Metals recommendations can vary by engine and by prompt context. This leaderboard tracks which brands appear most consistently across 7 major AI engines and highlights where category visibility is concentrated.
Metals leaderboard tracks how brands appear across 7 major AI engines. Rankings update as new completed runs become available, giving teams a baseline for measuring category visibility before engine-specific gaps emerge.
Use the engine tabs to compare how ChatGPT, gemini, Grok, and DeepSeek rank brands differently. Some engines reward category authority while others emphasize popularity, recency, regional evidence, or recommendation style, so individual rankings can diverge from the overall leaderboard.