A Google SERP analysis of 228 apparel keywords reveals a counterintuitive Q1 2026 story: Shopping Ads as a SERP feature lost presence quarter-over-quarter, yet two very…
Key takeaways Ranking organically and appearing in AI answers are different problems. A brand can be strong in one and nearly invisible in the other. We…
GrowByData’s six-month SERP analysis shows Text Ads rebounded sharply in April after a broad March pullback across Travel, Financial Services, High Tech, and Automotive. This is…
A guide to Sentiment Composition & Favorability Score What is GrowByData tracking? GrowByData’s Compass platform monitors how AI engines like ChatGPT, Gemini, and others respond when…
Home Depot is currently outperforming its primary competitors (Ashley Furniture, Walmart, and Amazon) in terms of total visibility and growth. While the furniture and home goods…
Key Takeaways A single Walmart reseller dropping below MAP can trigger a race-to-the-bottom across the whole channel once automated repricers respond. MAP violations on Walmart usually…
Tracking brand mentions in ChatGPT requires running a controlled prompt set against the live model on a recurring schedule, then capturing mention rate, sentiment, competitor co-occurrence,…
Tracking brand mentions in Perplexity AI requires running prompt-level monitoring across a defined query set, then capturing four data points per response: (1) whether your brand…
