How to compare your brand’s visibility to that of your competitors

Comparing visibility in AI requires putting brands under the same conditions. Counting favorable screenshots creates a narrative, not a benchmark. The method needs to use common queries, repetitions, platforms, and timeframe.

Define the competitive set

Include direct competitors, category alternatives and companies that appear in the answers even without competing in exactly the same market. Engines may interpret the category differently than the commercial team; This deviation is already a discovery.

Assemble the prompts

Cover discovery, comparison, use cases, pricing, implementation, and risk. Do not name brands in discovery questions. Then test name queries to assess recognition and accuracy. Use relevant language, location, and persona.

Run comparably

Record date, platform, model or mode, login and web search. Run the same prompt more than once. Preserve response and sources. The variability must appear in the report as a range, not be removed.

Calculate useful metrics

Mention rate shows how many plays the brand appeared in. Citation rate shows when a URL has been used. Share of response compares presence between brands. Add mention position, factual accuracy, tone, and diversity of sources.

In 2026, Bing Webmaster Tools released citation metrics on AI responses. The property's own data helps validate external observation, although it does not reveal everything about competitors.

Explain the difference

For each missed query, open the chosen sources. Classify the competitor's advantage: adherence, evidence, update, authority, technical access or journey coverage. Avoid concluding that a format caused the citation when several variables change together.

Turn it into backlog

Prioritize important queries for revenue and gaps that the company can honestly address. Some ask for one page; others, product update, proof, distribution or technical correction. Not every absence deserves new content.

Repeat the benchmark at a steady cadence and note changes. The article how to test brand visibility provides the basic protocol, and the benchmark by segment helps you create comparisons beyond individual competitors.