Example analysis

Cartpilot: Choose the right variant.

Which variant fits, which accessory belongs with it, and when will it arrive? Here is how to check whether an AI agent can answer before purchase.

The starting point

In this example analysis, Cartpilot represents a B2B shop with similar variants and accessories.

A label such as “Pro” is not enough to choose. Voltage, battery system, and delivery date need to be verifiable for the selected variant.

What the review should clarify

These are the first points to check in this buying path.

Unclear variants

“Pro” and “Standard” appear in the title, but their voltage and battery system are missing. Choosing one would require a guess.

Shipping appears too late

The product page says “fast delivery”. Whether the selected variant arrives by Friday only becomes clear later in the path.

Accessories without a clear link

The matching battery series appears only in a data sheet. The product page does not link it to the selected variant.

The buying task

Find an 18V cordless drill with a compatible spare battery and delivery by Friday.

From finding to change

Each step gives the team a concrete task and an output it can check.

01

Record the task and starting point

The same buying task reveals where selection becomes uncertain. I record each answer, source, and unresolved question.

For your team

Output: a path from search to cart with the missing facts marked.

02

Make variants comparable

Each variant gets consistent fields for voltage, battery system, and included parts. A short comparison explains the differences between models.

For your team

Output: a product page draft and a list of missing facts for each variant.

03

Clarify accessories and shipping earlier

The product page names compatible accessories and shipping terms for the selected variant. Conditions such as destination or order time appear alongside the delivery statement.

For your team

Output: clear selection and shipping copy agreed with the responsible teams.

04

Run the same task again

After the change, I check selection, evidence, and delivery statements using the same task. Answers may vary by agent or run; the record makes those differences visible.

For your team

Output: an answer comparison and a short checklist for future releases.

How to check the change

The same task, before and after the change. These criteria guide the review.

Variantselected with evidence
Rulesclear before the cart

Criteria for the next test

Record the answer and source for each point. Anything unresolved becomes the next finding.

  1. The selected variant meets the voltage and battery requirements, with a cited source.

  2. The spare battery fits the selected variant and can be identified without guessing.

  3. Delivery considers destination, stock, and order time. Missing facts remain unresolved.

  4. The cart preserves the selected variant, accessories, and shipping terms.

What your team receives

You receive a list of unresolved product questions, concrete changes to selection, and a repeatable test. Rerunning the same task shows whether the changes help.