PREECURSOR
AI consulting

AI consulting for consumer & retail

Merchandising, demand planning, and customer experience that compound — applied AI tuned to margin, not vanity metrics.

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Overview

Where AI earns its place in Consumer & Retail

Retail and consumer brands live and die on assortment, price, and service at scale. We build forecasting, content, and conversational systems that move the unit economics — sharper demand plans, faster content, and support that resolves instead of deflects.

What we build
01
Demand & assortment planning
Forecasting and allocation models that cut markdowns and stock-outs across SKUs, stores, and channels.
02
Content & merchandising automation
Generation pipelines for product copy, imagery, and localization that keep catalogs fresh without a content backlog.
03
Conversational customer experience
Grounded support and shopping agents that resolve on first contact and hand off cleanly when they should.

Put AI to work in consumer & retail

It starts with one number you need to move in consumer & retail. We'll tell you what we'd build, how fast, and the return — candidly.

See our work