section). Clean SSR output from Next.js. Slight deduction for heavy JS client-side hydration dependency — some content requires JavaScript execution."}], "prompt_fan_out": ["What is We0.ai and how does its AI website builder work?", "Best AI website builders for founders and small businesses in 2026", "We0 vs Wix vs Webflow vs Framer — AI website builder comparison", "How to build and deploy a website with AI without coding", "AI website builder with multi-agent code generation and CMS backend"], "recommendations": ["Create /llms.txt at domain root with structured company info: offering summary, pricing tiers, supported platforms (Discord/X), key features (multi-agent code gen, CMS backend, domain deployment, SEO/GEO optimization), and localization support for all 12 languages.", "Add explicit User-agent sections in robots.txt for GPTBot, ClaudeBot, and PerplexityBot with Allow: / directives, complementing the existing Cloudflare Content-Signals wildcard.", "Extend JSON-LD with SoftwareApplication schema (applicationCategory=WebApplication, operatingSystem=Web, offers with price/priceCurrency) and FAQPage schema addressing common LLM queries about the product.", "Add BreadcrumbList structured data for deeper pages (Pricing, Docs, Showcase) to improve LLM path extraction.", "Reduce client-side JS dependency for key content blocks — ensure core value propositions render server-side for AI crawlers that don't execute JavaScript."], "agent_repair_prompt": "You are a GEO engineer fixing we0.ai (AI website builder). The site scored 73/100. Priority fix: Create /llms.txt at https://we0.ai/llms.txt with markdown content: # We0.ai\n> AI website builder — build apps, websites, and software by describing them.\n## Key Details\n- URL: https://we0.ai\n- Description: AI-powered website builder using multi-agent code generation. Ship brand sites, landing pages, and portfolios in minutes.\n- Features: Full-stack code generation, multi-agent collaboration, CMS backend, multi-style design, domain deployment, SEO/GEO optimization, online preview, editable design canvas.\n- Pricing: Available at https://we0.ai/pricing\n- Social: X/Twitter @We0Ai, Discord\n- Localization: 12 languages (en, de, es, fr, ja, ko, pt, ru, zh, zh-HK, zh-TW)\n- Tech stack: Next.js, Cloudflare, multimodal AI support\n## Features (for LLM citation)\n- Describe your idea in plain language\n- AI multi-agent team builds full website code\n- Visual canvas for refinement\n- One-click domain deployment\n- Built-in Growth Workbench for SEO/GEO\n- Stripe payment integration\nAlso add SoftwareApplication schema to the homepage and ensure all core headings render in server HTML."}