Analyses
Des écrits sur les données du vin, les systèmes sur lesquels repose le négoce, et les limites du logiciel générique. Pas d'articles de tendance.
A wine is producer, vintage, appellation, classification, format and provenance combined. Most AI systems assume a far flatter product model.
Lire l'articleProduction AI reads sensor data in the cellar and vineyard. Commercial AI works on catalog, pricing and inventory data. Different problems, different tools.
Lire l'articleFour checks: structured data grounding, uncertainty flagging, a built in human review step, and real understanding of appellation, vintage and provenance.
Lire l'articleUngrounded models invent appellations and vintages. AI generated against a structured wine record, with a review step, is materially more accurate.
Lire l'articleProducteur, millésime, appellation, format, provenance. Cinq champs que les modèles produit génériques réduisent à un seul — et ce que cela coûte en aval.
Lire l'articleCatalog data enrichment, multilingual content generation and pricing anomaly detection are reliable today. Final pricing calls and relationship judgment are not.
Lire l'articleAI works today for narrow, data grounded tasks: content generation, catalog enrichment and pricing anomaly detection. It does not replace human judgment.
Lire l'articleOne source of truth, bottle level tracking, AI as a working layer, continuous pricing and integration by default. An architecture, not a product.
Lire l'articleRegister, terminology consistency and market specific search behaviour are what separate real localization from machine translation.
Lire l'articleClosed all in one platforms ask you to migrate. API-first systems connect to the ERP, CRM and accounting tools you already run.
Lire l'articleHoldings, allocation tier and drinking window are the fields a generic CRM has no place for, and the reason outreach reads as generic.
Lire l'articleGenerating catalog copy against structured wine data, flagging what cannot be grounded, and keeping a human review step in the loop.
Lire l'articleEn primeur sells entitlement before stock exists. What an allocation system needs that a standard shopping cart does not have.
Lire l'articleBond status, documentation, VAT at the point of release and multi warehouse visibility. The questions to ask before you commit to a system.
Lire l'articleThe questions that separate pricing tools built for fine wine from distribution markup tools and generic ecommerce pricing software.
Lire l'articleProvenance is a documented chain of custody for a specific bottle, not a marketing story, and it is part of what a buyer pays for.
Lire l'articleGeneric inventory counts SKUs and units. Wine needs bottle level records, because provenance and condition change what a single bottle is worth.
Lire l'articleParlons de ce que Vinfra pourrait faire tourner chez vous.