--- title: "AI search optimization" description: "AI search optimization from ShoutRank: a monthly operating rhythm for rankings, chat citations, and Google AI Overviews." canonical: https://shoutrank.com/ai-search-optimization markdown: https://shoutrank.com/ai-search-optimization.md --- # AI search optimization AI search optimization from ShoutRank: a monthly operating rhythm for rankings, chat citations, and Google AI Overviews. AI search optimization is how the work continues after the first audit: what gets checked, what gets shipped, and what is allowed to stay unknown. Companies collect screenshots of answers for a week and then stop. The useful version is smaller and repeated. A fixed query list. A fixed prompt list. A day of the month when both are read again. This page is the operating system around [AI SEO](https://shoutrank.com/ai-seo). It does not replace [monitoring](https://shoutrank.com/ai-search-monitoring), which is the measurement, or [strategy](https://shoutrank.com/seo-strategy), which decides which queries deserve a URL. ShoutRank does not guarantee a ranking or a citation. ## The problem ### Every team member tests a different prompt. The Slack thread has twelve screenshots and no baseline. Next month nobody can tell what changed. ### Optimization means publishing more. New posts go out because an answer failed to name you. The assigned URL was never edited. ### The program has no owner after the audit. The deck was good. The CMS did not change. The next overview cites the same competitor. ## How ShoutRank approaches it We write the cadence into the engagement: which URLs, which prompts, which engines, who ships, and what “done” means for a month. Engines we did not read are left off the score. Changes are queued against the assignment table. A new URL is a decision, not a reaction to one screenshot. ## What the work includes ### Cadence What is read weekly, what is read monthly, and what waits for a release. ### Change queue Page edits ranked by the query or prompt they are meant to affect. ### Owner list Who can publish, who can change templates, and who only reviews. ### Stop list Prompts, pages, and tactics that are out of the program. ## Process ### Discovery Start from the query and prompt sets already in the audit, not from a fresh brainstorm. ### Audit Find the pages that were supposed to move and did not. ### Strategy Order the next month: a few edits that match the gaps, not a content calendar. ### Implementation Ship with the publishers. Record the URL and the date. ### Monitoring Re-read rankings and answers on the scheduled day. ### Optimization Kill work that did not change the log, and keep work that did. ### Reporting A one-page month: shipped, read, and still open. ## Why ShoutRank ### Smaller on purpose A program that tries to watch every engine every day gets abandoned. A fixed set gets read. ### Edits over volume The queue points at URLs you already have, unless a query truly has no owner. ### Honest blanks If Perplexity was not checked that month, the cell stays blank. ## How success is measured How many queued edits shipped, against how many were planned. Movement on the fixed query and prompt sets only. Items removed from the program because they were not tied to a URL. A named client result is published when that client clears the figure. Until then the report is the measurement. ## Questions ### Is this a retainer? It can be. Some teams take the cadence and run it. Some keep ShoutRank on the read and the queue. The page is the system either way. ### How many prompts should we track? Enough that a buyer would recognize them, and few enough that a person will re-ask them. A list nobody repeats is not a measurement. ### Do you automate the answers? We do not sell a bot that claims to have read every engine. Monitoring describes what is actually re-checked. ## Related - [AI search monitoring](https://shoutrank.com/ai-search-monitoring): The measurement half of the rhythm. - [SEO strategy](https://shoutrank.com/seo-strategy): Which queries are allowed into the set. - [AI SEO](https://shoutrank.com/ai-seo): The practice this rhythm serves.