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Sustainability Is Becoming a Product Data Problem

AI shopping is changing where sustainability messages have to work. The next advantage will not come from louder green campaigns, but from product-level evidence that is structured, current and usable inside AI-mediated discovery.

3 min read

A stylised product passport with sustainability data fields being read by an AI shopping cursor.
A stylised product passport with sustainability data fields being read by an AI shopping cursor.

Imagine you want to buy a new washing machine.

Nothing fancy.

You want something reliable. Energy efficient. Repairable. Preferably made by a company that isn’t quietly destroying the planet.

So you ask an AI assistant:

“Find me the best one under CHF 900.”

It comes back with three options.

You pick one.

You never visit the manufacturer’s website.

You never see its sustainability campaign.

You don’t download its ESG report.

You don’t watch the beautifully produced film about its commitment to a better future.

The machine made the shortlist before you even arrived.

And that creates an interesting problem for sustainability communications.

Machines don’t really care about your story

For years, companies have communicated sustainability mainly to humans.

Reports.

Campaigns.

Web pages.

Certifications.

Basically, lots and lots of PDFs.

But here’s the thing, product discovery is starting to change.

AI shopping systems are increasingly able to search, compare and recommend products on our behalf.

Google is developing commerce capabilities around AI-powered search and Gemini. OpenAI is also pushing ChatGPT further into product discovery.

The interface between the customer and the company is starting to disappear.

And AI doesn’t browse the way we do.

It needs facts it can understand.

Price.

Availability.

Materials.

Energy consumption.

Repairability.

Warranty.

Recycled content.

Origin.

Certifications.

End-of-life options.

Check it. 👇

Suddenly the sustainability department and the ecommerce team have a data problem in common.

Europe is building the other half of this

At almost exactly the same time, something else is happening.

Europe is moving towards the Digital Product Passport.

The idea is fairly simple.

Products increasingly need a digital record containing information about things such as materials, components, sustainability and circularity.

It sounds like regulation.

And mostly it is.

But look at it from another angle.

A Digital Product Passport is essentially a structured collection of facts about a product.

Which is remarkably similar to what an AI agent needs when deciding whether that product matches someone’s request.

These two developments are happening for completely different reasons.

One comes from AI and ecommerce.

The other comes from sustainability regulation.

But they are heading towards the same place.

Product-level evidence.

And that could quietly change sustainability marketing.

The next sustainability advantage may not belong to the company with the best green story. It may belong to the company whose green claims are easiest for a machine to verify.

Think about what that means.

A company might genuinely make a more sustainable product than its competitor.

But the evidence sits inside a sustainability report.

Or a supplier spreadsheet.

Or somewhere on page 87 of a PDF.

Meanwhile its competitor has structured information covering repairability, recycled materials, energy consumption and certifications attached directly to the product.

Which one is easier for an AI shopping agent to recommend?

Probably the second one.

The boring stuff becomes interesting

This is why I think sustainability teams need to start paying much more attention to product data.

Not because storytelling stops mattering.

It doesn’t.

Humans still care about stories.

But increasingly, something else may decide whether the human ever gets to hear yours.

The product feed.

The schema.

The database.

The evidence sitting behind the claim.

The incredibly boring infrastructure underneath digital commerce.

For marketers, sustainability teams and ecommerce teams, that means asking a different question.

Not:

“How do we communicate our sustainability story?”

But:

“Can the sustainability facts behind our products actually travel?”

Can Google understand them?

Can an AI agent compare them?

Can a retailer use them?

Can a regulator verify them?

Can a customer trace them?

Because the future of sustainability communications may involve considerably less communication than we think.

Sometimes the most important sustainability message won’t be a message at all.

It’ll be a field in a database.

© 2026 Pablo Retamal. Geneva, Switzerland. All rights reserved.

© 2026 Pablo Retamal. Geneva, Switzerland. All rights reserved.

© 2026 Pablo Retamal. Geneva, Switzerland. All rights reserved.