Blog

Primary data and engineering notes on agent-readable commerce for WooCommerce.

2026-07-09

Can ChatGPT read your WooCommerce store? Test it in 5 minutes

A practical 5-minute visibility test to check what ChatGPT, Claude and other AI assistants actually know about your WooCommerce store — and why the answer is often wrong, outdated, or missing.

2026-07-06

UCP and ARC: two layers, not two standards

UCP defines commerce capabilities, including Catalog and transaction flows. ARC adds a catalog-legibility contract for trustworthy product facts.

2026-07-06

From ungooglable to unagentable

Search made products findable. Agents ask a different question: can this offer be understood well enough to enter the decision? The next ecommerce visibility problem.

2026-07-06

WooCommerce Already Has APIs. Federation Is the Missing Layer.

WooCommerce makes one store programmable. A merchant-side Bridge makes independent stores composable through a consent-based federated catalog.

2026-07-05

196,000 tokens or 8,000: making a catalog an agent can read

On a real 626-product WooCommerce catalog, summary projections cut agent token cost by 96% — a fifty-product listing goes from 196,595 tokens to 8,000, from overflowing the context window to fitting easily.

2026-07-05

The EU withdrawal button is live. The hard part is knowing when to show it.

We inspected five WooCommerce withdrawal plugins against the EU rule. The hard part is not the button — it is knowing when the 14-day clock starts.

2026-07-04

Crawling Is for Discovery. Commerce Needs a Contract.

The web is adding a second interface for agents: crawling for discovery, feeds for candidates, merchant verification for facts and checkout for commitment.

2026-07-04

WooCommerce Can Speak MCP. That Doesn’t Make a Store Shoppable.

WooCommerce MCP solves connectivity, not catalog semantics. A practical audit of public products, variants, brands, prices and agent trust boundaries.

2026-07-04

Your WooCommerce store works. Your product data doesn't.

Three blind agents exposed the maintenance debt hidden behind a perfectly functional storefront: a €300 price conflict, missing brands and variants trapped in prose.

2026-07-03

How to get your WooCommerce products into ChatGPT: the actual process

Approved-partner onboarding, daily SFTP snapshots or API updates, the current stable schema, and what KaliCart Bridge can honestly prepare today.

2026-07-03

We ran blind AI agents against real WooCommerce stores. Here's what they actually read.

Baseline agents failed discovery and burned 67% of their budget on homepage HTML. One Link header flipped the outcome to 3/3. The 'AI-ready' badge did nothing.