Tools Don't Scale
Domain experts analyze data in tools like MDA, Concerto, INCA, and CANape. Great for a single run, painful when comparing dozens of files.
Technical bottleneckAI consulting for automotive R&D
Turn your time-series data into decisions without hiring an army of data scientists
Empower your R&D engineers to go from raw logs to clear decisions on their own, using AI tools they can master in 90 days.
Time-series & logging data
Commercial tools, not research projects
Delivered in 90 days
No new headcount. No endless PoCs. Just workflows your engineers can own.
The Challenge
The Problem
Modern vehicles generate vast streams of time-series data. Within these logs and telematics lies the real story of how your systems perform. But today:
People Don't Scale
You depend on a small group of data specialists to write code and build analyses. Every new question queues behind them.
Resource constraintDecisions Move Too Slowly
Waiting for data pipelines or struggling alone turns every iteration into days or weeks. Many good questions are never even asked.
Time drainYou have rich time-series data, but no fast, direct way for experts to turn it into decisions.
The Answer
Schedule a Free Consultation
The Solution
This is not a one-year "AI transformation program" with endless PoCs that never scale. It's a focused 90-day engagement that leaves your engineers stronger than your dashboards.
Start with the 90-Day Transformation Program
AI success is 70% people, 30% technology. We design around your engineers first.
Your team learns how to use commercially available tools to build workflows that turn mountains of data into insights.
90
Days
50%
Faster iterations
100%
Practical
Three Core Principles
Start From Real Use Cases
We focus on solutions where 20% effort delivers 80% returns. By targeting your most impactful workflows first, we ensure maximum value with minimal overhead.
R&D Engineering in the Driver's Seat
We promote a DIY approach because it's so easy to do this with generative AI. Engineers own both the problem and solutions, becoming self-sufficient without waiting on specialists.
Tools You Can Own
We leave you with "methods" that your team can build on after the engagement, avoiding vendor lock-in and one-off codebases.
How the 90-Day Program Works
Month 1: Foundation
- Week 1–2: Map current workflows and prioritise high-impact use cases.
- Week 3–4: Catalogue data sources, tools, and team skills.
- Deliverable: A clear roadmap to begin the transformation.
Month 2: Scale
- Week 5–6: Develop solutions for selected use cases using your real data.
- Week 7–8: Iterate with engineers in the loop and bake the workflows into your toolchain.
- Deliverable: A first working solution solving a real problem.
Month 3: Independence
- Week 9–10: Roll the solution out to the full team.
- Week 11–12: Train engineers to improve and adapt workflows themselves.
- Deliverable: A self-sufficient team ready to scale independently.
What You Get
From problem to insight in hours, not weeks.
Engineers who know how to ask the right questions of AI tools.
Workflows that scale across thousands of runs.
Real transformation, not just PowerPoint decks.
Your Partner
Why Work With Me?
I live at the intersection of deep automotive domain expertise and proven, practical AI applications.
13+
Years in Automotive R&D
4
Major OEMs
3
Continents
Asia, Europe, and USA
Automotive Engineering
13+ years in powertrain development across the full stack: software, calibration, testing, and data analysis at Delphi, Volvo Cars, CEVT, and Volvo Trucks.
Data & AI Leadership
I’ve steered high-impact data and AI initiatives at nearly every company I’ve served—including Volvo’s most recent push—translating strategy into production outcomes while advising vice presidents who rely on that guidance for critical decisions.
Global Network
Deep connections with automotive experts across three continents. Access to specialised knowledge when complex challenges require additional expertise.
Speaking at International AI Conferences
The difference? I've lived the problem you're facing. I understand both the domain expertise of your engineers and the practical AI tools that can amplify their impact.
Next Step
LinkedIn
View Profile
Let's Talk
Ready to empower your R&D team with AI capabilities?
Book a free 30-minute consultation where we'll discuss your specific time-series challenges.