SEOAIExpert GROWTH · INSIGHTS
Practical strategies, research and perspectives on ecommerce SEO, AI search and product discovery.
AI answer surfaces assemble responses from indexed pages, structured product information and third-party references. This piece breaks down which of those signals a store can influence directly, and which have to be earned.
Editorial
Long-form pieces on ecommerce search architecture, product discovery and AI visibility. Articles publish as they clear editorial review.
ECOMMERCE SEO
A framework for turning demand mapping into a category tree that captures commercial intent without generating thousands of near-duplicate URLs.
TECHNICAL SEO
How to expose useful filter combinations to search engines while keeping crawl budget on the pages that can actually rank.
PRODUCT SEO
Attribute completeness now affects classic rankings, on-site search and whether AI systems can describe a product accurately.
GEO
Most GEO advice assumes a content site. This piece looks at what changes when the thing you need surfaced is a product.
AEO
Why answerable, self-contained information blocks outperform long narrative pages when answer engines assemble a response.
CHATGPT SEO
A practical look at entity clarity, third-party coverage and consistency across the sources conversational assistants draw on.
PLATFORM SEO
URL handling, template control and pagination behaviour differ per platform — and they decide which strategies are even available.
Topics
Each topic links to the part of the search system it belongs to.
Point of view
Publishing decisions should follow a demand map, not a content calendar. We write about how that mapping is built and where it changes by market.
Most catalogue visibility problems are architectural. Our editorial focus is on templates, internal links and index control rather than page counts.
AI search changes quickly. We document what we can observe and measure, and we say plainly where the evidence stops.
Research
Our research programme documents how AI search surfaces reference brands and products, including method, dataset and limitations.
Explore researchComparisons
Balanced comparisons for teams deciding between platforms, strategies and search surfaces — without a predetermined winner.
Explore comparisonsResearch
Question, data and method defined.
Draft
Written by a practitioner, not generated.
Review
Claims checked against evidence.
Publish
Article route, schema and author data.
Update
Revised as search behaviour changes.
Archive
Superseded pieces marked clearly.
Updates
Email delivery is not connected yet, so this form is intentionally inactive rather than silently discarding addresses.
Work with us
If a topic here matches a problem in your catalogue, we can review it directly against your store and search data.
No obligation. A senior strategist reviews your store before the call.
