Insights
Our expertise, shown and shared
Client work, the products and frameworks behind it, and how our team thinks about AI, including posts from our founders on LinkedIn.
Case studies
Selected delivery experience
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Case study City of Zurich · Public sectorZüriA: a sovereign AI assistant for the City of Zurich
- Case study Swiss Post · Public sector
Delivery forecasting for Swiss Post's last mile
- Case study Swiss Armed Forces · Public sector
Sovereign AI, offline by design, for the Swiss Armed Forces
- Case study European Respiratory Society (ERS) · Healthcare & pharma
Evaluating and scaling AI projects for the European Respiratory Society
Perspectives
From our team, on LinkedIn
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Live from The Dolder Grand for the Swiss Omnichannel Forum 2026, sharing key insights from the intersection of retail and omnichannel marketing.
Michael Wegmüller via LinkedIn
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Your AI agent strategy isn't a model decision
Your AI agent strategy isn't a model decision. It's an orchestration decision: everyone can buy the same models, but not how well your systems coordinate agents, tools and data.
Michael Wegmüller via LinkedIn
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Who sits across the table in 2030? An AI agent is a power of attorney: a goal, clear guardrails, a verified identity, an audit trail, and the ability to revoke it at any time.
Stefan Ravizza via LinkedIn
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84% of your customers want AI content labeled. Only 20% of organizations always do. That gap is where trust, and revenue, is won or lost.
Michael Wegmüller via LinkedIn
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AI has started building its own tools
AI has started building its own tools. We went from prompting a model, to a model using the tools we gave it, to a system that extends itself.
Stefan Ravizza via LinkedIn
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A highlight of the Next Industries practice circle at HSLU: a live demo of the humanoid robot Unitree R1, a vivid look at how physical and digital intelligence are converging.
Stefan Ravizza via LinkedIn
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Switzerland's open LLM is ready for impact
Switzerland's open LLM is ready for impact. Now we scale adoption in the real world: Artifact is a co-initiator of Hack Apertus, where reusable, open-source blueprints beat one-off demos.
Stefan Ravizza via LinkedIn
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Sovereignty is an architecture decision. If a single foreign policy move can switch off your AI stack, that's not a vendor risk, it's a strategy risk. Build for portability.
Michael Wegmüller via LinkedIn
Asset features
What CompanyGPT and Smart Canvas can do
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CompanyGPTMicrosoft 365 integration
Outlook, calendar and meetings, with you in control.
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CompanyGPTAI image generation
Create and tailor visuals, with your approval.
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CompanyGPTDeep research mode
A research plan, worked through step by step, with sources.
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CompanyGPTYour brand, on every device
Your company's look, on desktop and mobile.
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CompanyGPTAgents and collaboration spaces
Specialised agents that solve problems together.
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CompanyGPTCompany knowledge bases
Answers grounded in your own documents.
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CompanyGPTUsage & adoption dashboard
See how your organisation uses CompanyGPT.
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CompanyGPTChat, voice and web search
Ask anything, in any model, and check the sources.
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Smart CanvasBranded sketchnotes
Turn any canvas into a visual in one click.
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Smart CanvasAsk your canvases
Answers only from your content, with sources you can check.
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Smart CanvasAI review
The open questions to settle before you share.
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Smart CanvasShare it straight away
Send to Teams, share a link or export.
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Smart CanvasImport anything
Teams meetings, documents and notes become canvases too.
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Smart CanvasA canvas for every meeting
Nine canvas types, plus your own.
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Smart CanvasCapture it live
Hit record and the canvas builds itself as you talk.
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Stories
CompanyGPT and Smart Canvas, told as a story
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Smart CanvasI had a dream: a sketchnote artist in every workshop
A live artist drawing the room was brilliant, but only affordable for a few big workshops. Smart Canvas turns every meeting into its own branded sketchnote, in one click.
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CompanyGPTOne model won't win: why CompanyGPT is model-agnostic
The LLM leaderboard reshuffles every quarter. CompanyGPT runs behind a gateway that can route every request to the right model, with no vendor lock-in.
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CompanyGPTRent or own? The maths on your company's AI
Microsoft 365 Copilot is rented per user, per month, growing with every hire. CompanyGPT is a one-time licence you own, running in your own environment.
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CompanyGPT8:47 on a Monday: the shortcut that becomes a Shadow AI risk
A 40-page contract, a deadline, and a private AI account that's faster than the official way. CompanyGPT makes the safe way the fast way too.
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Frameworks & methods
Frameworks we use with clients
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ConceptThree strategic imperatives for AI: augment, automate, invent
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ConceptHandling PII in a GenAI platform: entities, detection, logic, action
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ConceptThe AF Framework: scoping an analytics function in nine steps
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ConceptScoping a holistic analytics and data strategy in three phases
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ConceptThe Component Data Model: six domains that keep a data strategy focused
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ConceptDesign Thinking in two funnels: ideate, then prioritise, then repeat
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Let's generate value together
Our focus is to build responsible AI implementations, well embedded in your organisation's strategy, with the aim to construct scalable structures for growth.