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sprichmal.ch case study (German)AI product development · Switzerland
AI Product Development: from idea to a running product.
An AI product is more than a call to a language model. It needs data, an interface, sign-in, billing, security and someone to run it. matd ag develops AI products from the first version to operations, and has done so several times with its own products.
Development happens in Rickenbach TG. I work with companies from Eastern Switzerland and all of German-speaking Switzerland, on site or by video.
Who it is for
For companies and founders with a product idea that has AI at its core.
Typically SMEs that want to turn their expertise into a product, and founders who need a first version that clients pay for.
- SMEs with a product idea from their own field
- Founders and sole traders before the first version
- Teams whose AI prototype never reaches production
Eastern Switzerland · German-speaking Switzerland
Typical problems
Where AI products get stuck.
The prototype works, the product doesn't
A demo is built quickly. Sign-in, permissions, cost per request and failure cases decide whether clients can use the product.
AI costs without a limit
Every model call costs money. Without limits and measurement, a successful product of all things becomes expensive.
Data and labelling
Where client data is stored and how AI content is labelled must be right from the start, not fixed later.
Approach
Four steps.
As a sprint, ongoing support or interim technical leadership: the ways of working together are on the engagement models page.
- 01
Initial call
You describe the idea and the problem it should solve. We clarify whether AI is the right means.
- 02
Smallest useful version
We define what the first version must do, and what it deliberately won't do yet.
- 03
Build and test
Development in short stages, with you as the first user. Every stage is visible and usable.
- 04
Operations
Hosting, monitoring, limits on AI costs and further development. On request, matd ag runs it.
Evidence from our own products
Built and run by matd ag.
No invented clients, no polished numbers: these are products that matd ag has built and runs itself.
inmoIQ: the AI assistant VERA
VERA answers prospects' enquiries around the clock, qualifies them and books viewings. An AI product for estate agencies in Switzerland and Spain.
Go to inmoIQMySpace: six AI agents in one workspace
Planning, content, metrics, communication and market monitoring for sole traders, with labelled AI content. Built, run and used in-house by matd ag.
Go to MySpaceFrequently asked
What SMEs want to know before the first call.
How is AI product development different from AI consulting?
AI consulting clarifies where AI helps in your business and puts a first step into practice. AI product development builds a standalone product that your clients use or buy.
Which AI models do you use?
Depending on the task, models from different providers, for example for text, speech or images. The choice follows quality, cost and data protection, not a particular vendor.
What does developing an AI product cost?
It depends on the scope of the first version. After the initial call you receive an estimate; the ways of working together are on the engagement models page.
Where do the product and data run?
matd ag's products run on servers in Frankfurt and store client data in the EU. For your product we clarify the storage location before we start.
Who owns the code and the data?
We put that in writing before we start: rights to the code, operations and further development. Client data never belongs to matd ag.
Do you only work with companies from Eastern Switzerland?
No. matd ag is based in Rickenbach TG and works with companies from all of German-speaking Switzerland, on site or by video.
Further reading
Articles on the topic (German)
More services
What else matd ag builds for SMEs.
- 01AI ConsultingFind out where AI takes work off your plate, and put a first step into practice.
- 03Custom SoftwareTailor-made software for processes no off-the-shelf tool covers.
- 04App and Web App DevelopmentWeb apps and apps for SMEs, from the first draft to running operations.
- 05SaaS DevelopmentTurn an idea into a subscription software product, with sign-in, payment and operations.
Next step
One conversation, one clear next step.
Book a free initial call. You describe your situation, I tell you honestly whether and how I can help. No obligation, no slide theatre.
Book a free consultation