Crystal ball reflecting sunset over ocean

95% of AI projects fail.
Yours doesn't have to.

We help large enterprises transform with AI — by first understanding your business, your systems, and your data. One team. No handoffs. Real results.

The Foundation: Listen to our approach
95%

of generative AI pilots fail to deliver P&L impact

42%

of companies abandoned most AI initiatives in 2025

43%

cite data quality as their top obstacle

The AI paradox: Massive investment. Massive failure.

Last year, companies invested over €230 billion in AI.

And yet — study after study confirms the same finding: somewhere between 80% and 95% of AI projects fail to deliver real business value.*

Not because AI doesn't work. It does.

They fail because companies jump to technology before they're ready. They buy tools without understanding their own systems. They build pilots that never reach production. They hire consultants who deliver slides, then disappear.

The result? Abandoned projects. Wasted millions. Growing skepticism.

There's a better way.

First, we understand. Then, AI transforms.

We don't start with AI. We start with you.

Your business. Your value chain. Your goals. What you're actually trying to achieve — not where AI might be interesting, but where it creates real value.

Then we look at your reality. Your systems — legacy and modern, connected and siloed. Your data — what you have, what's usable, what's missing. Your people — because technology doesn't transform companies, people do.

Only when the ground is prepared do we build. Solutions that fit your ecosystem. Solutions your people will use. Solutions that last.

This isn't a framework. It's a discipline.

Compass pointing to Vision - Strategic direction
01

Value

Where does AI create real business impact?

02

Systems

What's possible within your technology landscape?

03

Data

What's actually usable? What's missing?

04

People

Who needs to change? How do we bring them along?

05

Build

Solutions that work in your world. And keep working.

"When the foundation is right, AI finds its purpose."

Neural network visualization

From the south of Germany. Built for enterprises everywhere.

Five disciplines. One team.

Most transformations fail at the handoffs — strategy to implementation, architecture to development, technology to adoption. We eliminate the handoffs. Every capability, integrated. Every expert, at the table.

Who we are

Peter Stahl

Peter Stahl

Founder & Managing Director — Data & Strategy

Master of Computer Science with over 10 years of experience in data architecture and AI strategy. Peter has led large-scale data transformations at companies like EnBW and Yello Strom, focusing on creating real business value through intelligent systems.

Benedikt Weiner

Benedikt Weiner

Founder & Managing Director — Architecture & Development

Expert in machine learning, software architecture and AI development. Benedikt brings deep technical expertise ranging from cloud architectures to front-end development.

Sigrid Stahl

Sigrid Stahl

Assistant to the Managing Director

Ensuring smooth operations and coordination across all projects, Sigrid is the backbone of our administrative excellence.

Our Disciplines

Business Consulting

Understand the value

IT & Cloud Architecture

Map the possible

Data Science

See the truth

Change Management

Bring people along

Software Development

Build what works

Integrated Delivery

Zero handoffs, pure impact

What makes us different

One Team, No Handoffs

The Others

Strategy consultants do the thinking, hand off to implementers. Implementers hand off to developers. Context lost at every step. Accountability diluted.

Us

One integrated team from first conversation to running solution. The people who understand your business are the same people reviewing the architecture. No gaps. No translation errors. No finger-pointing.

Understanding Before Technology

The Others

Start with AI capabilities, look for places to apply them. "Here's what AI can do — where might you use it?"

Us

Start with business value, work backward to solutions. "Here's what you're trying to achieve — here's how AI can help." Technology serves strategy, not the other way around.

We Build, We Stay

The Others

Deliver recommendations and leave. Or build a pilot and move on.

Us

We build production solutions. And if you want, we run them. Managed cloud. Managed AI. Continuous optimization. We're partners, not vendors.

Compliance by Design

The Others

Treat governance as a checkbox at the end.

Us

EU AI Act, GDPR, data protection, your internal policies — woven into every decision from day one. Sovereign cloud options. On-premise capability. Your data, your control.

Your data. Your rules. Your control.

Trust isn't a feature. It's the foundation of everything we do. We build for your environment — not ours. Your cloud. Your datacenter. Your compliance requirements.

Data analytics visualization

EU AI Act

Complete compliance with Europe's AI regulation. Risk classification, transparency requirements, documentation — built in from the start.

GDPR & Data Protection

European data protection embedded in every architecture decision. Privacy by design, not privacy as an afterthought.

Sovereign Cloud

Need your AI to run in EU-controlled infrastructure? We design and deploy for sovereign cloud environments — Azure, AWS, or independent providers.

On-Premise / Private Cloud

Some data can never leave your building. We build solutions that run entirely within your own environment.

Your Compliance Policies

Every organization has its own rules. We don't just follow the law — we respect your internal governance, security requirements, and approval processes.

"We don't ask you to trust us with your data. We build systems where you never have to."

What we deliver

AI Transformation

End-to-end transformation from strategy through implementation. For organizations ready to fundamentally evolve how they operate with AI.

Includes

  • Value discovery & opportunity mapping
  • Systems & data assessment
  • Transformation roadmap with clear KPIs
  • Solution design & architecture
  • Development & integration
  • Change management & adoption
  • Production deployment

Engagement: Project-based, typically 6-18 months

AI Readiness Assessment

Not ready for full transformation? Start here. A clear-eyed assessment of where you stand and what it would take to succeed with AI.

Includes

  • Business value analysis
  • Systems landscape review
  • Data quality assessment
  • Organizational readiness evaluation
  • Gap analysis & recommendations
  • Prioritized roadmap

Engagement: Fixed-scope, typically 6-12 weeks

Managed AI Solutions

We don't just build and leave. If you want us to run it, we will. Your AI solutions, in your environment, with our expertise.

Includes

  • Managed cloud infrastructure (Azure, AWS, Sovereign EU)
  • AI solution operation & monitoring
  • Continuous optimization
  • Security & compliance management
  • Ongoing support & evolution

Engagement: Subscription-based, ongoing

Sovereign AI Infrastructure

For organizations that need AI capabilities but cannot compromise on data sovereignty. We design and implement AI infrastructure in fully controlled environments.

Includes

  • Sovereign cloud architecture
  • On-premise AI infrastructure design
  • Private LLM deployment
  • Secure data pipelines
  • EU-compliant AI operations

Engagement: Project + optional managed services

Ready to build on solid ground?

Every transformation starts with a conversation. No pitch decks. No pressure. Just an honest discussion about where you are and where you could go.