Pragmatiq AI Case Studies — AI Implementation Results and Client Success Stories

Discovered €750,000 in Annual Savings Potential For Verston — Road Construction Company

2026-02-27 15:17
We conducted an AI implementation workshop with Verston, an Estonian road construction company. Through hands-on use case mapping and prioritization, participants identified 34 AI use cases and selected 4 high-potential initiatives with €750,000/year in savings potential—primarily through reduced manual work.

About the Company

Estonian road construction company
Industry
Road Construction
Business Type
B2B
Geography
Estonia
Participants
Project managers, Site managers, Foremen

The Challenge

Road construction projects involve significant coordination across project managers, site managers, and foremen—with much of the work still relying on manual processes. Verston wanted to explore how AI could reduce this burden and improve operational efficiency.

Key Questions

  • Which manual tasks consume the most time across operations?
  • Where can AI deliver the highest ROI with minimal investment?
  • What can be implemented without heavy IT development?

Solution

We conducted an AI implementation workshop with Verston's operational staff, combining tool demonstrations with hands-on use case mapping and prioritization.
Tool Demos
Hands-on demonstrations of AI tools relevant to construction operations
Use Case Mapping
Identified 34 potential AI applications across operations
Evaluation
Scored each use case by impact, feasibility, and investment required
Prioritization
Selected 4 high-potential initiatives with detailed action plans

Results

34 AI use cases Mapped, evaluated, and prioritized across operations
4 high-potential initiatives With detailed implementation action plans developed
€750,000/year savings Estimated from just the 4 selected initiatives — primarily through reduced manual work
Low investment required Most solutions don't require major development or capital expenditure

Key Insight

"The biggest gains often come from eliminating manual work that teams have accepted as 'just how things are done'."

What Made It Work

What Made It Work
  • Right people in the room — Operational staff who experience the pain points daily, not just management
  • Structured prioritization — 34 ideas filtered down to 4 high-impact, actionable initiatives
  • Realistic scope — Focus on solutions that don't require heavy IT investment

Client Testimonial

Ülle Bondarev
ettevõttes Verston
Excellent, content-rich training where we gained great AI tools and skills on how to use them. We got many ideas to develop and implement in our company. Practical examples and teamwork supported the theoretical part very well. And of course, a superb trainer. Thank you!

Key Outcomes

Discovered During Workshop
€750,000
Annual Savings Potential
34
Use cases found
4
Initiatives selected
Low
Investment required

What's Next

With 34 use cases mapped and 4 high-potential initiatives prioritized, Verston now has a clear roadmap for AI implementation.

The €750,000 savings potential—primarily from reducing manual work—represents just the beginning.

The next step: ensuring these validated ideas move from workshop output to real implementation.
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