LLM Ready
AI systems learn from public explanations across the web. LLM Ready is a diagnostic tool that estimates how consistently AI systems can understand and describe a product based on public information. It does not track live AI responses, rankings, or prompts. It focuses on structural clarity, reference sources, documentation, community discussions, and educational content. I built this after seeing many early products misrepresented by AI due to missing or fragmented explanations. Feedback is very welcome.
LLM Ready launched on January 5, 2026 with 3 votes, #5,632 of 14,584 launches that month and more than 50% of that year's launches. The site was not reachable when checked in September 2026.
What it does
LLM Ready is a diagnostic tool that analyzes public information to estimate how AI systems are likely to understand and describe a product. It focuses on clarity, documentation, references, community signals, and educational content. It does not promise rankings, traffic, or live AI tracking.
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Humans vs LLMs2025 · aipageready.com · ▲138Hi HN, We just launched [AI Page Ready](https://aipageready.com) — a tool to check if your web pages are discoverable and understandable by AI tools like ChatGPT, Claude, Gemini, and Perplexity. It runs 40+ checks across six areas: Discoverability & Crawlability, Structured Data & Semantics, Content Quality, Answer-Ready Formatting, Accessibility & Rendering, and Deep AI LLM-specific checks. Would love your feedback — especially if you work in eCommerce, SEO, content, SaaS, or are trying to get traffic from AI tools. (Also open to ideas on what else to add to the tool!)
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Hi HN! We partnered with the Atlas team to build a tool called AI Predict [0] that allows anyone to ask any question about the future and get a thoroughly researched, AI-generated prediction on how likely it is to be true. How it works: Atlas replicated a Berkeley paper [1] that showed LLMs could make predictions as accurate as the crowd. We’re using a mix of models from OpenAI and Anthropic, with information retrieval powered by NewsCatcher [2]. The system is live and fully functional, though it might struggle with hyper-local questions outside of the public domain (e.g., “Will I have…
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wallhop is a free paywall bypass. Paste any article link to read it without paywall popups, ads or clutter. No signup, no extension. A simple 12ft.io alternative.
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