Artiplane · fashion & luxury

Demand planning when weather and trends are part of the model

Public signals do not replace history; they explain the deviation from it.

Planning

2026-09-15 · 6 min read

Key takeaways

  • Weather, competition and trends enter as governed sources.
  • Signals are mapped onto semantic categories, not raw SKUs.
  • The planner sees which signal moved the forecast.

Governed public data

Weather per market, competitor assortments and price moves, search and social trends each arrive as a source with refresh and permissions.

They are stored as signals, with their own layer in the platform.

Mapping to meaning

A heat wave matters to outerwear in Germany, not to leather goods in Japan: mapping happens on semantic categories and markets.

That is why a planner can read the reason, not just the revised number.

Keeping judgement

The Digital Worker proposes the revision; the planner accepts, adjusts or rejects it, and the platform remembers the decision.

Over a season that memory becomes the planning rulebook.

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