AI Strategy & Prototyping.

Turn hype into business value.

What challenges do we solve?

Here's what usually happens: A vendor shows up with a shiny AI demo. Your team gets excited.

Six months later? A proof-of-concept nobody uses and a budget nobody wants to approve.


We flip that script. We start with what creates value for your business and your customers, and then make AI work for that.

“We don’t know where to start with AI.”


How we solve this:

Get a clear, prioritized roadmap of opportunities linked to your strategy and then we see if could link AI to them. Not just a list of buzzwords

“We tried AI pilots; they didn’t stick.”

How we solve this:

Build validated prototypes tested with real users, because demos in boardrooms don't equal value in the field.

“We need business impact, not just tech experiments.”

How we solve this:

Get launch-ready MVPs with measurable success metrics and a clear path to scale.

Ready to cut through the AI noise? We'll help you figure out where to start.

Our way of working.

A practical, phased path. We start with value discovery and end with solutions that scale.

Step 1 — Discover the right AI opportunities.


We map the pains, jobs-to-be-done, and value drivers through research and stakeholder interviews. Then we test assumptions: Can AI create outsized value in your current services/products or in your current internal processes?


Co-ideation and quick prioritization based on impact, feasibility, and risk.


What you get:
  • Prioritized opportunity map with 8–15 potential use cases ranked

  • Top 2–3 validated concepts with simple prototypes

  • Clear recommendation: what to pursue, what to park, what to kill


Success looks like:
  • 5–10 stakeholder interviews completed

  • 2–3 concepts validated with target users


    Typical duration: 2–4 weeks

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Step 2 — Prototype to pilot-ready MVPs.


Rapid build with our in-house developers and solution architect. Iterative user tests to refine value, UX, and business logic.

Unlike traditional consultancies that hand you a PowerPoint, we hand you something you can click, test, and show your most important stakeholders.


What you get:
  • 1–2 functional MVPs (not slides but actual working prototypes)

  • Pilot plan with clear success metrics (time saved, revenue impact, user satisfaction)

  • Real user feedback from 10–20 test users

  • Technical specs for scaling if you choose to move forward


Success looks like:
  • Pilot running with real users

  • Quantified usage and feedback

  • Business case validated or invalidated


    Typical duration: 4–8 weeks

Step 3 — Integrate & scale.


Enterprise-grade build and rollout with trusted partners where needed. Integration with your existing systems, governance, and security standards. We support the full adoption journey, from stakeholder buy-in to training your teams and ensuring the solution sticks.


What you get:
  • Scaled application built to enterprise standards

  • Integration plan coordinated with your IT team

  • Adoption metrics and KPI tracking

  • Handoff documentation for long-term ownership

  • Change management support to drive user adoption

  • Training materials and enablement for your teams


Success looks like:
  • Live usage across the organization

  • Adoption KPIs hit

  • Measurable business impact

  • Teams trained and actively using the solution


    Typical duration: Custom timeline (we'll scope together)

Scale-at-speed

Our approach in action.

Case 1: How we turned a wealth management firm's digital chaos into a 3-app ecosystem.
The challenge:

A European wealth management firm was drowning in manual processes. Advisors spent 40% of their time on administrative work instead of with clients. Customer data lived in multiple systems. Prospect-to-advisor matching happened through spreadsheets and gut feel. Meanwhile, digital-first competitors were winning younger clients.

Our approach:

We ran a 4 month discovery sprint using our design thinking methodology: Explore, Define, Design. Interviewed 10 advisors and customers to map pain points and opportunities. Quickly identified that digital transformation wasn't just about efficiency, it was survival.

We designed a 3 app ecosystem:

  1. AI-powered matchmaking that pairs prospects with the right advisors based on competencies and client needs.

  2. Smart onboarding app that digitizes the entire client journey.

  3. Advisor optimization tool that cuts administrative burden in half.


We built working prototypes, fully branded and integrated with their existing tech stack, validated with real advisors and prospects.

The outcome:

Within 12 months, they moved from concept to two production ready apps, with the third in development. The AI matchmaking prototype now handles what used to take hours of manual work and advisors can focus on what they do best: serving clients.

[this case is anonymized for privacy reason]

Case 2: How we helped a B2B home solutions company unlock hidden revenue in their data.
Case 3: How a healthcare joint venture built a platform connecting patients to the right care.

What do you get from working with us?


  • AI Opportunity Roadmap aligned to your strategy:
    Not just "AI could do this", but "AI should do this because it solves [specific problem] for [specific user]".

  • Value hypothesis with measurable success metrics:
    We define what success looks like up front,and track it.

  • Clickable demos and working MVPs:
    Real prototypes you can test, not conceptual mockups.

  • Pilot plan with scope, timeline, and KPIs:
    The roadmap from prototype to production, with clear milestones.

  • Scale options using our in-house team and partner ecosystem:
    Flexibility to scale with your IT, our partners, or a hybrid approach.

  • Executive readout you can share internally:
    Presentation-ready materials that make the business case for you.

Is this the right fit?


Ideal for:

  • Strategy, innovation, or transformation leaders in mid-to-large organizations who need validated AI opportunities, not vendor pitches.

  • Teams seeking business impact, not "AI for AI's sake" or checkbox innovation.

  • Organizations ready to co-create and test with real users, not just admire prototypes in meetings.

  • Leaders who want phase-by-phase commitment. Proof of value before scaling, no massive upfront transformation programs.



Not a fit if:

  • You want a specific vendor or tool pushed regardless of your context (we're vendor-agnostic).

  • You expect enterprise-wide implementation without discovery or validation (we believe in testing first).

  • You need 100% internal IT ownership for scaling without partners (we're honest about when partners make sense).

  • You're looking for someone to run and maintain AI infrastructure long-term (we design and launch; partners operate).

Why choose Business Models Inc.?

We're business model strategists who happen to unlock AI.
Think less "AI consultant," more "your innovation team with AI expertise".

Unlike big consultancies.
They start with 6-month roadmaps. We start with 2-week validation sprints. They bring theory. We bring working prototypes.


Unlike AI vendors.
They push their platform regardless of your context. We start with your business model and customer needs, then find the right tech.


Unlike dev shops.
They build what you ask for. We help you figure out what's actually worth building and validate it before you invest heavily.

How we work differently:
  • We've spent 15+ years designing business models with tools like the Business Model Canvas.

  • Our design thinking roots keep everything human-centered, from discovery to build.

  • We validate rapidly through proving value fast, then invest where impact is real.

  • We scale flexibly by building MVPs in-house and bring in proven partners when needed.

We’re business model strategists who unlock AI, we build enough to prove value, and then scale.

Frequently asked questions.

What’s the fastest way to start?

Book a 15-minute AI Opportunity Scan. We'll discuss your context and outline whether a 2–4 week Discovery sprint is right for you. No sales pitch, just an honest assessment. If AI isn't right for your situation, we'll tell you.

How long until we see something tangible?
What if we've already tried AI and it failed?
Who needs to be involved from our side?
What about data security and IP?
Can you integrate with our stack?
Do you commit to specific ROI?
Pricing?
Can we just do Step 1?
Do we need our own AI team first?
How is this different from hiring an AI developer?
Still have questions?

Our commitment to you.

Phase-by-phase engagement.
No multi-year contracts. Prove value in Discovery before committing to prototyping. Prove value in prototyping before committing to scale.


Actionable outputs guaranteed.
100% of Phase 1 clients receive a prioritized AI opportunity roadmap within 4 weeks. If we don't identify at least 3 viable opportunities worth exploring, we'll refund your Discovery fee.

You own everything.
All deliverables, IP, and learnings belong to you. Take them in-house, take them to another vendor, or continue with us, your choice.

Weekly transparency.
Weekly check-ins throughout every phase. No black boxes. No surprises at the end.

Ready to turn AI into business value? Meet Matthijs.

Our AI strategist who turns vision into reality.

Matthijs Vochteloo.