Personalized commerce

We are exploring agent-assisted commerce that helps people discover, evaluate and choose relevant offerings. Fashion, real estate, automotive and digital markets are candidate domains, each with its own customer journey.

The direction we are developing

Discovery & evaluation

Help buyers compare relevant options around their priorities and constraints.

Immersive experiences

Use 3D and immersive experiences when they help a buyer understand the offer or make a decision.

Focused verticals

Choose a first domain before defining its product, commercial model and seller workflow.

Who we want to hear from

Retailers, sellers and domain specialists who understand a difficult discovery or buying decision.

Tell us the category, the buyer and where the decision becomes difficult. Separate products may be appropriate; the scope of digital markets remains under exploration.

Discuss this business

From a brief to a first test

Understand

Define the user, current process and desired result.

Agree the scope

Clarify deliverables, review, ownership and practical constraints.

Test and learn

Assess a bounded first approach before committing to wider delivery.

A conversation, not a product checkout.

This business is in development. Product availability, commercial terms and delivery commitments will be confirmed for a specific engagement.

Agent-assisted product discovery and evaluation

A useful commerce agent should understand what a buyer is trying to choose and why current comparisons are difficult. Fashion may involve fit and preference; real estate may involve location and property details; automotive may involve vehicle criteria. These journeys need their own data and seller processes. A shared recommendation capability does not make every domain suitable for one marketplace.

When a 3D or immersive experience helps

An immersive view should make a relevant characteristic easier to understand, not add complexity for its own sake. Before building one, define the decision it supports, how the model is sourced and what information remains outside the visualization. The first commerce domain and product are still being evaluated; digital markets remain an unresolved scope.

Questions about this direction

Will every category share one marketplace?

Not necessarily. Fashion, real estate, automotive and digital markets have different journeys. The initial domain and the scope of digital markets are still being defined.