What Is Machine Commerce Optimization — And Why Every B2B Company Needs to Understand It Now
There is a new layer of B2B vendor evaluation that most companies have never heard of. Here is what it is, why it exists, and what happens if you ignore it. I spent fifteen years in financial services, Credit Suisse and JPMorgan, before building Xclaymation. One thing I learned in that world: the best-performing assets […]
How to Improve Retrieval in AI-Driven Buying — A Practical Guide for B2B Vendors
There is a word that rarely appears in B2B marketing conversations but increasingly determines whether a vendor gets considered at all. Retrieval. In AI-driven buying systems — autonomous procurement tools, AI-powered RFP platforms, agentic purchasing assistants — the buying process begins not with a human search but with a machine retrieval. The system queries its […]
The Best AI Product Positioning Tools for B2B in 2026
Most B2B companies use the same stack to build their positioning: a messaging workshop, a copywriter, maybe a consultant. The output is a brand narrative, a website refresh, and a sales deck. Six months later, the pipeline looks the same. The problem is not the tools. The problem is the layer they operate on. Most […]
How to Improve Your Visibility in AI Procurement Systems
Something is happening in enterprise procurement that most B2B vendors have not noticed yet. The shortlist that determines which vendors get evaluated, the list a human buyer works from, is increasingly being built by AI systems before any human enters the process. AI-assisted procurement tools, autonomous vendor evaluation platforms, and AI-powered RFP systems are running […]
Machine-Readable Positioning: What It Is and Why B2B Products Need It Now
For the last twenty years, product positioning has been a fundamentally human discipline. You define a category. You identify a buyer. You craft a message that resonates. You build a website that converts. You train a sales team that closes. Every layer of that process assumes a human is on the receiving end, reading, interpreting, […]
The 56-Point Gap: How Human Buyers and AI Agents Score the Same Vendor Differently
The same enterprise product. The same digital presence. Two completely different scores. Human buyers score the average enterprise product 74 out of 100 in structured evaluations. AI agents score the same product 18 out of 100. That 56-point gap is not random. It is predictable, structural, and — if you understand what causes it — […]
What Is Machine Commerce Optimization? The Difference Between SEO, GEO, and X!MCO
If you’ve spent the last decade optimizing for Google, you’ve been playing the right game. If you spent the last two years optimizing for ChatGPT and Perplexity mentions, you’ve been playing the next game. Neither is enough anymore. There’s a third game — and most companies don’t know it exists yet. SEO got you found. […]
Why AI Agents Can’t Read Most B2B Vendor Data — And What To Do About It
Every B2B company has a website. Most have a sales deck. Many have a case study or two. Almost none have product information structured for the way AI agents actually read. This is not a niche technical problem. It is the reason most enterprise products are invisible at the moment autonomous AI agents build vendor […]