Ecommerce AI Discoverability Scorecard: 8 Metrics to Track With Free Tools in 2026
Most ecommerce teams track Google rankings religiously but have zero visibility into whether AI shopping agents can find, parse, and recommend their products. A Digital Applied study analyzing 23,000+ LLM citations found that 92% of brands are invisible in AI search results. The problem is not just optimization. It is measurement. Without a structured scorecard, you cannot fix what you are not tracking. This guide defines 8 specific metrics that determine your store’s AI discoverability health. For each metric, you get a free tool to measure it, a benchmark to aim for, and a fix when you fall short. Run the full scorecard once, then track weekly. The entire audit takes under two hours the first time and under 30 minutes on follow-ups. ...