https://www.machinecommerce.co/blog Research, essays and case studies from Machine Commerce, an applied AI research lab studying how AI shopping agents buy from online stores. en Sat, 17 Oct 2026 09:00:00 +0000 https://www.machinecommerce.co/brand-pack/03_FAVICONS/android-chrome-192.pnghttps://www.machinecommerce.co/blog https://www.machinecommerce.co/blog/agentic-commerce-in-a-carton-box https://www.machinecommerce.co/blog/agentic-commerce-in-a-carton-box Thu, 15 Oct 2026 09:00:00 +0000 Deepanshu Pal Writing A brief history of commerce, from clay tablets and coins to the barcode and 2026, when AI shopping agents reached the till. And what comes next. https://www.machinecommerce.co/blog/agent-readiness-is-not-a-vibe https://www.machinecommerce.co/blog/agent-readiness-is-not-a-vibe Thu, 08 Oct 2026 09:00:00 +0000 Deepanshu Pal Writing A store does not feel agent-ready. It scores agent-ready. How a scorecard turns readiness into repeatable checks and evidence you can inspect. https://www.machinecommerce.co/blog/failure-taxonomy https://www.machinecommerce.co/blog/failure-taxonomy Thu, 08 Oct 2026 09:00:00 +0000 Deepanshu Pal Research Seven classes of failure an AI shopping agent can meet in a store, from unreadable elements to payment walls. The taxonomy is versioned and open. https://www.machinecommerce.co/blog/a-conversation-that-knows-the-catalog https://www.machinecommerce.co/blog/a-conversation-that-knows-the-catalog Wed, 07 Oct 2026 09:00:00 +0000 Deepanshu Pal Writing A Thai-first storefront agent turns product questions into inline product cards, with catalog access and a human fallback. https://www.machinecommerce.co/blog/retail-intelligence-case-study https://www.machinecommerce.co/blog/retail-intelligence-case-study Wed, 07 Oct 2026 09:00:00 +0000 Deepanshu Pal Case study How a supermarket chain moved from shelf photos to a ranked list of fixes: Retail Planogram matched every facing to catalog and sales data. https://www.machinecommerce.co/blog/thai-storefront-case-study https://www.machinecommerce.co/blog/thai-storefront-case-study Wed, 07 Oct 2026 09:00:00 +0000 Deepanshu Pal Case study A Thai-first shopping assistant that answers product questions with real catalog items, handles many languages and hands off to a person when needed. https://www.machinecommerce.co/blog/when-the-shelf-becomes-data https://www.machinecommerce.co/blog/when-the-shelf-becomes-data Wed, 07 Oct 2026 09:00:00 +0000 Deepanshu Pal Writing A shelf photo can tell a retailer what is in the store, not only what sold. We built a system that brings those two views together. https://www.machinecommerce.co/blog/how-long-will-an-agent-wait https://www.machinecommerce.co/blog/how-long-will-an-agent-wait Tue, 06 Oct 2026 09:00:00 +0000 Deepanshu Pal Writing An illustrative look at how agent task completion changes with page response time and with the number of steps to checkout. https://www.machinecommerce.co/blog/machine-customer-has-no-patience https://www.machinecommerce.co/blog/machine-customer-has-no-patience Mon, 28 Sep 2026 09:00:00 +0000 Deepanshu Pal Writing AI shopping agents do not browse, linger or forgive. What a store looks like to a machine customer, and why speed and clarity decide who gets chosen. https://www.machinecommerce.co/blog/what-shopping-agents-actually-need https://www.machinecommerce.co/blog/what-shopping-agents-actually-need Mon, 21 Sep 2026 09:00:00 +0000 Deepanshu Pal Writing A practical list of what AI shopping agents need from a merchant: structured product data, stable prices, readable policies and a checkout they can finish. https://www.machinecommerce.co/blog/your-next-customer-is-an-ai-agent https://www.machinecommerce.co/blog/your-next-customer-is-an-ai-agent Thu, 17 Sep 2026 09:00:00 +0000 Pratham Bhatnagar Writing A year ago, AI-referred shoppers converted worse than everyone else. Now they convert 42% better. Discovery has moved to agents. https://www.machinecommerce.co/blog/from-product-pages-to-product-protocols https://www.machinecommerce.co/blog/from-product-pages-to-product-protocols Mon, 14 Sep 2026 09:00:00 +0000 Deepanshu Pal Writing Product pages were built for people. Agentic commerce needs product protocols: shared, predictable ways to describe, price and buy a product. https://www.machinecommerce.co/blog/measurement-before-optimization https://www.machinecommerce.co/blog/measurement-before-optimization Mon, 07 Sep 2026 09:00:00 +0000 Deepanshu Pal Writing Why agent readiness should be measured before it is optimized: a plain method for testing whether a machine can find, compare and buy from your store. https://www.machinecommerce.co/blog/what-is-agentic-commerce https://www.machinecommerce.co/blog/what-is-agentic-commerce Mon, 31 Aug 2026 09:00:00 +0000 Deepanshu Pal Writing Agentic commerce is shopping where an AI agent acts for the buyer: it finds, compares and purchases. A plain explanation for merchants. https://www.machinecommerce.co/blog/machine-customers-vs-bots https://www.machinecommerce.co/blog/machine-customers-vs-bots Mon, 24 Aug 2026 09:00:00 +0000 Deepanshu Pal Writing A machine customer buys for a person. A bot scrapes or attacks. Why stores need to tell them apart, and what that means for fraud and access. https://www.machinecommerce.co/blog/reading-a-return-policy-like-a-machine https://www.machinecommerce.co/blog/reading-a-return-policy-like-a-machine Mon, 17 Aug 2026 09:00:00 +0000 Deepanshu Pal Writing Return and shipping policies decide whether an AI agent will buy. How to write policies that a machine and a person can both read in seconds. https://www.machinecommerce.co/blog/the-audit-that-used-to-eat-a-day https://www.machinecommerce.co/blog/the-audit-that-used-to-eat-a-day Wed, 01 Jul 2026 09:00:00 +0000 Pratham Bhatnagar Writing How teams use Retail Planogram day to day: a ranked worklist instead of a shelf walk, and a one-page report per shelf instead of a spreadsheet. https://www.machinecommerce.co/blog/the-planogram-is-a-promise https://www.machinecommerce.co/blog/the-planogram-is-a-promise Wed, 01 Jul 2026 09:00:00 +0000 Pratham Bhatnagar Writing Every shelf is drawn before it is built: which product, which row, how many facings. Then reality happens. Why planogram drift costs money. https://www.machinecommerce.co/blog/what-each-shelf-makes https://www.machinecommerce.co/blog/what-each-shelf-makes Mon, 01 Jun 2026 09:00:00 +0000 Pratham Bhatnagar Writing Every retailer knows what its stores sell. Almost none can see what one shelf earns. How Retail Planogram reads a shelf photo and prices every slot.