- Essays··8 min read
Two Billion in Puebla, and Ovens Come First
Grupo Bimbo's $2 billion programme to modernise more than thirty Mexican plants is, in operational terms, a programme about ovens, packaging lines and low-emission trucks — the substrate on which any forecasting model must sit. The trade press writes it up as an AI story; the plant manager reads that coverage with a shrug. This piece stages the sequence correctly and considers what concurrent sector-wide CapEx cycles mean for competitive advantage by 2030.
manufacturingfood-industrycapital-expendituredemand-forecastingRead - Essays··8 min read
The Defect You Cannot Photograph
Industrial AI vision inspection vendors cite 97–99% detection accuracy — a figure almost always trained on defects the line never made. Synthetic data can cover rare failure modes, but only after someone characterises the production environment precisely enough to generate physically plausible images and then audits the output by hand. The months nobody budgets for that work are what separate a convincing pilot from a system that holds under real production variance.
industrial-aicomputer-visionsynthetic-datamanufacturingRead - Essays··7 min read
What's Actually on the Floor in Erlangen, Leipzig, and Spartanburg
Three press releases in three months told the industrial-AI story more clearly than any analyst report. Erlangen, Leipzig, and Spartanburg have settled whether the systems function. The open question is whether the payback survives an audit.
industrial-aihumanoid-robotsdigital-twinopc-uaRead