Blog: operational AI for fashion & luxury
Layered architecture, fashion semantic layer, Orchestrator, governance and real use cases: what you need to take AI to production.
Operational guides to retail AI, enterprise RAG, Orchestrator, semantic layers and governance for Fashion & Retail.
Enterprise RAG
Enterprise RAG vs fine-tuning: which one should a company choose?
A decision guide comparing retrieval-augmented generation and fine-tuning on freshness, permissions, citations, cost and governance.
2026-09-26 · 8 min read
Read the articleEnterprise RAG
Enterprise RAG evaluation: a 10-point checklist before production
How to test retrieval quality, faithfulness, citations, permissions, latency and cost before an enterprise RAG system reaches real users.
2026-09-26 · 7 min read
Read the articleRetail AI
AI in fashion retail: 7 processes to transform before adding a chatbot
A practical guide to selecting measurable, governed Fashion & Retail processes connected to enterprise systems.
2026-09-26 · 9 min read
Read the articleRAG architecture
Enterprise RAG architecture for Fashion & Retail: components, permissions and evaluation
How to design verifiable enterprise RAG with authorised sources, hybrid retrieval, fashion semantics, citations and tests.
2026-09-26 · 10 min read
Read the articleOrchestrator
Orchestrator in Fashion Retail: roles, activities and human control
What a Orchestrator does, how it differs from an AI agent and which Fashion & Retail roles to start with.
2026-09-26 · 8 min read
Read the articleArchitecture
Why fashion needs an AI operating layer, not more pilots
Fashion groups do not lack models. They lack a layer that turns systems, semantics and agents into approved decisions.
2026-09-02 · 7 min read
Read the articleSemantics
The fashion semantic layer: one product across five systems
SAP 204417, PLM ST-1207 and POS 1207-BLK-M are the same product. Until a semantic layer says so, no answer is reliable.
2026-09-04 · 6 min read
Read the articleOrchestrator
Orchestrator vs agent: who does what
An agent executes a step. A Orchestrator carries a role, its limits and its accountability.
2026-09-06 · 6 min read
Read the articleGovernance
Governance that lets AI into the critical path
Approval thresholds, provenance, SHA-256 hashes and configurable retention are what make AI acceptable.
2026-09-08 · 8 min read
Read the articleUse case
Inventory rebalancing, from signal to measured result
The canonical use case: a coverage gap in Italy, excess in Germany, an STO approved within authority.
2026-09-10 · 7 min read
Read the articlePricing
Governed dynamic pricing in luxury retail
Price moves need brand guardrails more than they need speed.
2026-09-12 · 6 min read
Read the articlePlanning
Demand planning when weather and trends are part of the model
Public signals do not replace history; they explain the deviation from it.
2026-09-15 · 6 min read
Read the articleSuper App
Super App: one surface per role, configured not coded
The last layer is the one people actually open. It has to be narrow, fast and restricted.
2026-09-18 · 5 min read
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