AI commerce optimisation for ecommerce brands
Your customers are asking ChatGPT, Gemini and Claude what to buy. We test those buying questions, show which products get recommended instead of yours, and tell you what to change.
From customer prompt
to product recommendation
to cart.
01 / INDEPENDENT EXAMPLE
Independent research · Gaming keyboards
Observed recommendations
18 AUG 2026 · UK“What are the best gaming keyboard brands to consider?”
The brand wasn’t invisible. AI simply had stronger reasons to choose competitors.
The tested brand is anonymised. This was independent research, not commissioned client work. Results reflect the observed behaviour at the time tested.
02 / THE FRAMEWORK
Can AI reliably access the product?
Does AI understand what it is, who it is for and when to recommend it?
Is there enough credible evidence to support the claims?
Does AI have a reason to recommend it over the alternatives?
Prompt to Cart identifies where your product drops out.
Free mini-scan
Give us your product and one question a customer might ask AI.
Get my free mini-scan ↗03 / THE PAID SERVICE
Answer Engine Audit — £950
A fixed-scope diagnostic across 5–10 high-intent buying questions.
Start with a free mini-scan ↗Delivered within five working days after scope and inputs are agreed.
04 / HOW THE ANALYSIS WORKS
Prompt to Cart combines structured evidence gathering with human interpretation. The goal is not another automated visibility score, but a clear diagnosis of why products are or are not being recommended and what to change first.
We check crawlability, indexation, structured data, product data, semantic HTML, internal linking and machine-readable information within the Found and Understood stages.
05 / FAQ
Your product, target market and one buying question a customer might ask AI. No website passwords or analytics access are required.
Five to ten high-intent buying questions in an agreed market, with recommendation, competitor, source and technical analysis, prioritised actions and a 45-minute readout.
The audit checks technical foundations where they affect discovery and understanding. It also examines trust and the reasons AI chooses competing products.
No. AI recommendations change by model, question, market and time. Findings reflect observed behaviour when tested and do not guarantee a permanent ranking.
PROMPT TO CART
Prompt to Cart helps ecommerce brands get their products chosen by AI. We optimise the journey from customer prompt to product recommendation, and ultimately, cart.
Get a free mini-scan ↗