AI projects are successful when done correctly.

88% of AI pilots fail to reach production — but that's not all on IT.
Our AI due diligence helps you assess readiness and risks before you invest.
Get started
CUT THROUGH THE NOISE
AND BUILD WHAT WORKS.

We know the challenges, and we’re here to help you overcome them.

Insufficient Data and Infrastructure

"We simply don't have the robust infrastructure or quality data we need to harness AI effectively."

8-16%

Expected productivity increases within the next five years

Lack of Skilled Talent

“Finding skilled AI talent is our biggest bottleneck; we can’t grow without experts.”

10-20%

Expected productivity gain in service sector

Unclear ROI and Business Case

“We see the potential, but without a clear ROI, it's difficult to justify investment.”

60-70%

Potential for productivity increase

Integration and Scalability Issues

“Our legacy systems aren't built for scale, making AI integration painfully slow.”

8-17%

Expected gains in manufacturing sector

Organizational and Cultural Barriers

“Our culture resists change—AI adoption requires a mindset shift we haven't managed yet.”

8-15%

Projected improvement in construction sector

"Pilot Paralysis" and Strategy Issues

“We keep piloting AI solutions but fail to scale beyond proofs-of-concept.”

Gap between potential and perceived impact

Make smarter decisions with AI Scan.

Here’s what you gain from AI scan done right:
“With the right guidance, we were able to build the robust infrastructure and quality data we needed to unlock the full potential of AI.”
Senior Executive, Global Consumer Goods Leader
VP of Data & AI Strategy

Filtering Hype From Reality

Pursue AI solutions that solve real problems - not just buzzwords. We help you cut through the noise and focus on initiatives that move the needle.
“Their team helped us understand exactly where we stood and what it would take to move forward. That clarity saved us time, money, and a lot of frustration.”
Transformation Lead, European Industrial Manufacturer
Head of Digital Innovation

Assessing Risks and Feasibility

Avoid wasted time and budget by validating what’s actually doable. We assess your internal readiness so you only move forward with solutions that can succeed.
“The team didn’t just help us launch our AI initiative—they built the foundation for long-term success. We didn’t just get results—we built something we can actually scale.”
Product Executive, Leading Fintech Platform
Chief Product & Technology Officer

Ensuring roi & long-term success

Turn AI from a one-off pilot into a long-term growth driver. We make sure your AI investments align with your strategy and deliver measurable impact.

A clear path forward: our proven AI adoption framework.

Our step-by-step approach removes the guesswork and derisks your investment.

Strategic Alignment

What do we want to achieve with AI?
How does AI fit into our strategy?
Which priorities are relevant?

Use Case Discovery

Where are our biggest pain points?
Which processes cause the costs?
Where is the greatest value potential?

Capability Check

What data is available to us?
What skills need to be developed?
How is our IT infrastructure set up?

Solution Mapping

Which MVP brings quick results?
Which tools and partners do we need?
How do we integrate AI into existing systems?

Priorities & Roadmap

Which quick wins are the most realistic?
Which projects have the highest urgency?
How do we measure project success?

Wrap-Up

What are our next concrete steps and responsibilities?
What have we learned throughout this process?
How do we ensure continuous alignment and iteration?

You don’t need to master AI overnight—you just need a partner who already has.

We bring the expertise, experience, and proven frameworks—so you can focus on making confident, strategic decisions.
Jakob Schwankhaus
Managing Director
  • Project management
  • Experts Interviews
  • Product Expertise
  • Change Management
Petre Pătrașc
CTO
  • AI & ML Expertise
  • Technical Management
  • Strategic View
  • System Architecture
Andreea Luță
ML Engineer
  • Technical Analysis
  • Technology Evaluation
  • Feasibility Analysis
  • AI/ML Safety
Optical Networking / AI Infrastructure
Client from the GPU infrastructure space
AI assistant automates transceiver diagnostics to reduce expert dependency and ensure operational continuity post-sale.
  • Eliminated reliance on key personnel
  • Ensured post-sale business continuity
  • Completed in a 3-week acceleration sprint
Automotive Sales Enablement
Client from the remote sales & support space
Agentic AI platform empowers remote sales teams with task orchestration, boosting efficiency and customer engagement.
  • 500% increase in agent efficiency
  • $32M projected workforce savings
  • First customizable AI assistant for remote sales
Aviation / Predictive Sales Intelligence
Client from the commercial aviation supply chain
ML model scores spare part quotes by conversion likelihood, helping sales focus on high-yield opportunities.
  • 150+ global airline partners
  • 80% of sales from top-ranked quotes
  • 35+ data points powering the ML model
Automotive eCommerce / Data Enrichment
Client from the online auto retail space
Enabled faster, multi-source data enrichment of vehicle listings, boosting conversion and listing quality at scale.
  • 100K+ additional cars sold annually
  • 6x faster data collection for listings
  • Migrated core platform from Python 2 to 3 for long-term scalability

Ready to de-risk your AI journey?

Let’s talk. Our team is here to help you turn complexity into clarity.
Contact me
David Falk
Managing Partner