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CitationLab

Agent Commerce

Can a customer’s AI agent find and buy the right product?

We improve the product and trading information needed for AI-assisted shopping, and assess purchase integrations where the store, market and platform support them.

CitationLab C with a brain, magnifying glass, content and gear

A product recommendation is not a completed order.

Customers need accurate variants, prices, inventory, shipping and returns. Conflicting data causes problems whether a person or agent navigates.

Discovery, referral visits and integrated checkout are different stages. Eligibility and platform support must be checked for your store; direct ChatGPT checkout is not promised.

Illustrative example

Commerce needs more than a name

01Product and variant
02Price, stock and terms
03Approved purchase
Illustrative prerequisites, not an active checkout integration.

Your deliverables

A focused assignment with clear deliverables

01

Readiness assessment

Review platform, catalogue, variants and trading terms. Agree on realistic tasks.

02

Usable product data

Align product pages and data for prices, stock, shipping and returns. Assign maintenance responsibility.

03

Scoped pilot

Once support is confirmed, agree on a pilot testing prices, confirmations and error handling.

How we carry out the work

  1. 01

    Review platform, data and buying journey.

  2. 02

    Fix data issues and assess integration support.

  3. 03

    Test a scoped flow with correct products and approvals.

What do we follow up?

Assess data accuracy, relevant visits and measurable purchases. A pilot must handle variants, total price and failures correctly.

FAQ

Questions before you decide

  • We assess supported options. Activation depends on platform requirements, market support and approval.

  • We assess your existing platform first. Data improvements need not require a rebuild.

  • Responsibility and payment processing are agreed for the chosen integration, aligned with store terms.

Agent Commerce

Assess your store

Tell us your platform, products and desired shopping journey. We define a realistic first step.

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