
Why Jev Matters for Ecommerce: From Insight to Action
What Jev's decision models could unlock across 7,000+ KPIs, 14,000+ automation nodes and Vortex IQ's knowledge graph, with practical merchant examples.
Practical, evidence-led guidance for detecting issues, automating repeat work and growing stores on Shopify, BigCommerce and Adobe Commerce.

What Jev's decision models could unlock across 7,000+ KPIs, 14,000+ automation nodes and Vortex IQ's knowledge graph, with practical merchant examples.

Three numbers Susant Patro holds Vortex IQ to, Time to Fix, Fix Acceptance Rate and Fix Reuse Rate, and why merchants should ask every provider for them.

The definitions of record for Time to Fix, Fix Acceptance Rate and Fix Reuse Rate: what counts, what does not, and how every figure is reported.

How we built Ask Viq around structured decisions, source-backed answers and 758 synthetic questions, and what testing taught us about useful ecommerce AI.

AI shopping answers pick sources from what they can crawl, parse and trust. Here are the eight things a store controls, a 30-minute self-check, and what to measure in GA4 and Search Console.

Meet the six Vortex IQ teams and 33 specialist roles that help commerce teams stop revenue leaks and accelerate growth through one governed Workbench.

Vortex IQ organises commerce work through six named teams. This example follows Pulse, CodeCraft and Bridge as one finding moves from audit to implementation, approval and a verified production outcome.

BigCommerce is one of the best-positioned platforms for agentic commerce: its API-first architecture already exposes catalog, cart, checkout and orders as clean, well-documented APIs. This guide covers the practical route to making a BigCommerce store agent-ready today.

Adobe has signalled the Model Context Protocol (MCP) as the default agent protocol for commerce, but it has not shipped a first-party MCP server yet. Enterprise Magento and Adobe Commerce merchants who want to be…

A remote MCP server lets an AI client such as Claude connect to your store over the network and act as a signed-in user, not an anonymous visitor. The hard part is not the tools, it is authentication. This guide explains…

Shopify now ships MCP servers to every store, so AI agents can discover, compare, and buy your products directly. Storefront MCP handles one store's catalog, cart, and checkout. Catalog MCP is the cross-store discovery…

WebMCP is an emerging web standard that lets a website expose structured tools to AI agents, so an agent can search your catalogue, build a cart, or check an order by calling a named function instead of scraping your…

WooCommerce does not expose your store to AI agents by default. To make products, orders and availability usable by assistants, you enable the official MCP beta, deploy a community server, or build a custom one over the…

Most AI agent pitches sell you one clever generalist. Vortex IQ runs eight roles instead: one job each, one hard boundary each, and an audit log that records the role every time.

Every character in these pixel offices is a real AI agent doing real merchant work: auditing a store, fixing findings, writing reports, rehearsing a migration. Inside our lab experiment in making invisible AI labour visible.

The average mid-market ecommerce operation runs between 15 and 25 SaaS tools. Each tool costs money. Each tool requires its own login, its own learning curve, its own maintenance, and its own integration points.…

Adobe Commerce Cloud includes one Staging branch, while on-premise Adobe Commerce and Magento Open Source do not include a managed staging environment. See what each edition covers and where it stops.

A single AI agent is powerful. It monitors a domain, makes decisions, and takes action faster and more consistently than a human. But deploy five agents across different parts of your ecommerce operation (inventory,…