Overflow Reviews & Product Details

AI shopping assistants have become the most important real estate in ecommerce. Alexa (Amazon), Sparky (Walmart), ChatGPT, Gemini and Perplexity are now the first stop for 40% of purchase decisions, and each one runs its own algorithm to decide which five brands make the shortlist out of fifty. Overflow is the scoring and optimization layer. Shoppers used to search for products, now they ask. Overflow scores each brand's listing across the 4 major AI search engines (ChatGPT, Gemeni, Perplexity, and Claude), writes the exact fixes needed to increase appearances, tracks whether each fix actually moved the score, and benchmarks every brand against the highest rated products in their category. We're building the system of record for AI commerce visibility at the exact moment that consumer search and purchase behavior is being redefined. Most AI visibility tools are built for large enterprise companies, Overflow is built for everyone else.