Four trends are converging on consumer commercial. Each on its own is manageable; together, they explain why the next generation of trading has to be engineered rather than improvised.
More routes to market than the model was built for.
A modern consumer business now trades through more discrete routes than its commercial model was built for — owned digital, marketplaces, franchise, agency, retail partners, social commerce, and increasingly agentic channels where AI assistants buy on the customer’s behalf. Each behaves differently.
Strain shows in: pricing rules conflict across channels · promo mechanics clash · range duplicated or misaligned
Catalogues outgrowing human attention.
Catalogues are an order of magnitude larger than they were a decade ago — from a few thousand SKUs across an FMCG brand portfolio to tens of thousands in big-box retail. Range expansion is structural, driven by long-tail demand and faster product introduction.
Strain shows in: a fraction of lines actively reviewed · the long tail runs on autopilot · margin and stock-turn leak quietly
Hourly markets, weekly meetings.
Consumers expect price, promo, range and inventory to react in hours. Competitors automate large parts of their trading. Margin and conversion now move faster than a weekly cadence can carry.
Strain shows in: weekly meeting vs hourly market · two-week lag on competitor moves · decisions arrive too late
The tools to keep up have arrived.
Machine learning, structured decision systems, optimisation under uncertainty — no longer research. Compute is cheap, libraries are mature, SaaS layers production-grade. Hedge-fund-only ten years ago; consumer-trading-grade now.
Strain shows in: technology no longer the constraint · most systems aren’t built to use it · adopter–laggard gap compounds
The end goal: a trading team of one. The system handles the 99% of decisions a system can take; the operator’s time goes entirely to the 1% that decides the year.