Strategy & ROIAugust 16, 2025

From AI Strategy to Execution: Avoiding the PowerPoint Effect

How to move from an AI strategic plan to concrete results in your SMB.

By Gildas Garrec·4 min

From AI Strategy to Execution: Avoiding the PowerPoint Effect

How to move from an AI strategic plan to concrete results in your SMB.

Table of Contents: ROI (Return on Investment) is the bottom line for every SMB leader. Investing in AI, automation, or digital transformation isn't a gut-feel decision — it requires solid numbers, a strong business case, and a clear picture of the expected return.

Why AI ROI is often miscalculated

Most companies calculate AI ROI too narrowly, focusing only on direct cost savings. But the benefits of AI are multidimensional:

The SMB leaders we meet share the same observation.

Direct gains (easy to measure)

  • Hours of work saved
  • Reduction in errors and rework
  • Lower processing costs

Indirect gains (harder to measure, but often greater)

  • Improved customer satisfaction → retention → recurring revenue
  • Faster time-to-market → competitive advantage
  • Better use of data → smarter decisions
  • Scalability → ability to grow without hiring proportionally

Strategic gains (long-term)

  • Higher company valuation at exit
  • Employer attractiveness
  • Resilience in the face of crises

The KKB Method for Calculating AI ROI

Phase 1: Identify current costs

For each target process:
  • Time spent (hours/week × fully loaded hourly rate)
  • Error rate and correction costs
  • Delays and opportunity costs
  • Current tools and their costs

Phase 2: Estimate the gains

  • Time saved with AI/automation
  • Reduction in error rate
  • Faster turnaround times
  • Savings from replaced tools

Phase 3: Calculate the total investment

  • Cost of the AI solution (license/development)
  • Implementation costs (integration, configuration)
  • Team training costs
  • Annual maintenance costs

Phase 4: Calculate the ROI

ROI = (Annual gains - Total annual cost) / Initial investment × 100

An ROI of 200% means that for every €1 invested, you get €3 back.

Concrete ROI Examples by Use Case

| Use Case | Investment | Annual Gain | ROI | Payback |
|----------|------------|-------------|-----|---------|
| Customer service chatbot | €15,000 | €45,000 | 200% | 4 months |
| Accounting automation | €10,000 | €35,000 | 250% | 3 months |
| AI sales agent | €20,000 | €80,000 | 300% | 3 months |
| Analytics + dashboard | €8,000 | €20,000 | 150% | 5 months |
| HR automation | €12,000 | €30,000 | 150% | 5 months |

These figures are based on SMBs with 20–50 employees that we have worked with. Your actual ROI will depend on your specific context.

Funding Your AI Project: The Available Levers

Public funding

  • Crédit Impôt Innovation (CII): 20% of innovation expenses (including AI) reimbursed
  • BPI France: innovation loans, French Tech grants, funded diagnostics
  • France Num: digital vouchers from €500 to €6,500
  • Regional grants: every region has its own digital support programs
  • FNE-Formation: funding for AI training for your teams

Private financing

  • Technology leasing: spread the investment over 24–36 months
  • Revenue sharing: some providers share the risk with you
  • SaaS: subscription model rather than upfront investment

The Impact on Payroll

One of the strongest arguments in an AI business case is workforce optimization. Let's be straightforward about it:

  • Short term (0–6 months): no headcount reduction, but task redistribution
  • Medium term (6–18 months): natural attrition (resignations, retirements) is not replaced where roles have been automated
  • Long term (18+ months): purely task-based roles disappear, replaced by hybrid profiles (human + AI)
The typical gain: 20–30% of payroll in support functions (admin, accounting, tier-1 customer service), partially reinvested in higher-skilled profiles.

Building a Compelling Business Case

To convince your partners, your bank, or your board:

  • Start with the pain points: what concrete problems are actually costing you money?
  • Put a number on everything: every wasted hour, every error, every missed opportunity
  • Propose a POC: a small-budget pilot to prove the concept
  • Show references: similar SMBs that have succeeded
  • Address the risks: and the mitigations that go with them
  • Want to go further? Check out our complete guide to AI ROI and funding for SMBs, which covers the full picture.

    Conclusion

    AI is the highest-return investment an SMB can make in 2026. With average ROIs of 150–300% and payback periods of 3–6 months, the real risk isn't investing — it's standing still.

    Calculate your AI ROI: get your personalized estimate within 48 hours.