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This makes it the clearest public benchmark for how AI systems currently answer industry comparison prompts.","Amazon Fresh is the nearest visible challenger at #2, trailing Instacart by 2.8 points. That gap is the first signal to inspect when deciding whether this leaderboard is leader-dominated or actively contested.","Walmart rounds out the podium at #3. Comparing the top three against engine-level tabs helps separate broad recommendation consistency from single-engine strength.","The latest public snapshot refreshed on 2026-06-02, covering 7 tracked engines and 30 entities. Freshness matters because AI recommendations can shift as models, retrieval sources, and category evidence change.","Combined AI visibility across all tracked engines. Default view shows the top 10 entities."]