01
Add-to-cart blocking
An agent successfully discovered the product, selected the requested option and confirmed availability — then the commerce stack blocked the cart action.
CRAB — a VSN product
CRAB — Commerce Readiness for Agentic Buyers — sends autonomous AI shopping agents through your real storefront and tests whether they can discover products, understand variants, add the correct item to cart and reach checkout. Then we show you exactly where the journey succeeds — or breaks.

Commerce Readiness for Agentic Buyers
Real browser journeys. Evidence-backed results. No purchases completed during testing.
Agent journey · live trace
Discover
PASSRequested product located on the storefront
Understand
PASSProduct identity, price and availability read
Select
PASSSize / colour variant resolved
Cart
BLOCKEDAdd-to-cart attempted
Checkout
UNKNOWNPre-purchase state
Illustrative traceno purchase completed
The difference
Traditional audits inspect tags, structured data and configuration. CRAB goes further. An autonomous shopping agent receives a real mission and interacts with your live storefront through a browser. Every important action is recorded and assessed against independently verified ground truth.
Checklist audit
CRAB
What we test
01
Can the agent find the requested product?
02
Can it determine what the product actually is?
03
Can it choose the correct size, colour or configuration?
04
Can it establish availability, quantity and price?
05
Can it add and verify the correct item?
06
Can it reach the permitted pre-purchase state?
The output
Journey screenshots, an action timeline, browser evidence, assertion status and the exact failure point. The panel below is an illustrative example — not a real merchant result.
CRAB report · example
Illustrative UI
Mission
Buy Product X / Size L / Quantity 1
Journey evidence
Action timeline
Primary finding
The agent correctly found the requested product and selected the expected variant, but the storefront returned an access block when Add to Cart was attempted.
Early findings
Anonymized observations from early CRAB runs. No merchants are identified.
01
An agent successfully discovered the product, selected the requested option and confirmed availability — then the commerce stack blocked the cart action.
02
A storefront displayed more selectable options than there were purchasable product variations behind them.
03
Information obvious to a human shopper was not consistently available in a form an autonomous agent could reliably use.
04
On other stores, the agent successfully identified the product, selected the requested option, verified quantity and price, and reached checkout.
Deliverables
See how the autonomous shopper navigated the store.
Know whether the requested mission succeeded.
See precisely where the journey failed.
Screenshots, states and recorded actions.
Understand which issues matter most to the shopping journey.
Know what should be investigated or changed next.
Who it is for
Understand whether AI-driven shoppers can actually convert.
Find new conversion blockers before AI shopping becomes a major acquisition channel.
See where existing commerce infrastructure behaves differently for autonomous agents.
Audit multiple client stores and create a new agent-commerce readiness service.
Prepare complex commerce environments for autonomous shopping.
Why now
Customers are beginning to delegate product discovery, comparison and purchasing tasks to AI. The question for ecommerce businesses is changing from "Can AI understand our website?" to "Can an AI customer actually complete the journey?"
CRAB is being built to answer that question with evidence.
How CRAB works
Real agents run the mission — no scripts, no simulations.
Every step assessed against independently verified ground truth.
Blockers surfaced before AI shopping becomes an acquisition channel.
Repeatable runs across catalogues, variants and storefronts.
Early access
We are currently testing a limited number of ecommerce stores as we build the first CRAB benchmark dataset. Submit your store and we will review whether it is suitable for a CRAB run.
CRAB
a VSN product · Commerce Readiness for Agentic Buyers
Autonomous commerce testing for the agentic web.