A general tool, on its own
- Reads a file you paste in
- Explains a concept well
- Writes a plan nobody can execute
The gap is not language quality; it is operational understanding of your estate.
A general model knows language, not your company. The Fashion & Retail package brings seasons, size-colour variants, drops, coverage, markdown and authorised roles into the platform, so every AI proposal arrives in the language of planning, buying and retail.


The moat, in plain language
FW26 is not a label; it is a calendar with a buy, a drop, a full-price window and a markdown date. Every recommendation is placed inside that window.
One product is an SAP material, a PLM style, a POS article, a commerce handle and a warehouse SKU. Resolving that identity once enables cross-system reasoning.
400 units means nothing on its own. Against Italian demand it is 8.0 days, below a 21-day target: the number a Buyer acts on.
Multi-brand groups run different systems by brand and region. The fashion model absorbs those differences without demanding a migration.
A €445,000 transfer is not a Buyer's call. Roles, thresholds and oversight are part of the model, not an afterthought.
Each measured result becomes decision memory, so the next comparable situation starts from evidence instead of instinct.
Enterprise RAG
The RAG guide explains how enterprise knowledge becomes verifiable evidence inside a governed decision.
Where the line falls
The gap is not language quality; it is operational understanding of your estate.
Cross-system fashion operational understanding over a heterogeneous, multi-brand estate.
Model choice stays yours
Each Orchestrator runs on the model and fallback you select. A change is reflected in every run, cost line and workspace, with one audited configuration event.
First vertical released
The reference operating model, ready to adapt to your tenant.
Fashion inside the platform
The screens planners, buyers and merchandisers use.

Real product screens · Atelier Nova Group reference tenant
From signal to action
Example: a line’s sell-through drops in three stores. Each layer adds a piece; none duplicates data.
Bridge reads POS sales and ERP stock where they already live.
SKU, size, colour and store are reconciled on the fashion model.
The Process Engine triggers the reallocation process and its owner.
The Orchestrator computes the proposal with the authorised LLM and thresholds.
The planner sees the proposal in the Super App and approves it.
The demo runs one governed decision worth €445,000 from configuration to measured result.