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Product leader / Emerging risks

Your most valuable difference could be missing from the buyer’s comparison.

A difference that customers value still needs to survive the way options are represented and compared.

One thing to try ↓

A documented mechanism and a question to explore

Shopify’s agentic-storefront documentation describes how structured product information is made available to AI channels. It is evidence that this route to discovery exists, not evidence that all buyers use it or that it drives a particular share of sales.

The assumption worth revisiting.

If your value depends on a condition, service or outcome that is absent or ambiguous in the information used for comparison, the product can be misunderstood. For a different business the issue may be irrelevant; the useful work is to investigate how its buyers actually decide.

Which difference would disappear if a buyer compared us using only the information we currently make available?

Give the capacity a purpose.

Bring Product, Marketing and Revenue together to identify the few distinctions that change a buying decision and the evidence needed to communicate them accurately.

How this fits the capacity allocation →

Use AI to challenge your first interpretation

Using only this product information, what would a buyer be unable to determine reliably? Identify missing evidence and questions for the product team; do not invent features or outcomes.

Treat the answers as possibilities to test with people and evidence.

Go deeper into the evidence.

Shopify · Live product documentation

Shopify documents product feeds to AI channels with structured titles, descriptions, options, images, prices, availability and other attributes. It also documents product-data mapping and eligibility requirements.

Evidence that the mechanism exists on one commerce platform. It does not measure how often AI buyers reject products, prove incremental sales, or establish that the same integration is suitable for every B2B product. Availability varies by channel and eligibility.

podcast

Agentic AI – The Autonomous Edge

Citi Institute

Brings commerce, costs and governance into the same conversation, including Mastercard’s perspective on AI-driven business change.

Listen or watch for: If an agent acts for your buyer, how will you establish authority, value and trust?

About this resource

Executive perspectives from organisations with commercial interests; discussion of possibilities is not evidence of widespread customer adoption.

Connect the capacity choices · Emerging risks → Cross-functional growth

Where could this question lead?

If the buyer’s comparison misses your difference, test whether you are defining value around the right customer problem.

What if the customer’s problem sits outside your product boundary? →

Follow the connection

Who else needs to think about this?

A useful next step

Take the question into FUNCTION.

Start with the action above. If it reveals a decision worth exploring further, the existing pathway gives you a place to work on it.

Bring the handoff or assumption exposed here into FUNCTION. Explore how the work actually happens and what needs to change with the people involved.