Blog
Buyer intelligence insights for e-commerce sellers.
ArticleYour keywords still matter. They're just not enough anymore.
Amazon, Shopify, and Etsy all added an intent layer on top of keyword search. Here is what changed and what it means for product visibility.
how-toI Ran a 6-Point Security Audit on DecodeIQ Before Launch. Here's What It Found.
Zero budget. Six free tools. Two production domains. Here's every finding, fix, and accepted tradeoff from a full security audit on an AI-built e-commerce SaaS.
ArticleWhat Semrush's 2026 Ecommerce Guide Gets Right, and the Step It Skips
Semrush's 2026 ecommerce marketing guide tells sellers to write in buyer language, address real objections, and optimize for AI shopping agents. Solid advice. But it never explains where that language comes from.
ArticleGoogle Just Confirmed AEO Hacks Don't Work. Here's What Does.
Google's official AI search optimization guide reframes AEO and GEO as still being SEO. The mechanism behind AI visibility is non-commodity content, not formatting tricks.
ArticleInside a Voice Map: What 800+ Buyer Conversations Reveal About Your Category
A Voice Map is a structured representation of how buyers actually talk about, evaluate, and decide on products in your category. Here is what one looks like and why it matters.
ArticleWhat Keyword Tools Can't See (And Why It Costs You Conversions)
Keyword tools show you what buyers search for. They can't show you what buyers talk about. The gap between those two inputs is the gap between ranking and converting.
ArticleOne Listing, Two Audiences: Writing for Buyers and AI at the Same Time
Your product listing now serves two readers: the human buyer deciding whether to purchase, and the AI system deciding whether to recommend you. The same input serves both.
PillarThe Buyer Voice Gap: Why Your E-Commerce Listings Speak the Wrong Language
The Buyer Voice Gap is the invisible mismatch between how sellers describe products and how buyers evaluate them. Here is how to detect and close it.
ArticleThe 9 Things Buyers Discuss Before Buying (That Your Listing Ignores)
Nine entity types define the full structure of buyer decision-making. A listing that addresses all nine speaks the buyer's language by construction.