AI Platforms
Platforms for building, operating and measuring enterprise AI
Kaufman AIS AI Platforms support the full path from idea to productive AI systems. They help teams develop AI products, govern how those systems run, and connect AI activity to product and business outcomes. The platform family sits alongside our enterprise knowledge, automation and Shopware work, not instead of it.
Why isolated AI tools rarely become a durable capability
Many organizations start with experiments, copilots or one-off agents. The first demos look promising. Over time, ownership, quality, cost and business relevance become unclear.
- Ideas stay in prototypes because there is no structured path from concept to a usable AI product.
- Deployed systems lack an operating model for roles, evidence, monitoring and controlled change.
- Teams can see that AI was used, but not whether it contributed to the intended business result.
- Knowledge, automation and decision support remain fragmented across tools and departments.
- European enterprises need deployment options that respect data control and sovereignty requirements.
One platform family with three clear roles
The AI Platforms hub groups three complementary products. Each has a distinct job. Together they support development, operations and outcome clarity without forcing a single tool onto every use case.
- AI Product Factory supports the journey from idea to prototype to AI product.
- Engrave AI helps teams govern, manage and scale AI systems in an enterprise context.
- Witdem connects AI activity to measurable product and business outcomes.
- All three relate to the broader Kaufman AIS focus on knowledge, intelligence, automation and business impact.
- Shopware solutions remain a focused ecommerce product family. They are covered under Shopware Solutions.
The AI Platforms products
Start with the product that matches your current bottleneck. Move between them as your AI work matures.
How the platforms fit the Kaufman AIS ecosystem
Kaufman AIS builds applied intelligence systems. The platforms are one layer of that work. Enterprise knowledge systems, digital assistants, agents, sovereign deployments and Shopware solutions address different parts of the same problem, making company information usable and actionable.
- Knowledge and retrieval architectures make enterprise information available for assistants and agents. See Enterprise Knowledge Systems.
- Sovereign AI options support European deployment and data control where required.
- Shopware Solutions apply AI to concrete ecommerce problems without replacing the platform products.
- Consulting and implementation connect strategy, architecture and productive rollout.
Use the platforms when you need durable product, operations or outcome infrastructure. Use services and Shopware products when the priority is a specific business process or store capability.
Typical starting points
Organizations usually enter through one clear pressure point rather than adopting everything at once.
From idea to first AI product
Product and innovation teams use AI Product Factory to validate a use case and shape a usable application before large-scale investment.
From pilot to governed operations
After early deployments, teams need roles, evidence and operating discipline. Engrave AI focuses on that management layer.
From activity to business relevance
Leadership and product owners need to see whether AI work supports goals. Witdem focuses on outcomes rather than raw activity logs alone.
Alongside ecommerce AI
Retail and B2B commerce teams may combine Shopware Solutions for storefront impact with platforms for broader AI product and governance work.
Frequently asked questions about AI Platforms
What is included under AI Platforms?
AI Product Factory, Engrave AI and Witdem. They cover AI product development, AI system governance and outcome measurement.
Do we need all three products?
No. Start with the product that addresses your current gap. Many organizations begin with one platform and add others as scope grows.
How do these products relate to Shopware Solutions?
Shopware Solutions are focused ecommerce products. AI Platforms are broader enterprise products for building, operating and measuring AI systems. They can be used together, but they serve different jobs.
Are the platforms available as a sovereign AI deployment?
Where relevant, Kaufman AIS can discuss sovereign AI deployment options with European data control in mind. Requirements are assessed per engagement.
Where should we start a conversation?
If you already have AI systems in production, begin with Engrave AI or Witdem. If you are shaping a new AI product, begin with AI Product Factory. You can also contact us for a structured assessment.
Choose the platform that matches your next step
Tell us whether your priority is developing an AI product, operating AI systems with clearer governance, or connecting AI activity to business outcomes. We will point you to the right product and a practical next step.
Contact
Talk to us about your data landscape knowledge structures and potential applications of intelligent assistant systems within your organization.
