Commercial ExcellenceEleven Decisions

The AI Impact Guide for Commercial Excellence in Pharma & CPG.

Most commercial AI roadmaps fund the exciting use case first and the highest-leverage one last. This guide gives Heads of Commercial Excellence the right order, a ranked, sourced sequence for both Pharma and CPG, with the dollar impact behind each decision.

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What's inside the guide.

Eleven questions. Two industries. One sourced sequence.

  1. 01Strategy: what should commercial AI actually optimise for?
  2. 02Sequencing: how should we sequence commercial AI investment?
  3. 03Pharma priorities: where should Pharma commercial teams start?
  4. 04CPG priorities: where should CPG commercial teams start?
  5. 05Data foundation: what does commercial 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 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 P&L 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 Pharma and CPG, with top-line and bottom-line impact estimates cited to named research.
A 12-month agendaPlus the target commercial AI stack, one connected brain instead of ten point tools, with a role-by-role change plan.

95%

of enterprise gen AI pilots show no measurable P&L impact, despite an estimated $30 to 40B in enterprise spend.

MIT NANDA, 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 · Commercial Excellence Guide

Commercial Excellence Guide for AI in Pharma & CPG.

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

Backed by McKinsey, BCG, ZS, KPMG and MIT NANDA research

The Decision Desk

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