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How to Get Board Approval for AI Investment in Food Manufacturing

July 31, 2025
in Food
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A Step-by-Step Playbook for AI Success

How to Get Board Approval for AI Investment in Food Manufacturing
Business People Conference Meeting Boardroom Working Conversation Concept

Food manufacturing boards approve AI investments when presented with clear financial returns, peer-validated results, and strategic necessity rather than technology features.

Key takeaways:

  • Lead with the money first. AI adoption presents an enormous value opportunity with 7-13 percentage point EBITDA margin increases. 
  • Use peer results, not vendor promises. Kraft Heinz and other public companies provide audited case studies that can build board trust. 
  • Frame risk correctly. The greatest risk is competitive displacement, not implementation challenges.

Your board has heard plenty of technology pitches that promised the moon and delivered a handful of rocks. They’ve approved digital transformations that changed nothing but budgets. They’ve funded innovation initiatives that created new ways to spend money without generating returns.

This skepticism isn’t unreasonable — it’s earned. Which means your AI presentation needs to be fundamentally different from every other technology pitch they’ve heard. Here’s how to present AI investment in a way that gets approval instead of skeptical looks.

Lead with the money

Don’t bury the financial case in slide 47. Lead with it. Your board cares about returns, and AI delivers them in spades.

“We have an opportunity to generate $810 million to $1.6 billion in annual value through comprehensive AI implementation. McKinsey’s research shows this represents EBITDA margin increases of 7 to 13 percentage points for companies our size.”

That’s your opening line. Everything else is supporting evidence.

Use numbers they trust

Your board doesn’t want vendor projections — they want peer results. Give them documented case studies:

These are audited results, not marketing claims, from organizations with reputations to protect.

Address the risk question head-on

Your board will ask about risk. Rather than wait for them to bring it up, address it proactively.

“The greatest risk we face isn’t AI implementation challenges — it’s competitive displacement by AI-enabled competitors. Fifty percent of our industry peers plan to implement AI this year. The risk of inaction exceeds the risk of action.”

Then show them the risk mitigation strategies: phased implementation, proven technologies, experienced partners, and clear success metrics.

Frame it as portfolio optimization

Don’t present AI as isolated technology spending. Frame it as portfolio optimization that improves performance across multiple operational areas simultaneously.

“This isn’t just a technology investment — it’s an operational transformation that addresses our biggest challenges: supply chain optimization, predictive maintenance, quality control, and innovation acceleration. The synergistic benefits exceed individual project returns.”

Show them what’s at stake

Your board needs to understand the competitive landscape. Show them what’s happening in the industry:

“While we hesitate, our competitors are already moving. Companies implementing AI establish data advantages, operational efficiencies, and customer relationships that become increasingly difficult to match. The window for competitive advantage is closing.”

Present a phased approach

Boards like options and flexibility. Present a phased investment strategy that enables learning and adaptation while building organizational confidence.

Phase 1: Foundation (6 months)
Pilot implementations in high-impact areas with clear ROI metrics. Prove the concept and build organizational capabilities.

Phase 2: Scale ($30-50M, 18 months)
Expand successful pilots across operations. Target 25%+ ROI within 18 months.

Phase 3: Advanced applications ($20-30M, 24 months)
Implement autonomous capabilities and innovation acceleration. Build sustainable competitive advantages.

Establish clear success metrics

Your board will want to know how you’ll measure success. Give them specific, measurable criteria:

  • Financial: 25%+ ROI within 18 months, payback period under 24 months
  • Operational: 15-20% reduction in operational costs, 85%+ OEE improvement
  • Strategic: Market share maintenance/growth, customer satisfaction improvement

Address the talent question

Boards worry about whether you have the right people to execute. Show them your talent strategy:

“We’re establishing an AI center of excellence with dedicated data scientists and automation engineers. We’re also partnering with leading AI vendors and consulting firms to accelerate capability development while building internal expertise.”

Speak their language

Avoid AI jargon and technical complexity. Use language your board understands:

Instead of “Machine learning algorithms will optimize our neural networks,” say, “AI systems will predict equipment failures and optimize production schedules.”

Instead of “Deep learning will enhance our predictive analytics capabilities,” say, “AI will help us forecast demand more accurately and reduce inventory costs.”

Provide the exit strategy

Boards like to know they have options. Address what happens if things don’t go according to plan:

“While AI implementation success rates exceed 85%, we’re structuring investments to enable course correction. Phased implementation allows us to adjust strategies based on results and changing market conditions.”

The closing argument

End with urgency and opportunity:

“The AI transformation of food manufacturing isn’t coming — it’s here. Companies that act decisively will capture extraordinary value creation opportunities while establishing sustainable competitive advantages. Those that delay will find themselves playing catch-up in an increasingly AI-driven industry.

We have a choice: lead this transformation or be transformed by competitors who recognize the opportunity we’re discussing today. The financial returns justify the investment. The competitive risks justify the urgency. If we act quickly, we can capture the advantages it provides before it’s too late.”

What not to say

Avoid these board presentation killers:

  • “Everyone’s doing AI” (Boards hate following trends)
  • “We need to modernize” (Too vague, no business case)
  • “AI will solve all our problems” (Overselling kills credibility)
  • “This is just the beginning” (Boards want defined outcomes)
  • “Trust me on this” (Boards trust numbers, not opinions)

The approval formula

When you lead with McKinsey’s research, support it with peer results, address risk proactively, and frame AI as portfolio optimization, the business case becomes compelling. Your board isn’t just approving a technology investment — they’re authorizing a competitive transformation that positions your company for sustained market leadership.

The companies getting board approval aren’t the ones with the best technology presentations. They’re the ones with the clearest business cases, the most credible evidence, and the strongest competitive arguments. This framework gives you all three.



This article expands on insights from our report
“AI in Food Manufacturing: What Top Performers Are Doing Differently.” For detailed case studies, implementation frameworks, and strategic guidance from these industry leaders, download the complete report.

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