OUR APPROACH

Find out. Define. Orchestrate.

AI projects rarely fail because of technology alone. They fail because of missing strategy, insufficient organisational buy-in, and the gap between recommendation and implementation. That is exactly our work. When the solution is defined, we orchestrate implementation with the team that fits best.

WHAT WE DO

Find out. Define. Lead.

Every engagement starts with the strategic question. We work with your executive team to find out where AI has the greatest leverage, define the right use cases, and set up the organisation for implementation.

Where does AI have the greatest strategic leverage?

AI Strategy & Vision

We analyse processes, data landscape and organisational structure. Result: a prioritised roadmap with validated use cases and a clear ROI model – no 200-page reports, but decision-ready foundations for the board and executive team.

What we deliver:

  • Executive Interviews & Stakeholder Mapping (5–10 conversations)
  • Process and data landscape analysis
  • AI Opportunity Scoring & Prioritisation
  • ROI modelling per use case
  • Strategic roadmap as decision foundation for board/executive team
  • Technology recommendation (Build vs. Buy vs. Partner)

3–6 Weeks · Executive Interviews · Opportunity Scoring

Request assessment

Creating buy-in before it fails.

Stakeholder Alignment & Change

The best AI strategy fails without organisational buy-in. We run executive workshops, develop the internal communication plan and prepare the go/no-go decision.

What we deliver:

  • Executive Workshop (half to full day)
  • Change communication plan
  • Internal narrative & talking points for all levels
  • Risk assessment & mitigation plan
  • Go/No-Go decision template
  • Support for internal communication rollout

2–4 Weeks · Workshops · Communication Planning

Plan workshop

IMPLEMENTATION

What sets us apart from every other consultancy: when the strategy is set and the use cases are defined, we don't leave you alone. We own delivery. We lead the project, orchestrate specialised partners, and take end-to-end responsibility – with our Technical Product Manager, our Consortium, or a mix of both. You keep one point of contact.

Production-ready. Not demo-ready.

Solution Development

Production-ready solution, built by the right team for your specific problem. We lead the project, our Technical Product Manager owns the architecture on Google Cloud, and when needed we scale with our Consortium of specialised engineering and design partners.

What we deliver:

  • Solution architecture on Google Cloud (Technical Product Manager)
  • Team composition (internal + Consortium as needed)
  • Project leadership and stakeholder communication (ProdUnit)
  • Integration into enterprise systems (ERP, CRM, Data Warehouse, Email)
  • Security & compliance review
  • User acceptance testing with real users
  • Architecture decision records & technical documentation

8–12 Weeks · Google Cloud · Enterprise Integration

Discuss solution

We stay. As your extended AI team.

Operations & Scale

Ongoing operations, monitoring, optimisation and expansion. We remain as your extended AI team – with the goal of building internal competence.

What we deliver:

  • Monitoring & alerting
  • Monthly performance reviews & executive reporting
  • Continuous model optimisation
  • Feature extensions & new use cases
  • Internal capability building (goal: internal team takes over completely)

Retainer Model · Monthly Executive Reporting

Discuss retainer

Orchestrated Implementation with the Right Partners

We lead – and assemble the right team. Depending on the project, we work with our Technical Product Manager, our Consortium of specialised partners, or an extended expert network. You always have one point of contact: us.

ProdUnit Core

AI Strategy, Project Leadership, Executive Advisory, Google Cloud Architecture

Consortium Partners

Software Engineering · Data Visualization · UX/UI Design

Expert Network

Data Engineering · ML Engineering · Solutions Architecture · Specialist Disciplines

This means: projects of any size and complexity – without overhead, without unnecessary hierarchies. Lean consulting, scaled execution.

OWN PRODUCT

Own Product · Pilot running

AI triage for Swiss property managers.

ImmoTriage

ImmoTriage is living proof of our approach: from a strategic analysis emerged an AI system that today actively triages emails – built and operated on Google Cloud. From problem to production, from one source.

Book a demo at immotriage.ch

Our Implementation Platform

When we orchestrate implementation, we do it on Google Cloud. Deeply specialised, not generalist – so our strategic recommendations flow seamlessly into execution.

Vertex AI

LLMs, Fine-Tuning, RAG

Google Cloud

Cloud Run, BigQuery, GKE

Next.js

Headless, Sanity CMS

LangChain

Multi-Agent, Pipelines