Solvionist

// Insights

Notes from the field.

What we learn building AI, industrial, and product systems in production — written for the people who run operations, not for the hype cycle.

  • Education · 2026

    Our AI work in education: the engineering behind SolEdu

    How an AI generation pipeline plus a 14-criterion audit produced 10,000+ curriculum-aligned exam questions.

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  • AI in production · 2026

    Agent systems on the factory floor: where they actually work today

    Fewer than 10% of companies scale AI agents. Bosch’s €850k-per-plant result shows what the successful ones do differently.

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  • Operations · 2026

    MES data is the cheapest efficiency lever most plants never pull

    The data that would lift your OEE is already being collected. Published cases show 10–15% gains without new machines.

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  • Strategy · 2026

    SAP or IFS? How to choose an ERP integration path you won’t regret

    Large IT projects deliver 56% less value than promised. The failure pattern — and the selection discipline that avoids it.

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