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FMCG vs Defence: AI Automation ROI Compared

Two very different industries, both investing heavily in AI. The use cases, timelines, and return profiles are strikingly different — here's how they compare.

🛒 FMCG Industry AI

Primary drivers: Revenue growth + cost efficiency at scale


  • Demand forecasting: +25-40% accuracy → lower stockouts + less overstock
  • Trade promotion AI: 15-25% improvement in promo ROI
  • Supply chain optimization: 8-15% logistics cost reduction
  • Consumer intelligence: faster response to market shifts
  • Manufacturing OEE: 5-10 pp improvement

Payback timeline: 6-18 months (fast cycle, high volume)

ROI profile: Broad, distributed across many processes

🛡️ Defence Manufacturing AI

Primary drivers: Quality compliance + contract performance


  • QMS automation: 60-70% reduction in audit prep time
  • Precision inspection: Near-zero quality escapes
  • Supply chain traceability: Full material genealogy
  • On-time delivery: AI scheduling improves OTD to 95%+
  • Export compliance: Zero compliance violations

Payback timeline: 18-36 months (longer programs, but larger contract values)

ROI profile: Concentrated — primarily in contract retention and new business qualification

The Verdict: Both Win, Differently

FMCG companies typically see faster, more distributed AI returns — many smaller improvements that add up across a high-volume business. Defence manufacturers see slower but potentially transformative returns — AI-enabled quality and compliance capabilities that unlock larger contracts and government qualification that wouldn't be accessible otherwise.

MNB Research serves both sectors across Punjab, Haryana, and national markets — with AI solutions calibrated to the specific ROI drivers of each industry.

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