PREECURSOR
Industries

AI for consumer & retail

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

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 do
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

Bring us the metric you need to move. We will tell you what we would build, how long it takes, and what it is worth.

See our work