EcomCX research
Editorial Policy
This page explains how EcomCX researches, writes, updates, and corrects pages about ecommerce AI support tools. It also explains what we do not claim: we do not pretend to have tested a feature unless we can describe the test.
Research and sourcing
We start with official vendor pages, pricing pages, public product documentation, app marketplace listings, platform API documentation, and hands-on checks where feasible. Claims that change quickly, such as pricing, AI packaging, integration support, and platform permissions, are marked with a checked date or phrased as verification questions. We do not invent pricing, star ratings, customer stories, benchmarks, or test results.
How we evaluate tools
Tool pages are evaluated against buyer-useful criteria: ecommerce data access, knowledge grounding, channel coverage, handoff quality, pricing transparency, implementation risk, and fit by store type. We prefer a tool entry that says 'skip this if...' over a flattering paragraph that could apply to any vendor. When a tool is recommended for a use case, the page should explain the mechanism behind that recommendation.
Tool inclusion
We include tools based on relevance to the topic and usefulness to the reader. We do not accept payment for inclusion or ranking. Some tools may appear in multiple pages when they are relevant to different use cases. Our goal is to help readers find suitable options, not to promote any single vendor.
Update cadence
We review and update content on a rolling basis. High-traffic pages, tool comparison pages, and pricing-sensitive content are reviewed at least quarterly. Other pages are reviewed at least every six months. The ecommerce tool landscape changes quickly and we prioritize updates where reader impact is highest. Each page displays a last-updated date so you know when the information was last checked.
Corrections
If we discover a factual error, we correct it promptly. Readers who spot outdated pricing, inaccurate feature descriptions, broken source links, or missing context can contact contact@ecomcx.com. Pricing, packaging, AI limits, and integration scope change quickly, so every purchasing decision should be verified directly with the vendor before contract signature.
Independence
EcomCX is editorially independent. We do not have commercial partnerships that determine which tools appear in our content. Our recommendations and evaluations reflect our editorial judgment based on available information at the time of writing.