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.
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.