Solved problems. Proven solutions.

Measure AI visibility as sampled coverage, not as a universal rank position. Start with a controlled query set tied to real customer intents. Group prompts by problem, product/service category, comparison, informational question, brand/entity question, and local intent where relevant. Preserve the exact wording so tests are repeatable. For each observation,…

Use a shared evaluation framework, not a shared ranking assumption. Create a stable query set grouped by intent: category discovery, “best”/comparison, how-to, problem diagnosis, local intent, brand facts, product facts, and expert/topic association. Keep the exact prompts versioned so month-over-month comparisons are meaningful. For each platform/run, reco…