Manufacturing ExcellenceEleven Decisions

The AI Impact Guide for Manufacturing Leaders.

Most manufacturing AI roadmaps fund the exciting pilot line first and the highest-leverage decision last. This guide gives you the right order, a ranked, sourced priority sequence for Plant Reliability and Quality/Supply Chain, with the dollar and downtime impact behind each.

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What's inside the guide.

Eleven questions. Two functions. One sourced sequence.

  1. 01Strategy: what should Manufacturing AI actually optimise for?
  2. 02Sequencing: how should we sequence manufacturing AI investment?
  3. 03Plant reliability: where should these teams start?
  4. 04Quality & supply chain: where should these teams start?
  5. 05Data foundation: what does manufacturing AI require?
  6. 06Build, buy, partner: what goes where?
  7. 07Governance: how should it differ by risk tier?
  8. 08Operating model: centralised or federated?
  9. 09People: what happens to plant teams as AI scales?
  10. 10Upskilling: how do we adopt without stalling?
  11. 11Compounding value: how do we know it's working?
Two sequencing lensesWhen to fund a use case, by lever and proof speed, and whether it has earned funding at all, by opportunity and capture readiness.
A ranked, sourced priority listSeparate final sequences for Plant Reliability and Quality/Supply Chain, with speed and cost impact cited to named research.
A 12-month agendaPlus the target manufacturing AI stack, one connected brain instead of ten point tools, with a role-by-role change plan.

42%

of manufacturers have deployed AI in some form. Only 12% have scaled past a single use case.

Capgemini Research Institute, 2025 · cited in the guide

More guides from The Decision Desk.

Seven guides, from the CEO agenda to the plant floor. Each is a ranked, sourced priority sequence, built on research from Bain, McKinsey, Deloitte, BCG, EY, ZS and MIT NANDA.

CPG NPD01The AI Impact Guide for NPD Excellence LeadersGet the guidePharma Manufacturing02The AI Impact Guide for Pharma Manufacturing LeadersGet the guideManufacturing Excellence03The AI Impact Guide for Manufacturing LeadersGet the guideR&D Excellence04The AI Impact Guide for R&D Excellence LeadersGet the guideCommercial Excellence05The AI Impact Guide for Commercial Excellence in Pharma & CPGGet the guideCDO / CAIO06From Data Platform to Pharma Decision InfrastructureGet the guideCEO07From AI Activity to Pharma AI AdvantageGet the guide
The Decision Desk · Manufacturing Excellence Guide

Manufacturing Excellence Guide to AI.

Eleven questions. Two functions. One sourced sequence. Free, no spam, no sales pitch first.

Backed by Capgemini and industry manufacturing AI research

The Decision Desk

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