The shelf PERS

Personalization

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Sessions, segments and one-to-one recommendations, served in real time with signals your team can read.

Stack
Pub/Sub, Vertex AI, Shopify
Engagement
Project or a fractional ML team
Lead time
Kick-off in 2 to 4 weeks

The problem

Most recommendation widgets show bestsellers to everyone and call it personal. When they do learn, nobody on the growth team can say why a product was shown, so nobody trusts it.

What we build

  • Real-time recommendations

    Session-aware models served in real time on your storefront.

  • Explainable signals

    Every recommendation carries its reasons, like the ledger on this page.

  • Testing

    A/B and holdout set-ups that measure lift against doing nothing.

Next on your shelf

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