Free AO Analyzer
Answer extraction is a structural property. Byline checks whether your page has a passage that survives being pulled out of it, and shows you the passage it found.
Free. No signup required.
Enter your URL and we fetch your page HTML. No login needed. We read what any visitor would see.
We check question-based headings, featured snippet format, FAQ sections, scannable structure, conversational language, and related question coverage.
Which factors scored, which did not, and the text or markup behind each one. Anything that could not be checked is labelled rather than scored as a zero.
Answer Optimization (AO) is the practice of structuring your content so it can be directly extracted and shown as a featured snippet in Google, or quoted in an AI-generated answer from tools like ChatGPT and Perplexity. Where traditional SEO aims at a results page, AO aims at the answer itself.
AO-optimized content starts with a direct, concise answer to the question the page targets, uses question-based headings that mirror how people phrase their searches, and covers related follow-up questions that come naturally after the main topic. These patterns make it easy for search engines and AI models to extract the exact answer a user needs.
AO and GEO are two views of one problem. AO looks at whether a single passage can be extracted cleanly. GEO looks at whether the whole page can be reached and parsed before extraction is even possible.
Neither one is a placement. Featured snippet selection is Google's decision and answer composition is the model's. Byline reports the condition of your page, which is the part you control.
This is an assessment of how ready your content is to be quoted in an answer. It is not a measurement of how often AI tools or featured snippets currently surface it. Nobody outside Google, OpenAI or Perplexity can measure that from your HTML, and a tool that offers to is guessing. A higher score means fewer structural obstacles. It is not a prediction.
Run a free AO analysis above, or sign up to generate a draft and score it before you publish.