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Insight

Analysis, explainers and walkthroughs.

PIM & MDM Insight

What Is ETIM, and Why Are Your Biggest Customers Asking for It?

Sooner or later it happens: a distributor, a major retailer, or a customer’s procurement team asks for “your ETIM data.” And nearly every manufacturer who hasn’t gone through the process might respond with “right… let me get back to you on that.” Manufacturers, distributors, and retailers already juggle… Read More

PIM & MDM Insight

GDSN Was Built for This: How AI Finally Unlocks the Standard’s True Potential

The data model was built to handle extraordinary complexity. AI is what finally makes that complexity manageable. Spend enough time in the world of GDSN and you develop a certain appreciation for the standard. The data model is genuinely well-designed. Hierarchical trade item structures,… Read More

Partners Insight

Extended Attributes in Salsify: A Faster Path to Amazon Syndication

Getting a brand fully set up for Amazon syndication has never been a quick process. There are a lot of moving parts, and one of the most time-consuming has been the initial catalog refresh; the full push of product data from Salsify into Vendor Central… Read More

Plezio software Insight

Beyond the Product Description: How Plezio Draft Is Redefining AI Content at Scale

When most e-commerce teams hear “AI content tool,” they picture one thing: a product description generator. Type in some attributes, get a paragraph back, move on. It’s a legitimate use case, but also a narrow one, especially as the demands on e-comm content teams continue to expand well beyond… Read More

PIM & MDM Insight

GS1 Standards Week 2026: Four Agenda Items That Will Shape Your Product Data

GS1 standards rarely get attention in boardrooms, but they quietly power the global supply chain. Global Trade Item Numbers (GTINs), Global Location Numbers (GLNs), and the Global Data Synchronization Network (GDSN) are the infrastructure behind accurate product data everywhere: from warehouses to retailers’ systems to… Read More

AI & automation Insight

Iterating With AI: How AI tools can improve PXM through your existing PIM

I’ve spent most of my consulting years focused primarily on Implementing and Integration PIM. But what happens after go live? Sure, there’s Hypercare and managed services around support, troubleshooting integrations, and maybe even new feature development for integrations. Often, there’s new catalog onboarding and expansion opportunities for the marketing… Read More

AI & automation Insight

Using LLMs for Data Cleanup – Managing Expectations, Process Explanation, Internal Costs, and Techniques

Or as I like to call it:“How to shove data into an LLM and not be sad” I made the leap back into consulting a bit more than a year ago, and it is common that clients have product or marketing data that can span hundreds of… Read More

AI & automation Insight

Agentic Commerce in 2026: Shopper Sentiments, Predictions, and More

Sitation editor’s note: For a current explanation of shopping agents, platform differences and buyer controls, see our agentic commerce guide. Guest blog from Salsify Drawing on consumer research and market analysis, Yvonne Bertovich, Senior Content Marketing Specialist and… Read More

AI & automation Insight

Data Integration: Connecting the Digital AI Organization

This is Part 3 of a blog series where we will take a deeper look at the fundamentals of organization-wide AI platform deployment and adoption. In Part 1 and Part 2, we covered at a high level, two of the… Read More

Product content & syndication Insight

How AI “Thinks” About Your Products (and Why Copy Now Sells Twice)

Part 3 continues our deep dive into answer-driven search and the content signals models prioritize. If you’re arriving here first, Parts 1 and 2 offer the baseline this piece extends. Modern AI has two minds at work. Machine… Read More