Predictive control
World Models (JEPA) extract the 'Store DNA' from receipts. A Reinforcement Learning agent plays out virtual scenarios to identify the optimal action.
OptiGrade delivers a next-generation intelligence layer for retail strategy. Our Digital Twin simulates thousands of 'What-If' scenarios before a single dollar of capital is deployed.
Legacy ERPs record the past. V17 models the future — pricing, exposure, and assortment stress-tested inside a World Model before any real capital is moved.
World Models (JEPA) extract the 'Store DNA' from receipts. A Reinforcement Learning agent plays out virtual scenarios to identify the optimal action.
Move from binary listing to continuous Exposure Management. Golden Triangle space is dynamically allocated to maximum-margin impulse items.
Local agents build real-time elasticity curves, expanding margin where traffic is inelastic and driving volume where a fractional discount pays off.
Mathematical vetoes block kickback SKUs, bonus hoarding, and subjective real-estate calls. Every decision is stress-tested and logged.
Applied research and product notes from the V17 team. No noise.
Four layers of engineering turn raw receipts into strategic control of your store.
Instead of approximating historical data, V17 learns the causal mechanics of the shelf. Hidden states capture latent demand, cannibalisation, and halo effects, while smooth exposure masks model how visibility continuously shapes conversion.
Confidential briefings for owners and top management. We reply within two working days.