AI and machine learning services: from pilot to production
AI and machine learning services need clear use cases – not isolated experiments. This overview leads to consulting, introduction, chatbots, phone bots and knowledge bases; governance and measurable value are in focus from the start.
Quick orientation for AI and machine learning services—from first steps to production solutions, with governance and measurable outcomes.
Services: AI and machine learning services: from pilot to production
AI & machine learning
Machine learning, NLP and computer vision – use-case driven.
View AI & machine learning →AI implementation
AI coaching, readiness and rollout for your teams.
View AI implementation →AI solutions for businesses
Pragmatic AI projects with governance and measurable outcomes.
View AI solutions for businesses →
Estimate your project costs
Use our interactive calculator for a first budget indication—free and non-binding.
Thorsten Frieling – Projektmanagement
AI solutions for SMEs
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View AI solutions for SMEs →AI knowledge base (RAG)
Searchable company knowledge – RAG and intelligent retrieval.
View AI knowledge base (RAG) →AI phone bots
Voice assistants for service, booking and lead qualification.
View AI phone bots →AI chatbot development
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View AI chatbot development →AI chatbot agency
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View AI chatbot agency →Machine learning development
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View Machine learning development →AI agents
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View AI agents →EU AI Act consulting
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View EU AI Act consulting →Microsoft Copilot consulting
Scope, process and FAQ on the service page – Made in Germany from East Frisia.
View Microsoft Copilot consulting →AI training
ChatGPT, Copilot and prompt engineering – hands-on for your staff.
View AI training →Find the right entry point in AI and machine learning services: from pilot to production
This overview groups our AI and machine learning services for mid-sized companies—from implementation and training through chatbots, agents and Copilot to governance and knowledge bases. Pick the service that matches your starting problem below; each detail page covers scope, process and FAQs.
Which AI service fits your starting problem?
| Starting problem | Matching service | Next step |
|---|---|---|
| No AI roadmap or priorities yet | AI implementation | Request AI workshop |
| Searchable company knowledge (RAG) | AI knowledge base | RAG cost calculator |
| Phone / voicebot / service line | AI phone bots | Estimate AI costs |
| Chatbot with system integration | AI chatbot development | Discuss integration |
| Customer-facing chatbot / agency | AI chatbot agency | Chatbot cost calculator |
| ML model / predictive analytics | Machine learning development | Data analytics |
| Agentic / autonomous workflows | AI agents | Agent integration costs |
| EU AI Act / AI compliance | EU AI Act consulting | EU AI Act for SMEs |
| Microsoft Copilot in M365 | Microsoft Copilot consulting | AI training |
We deploy AI where measurable value appears – from our artificial intelligence & machine learning overview and AI solutions for business to structured AI implementation. Delivered as AI chatbot development, customer-facing delivery via our AI chatbot agency or machine learning development – employee assistance and automating repetitive work.
Make company knowledge searchable with an AI knowledge base; AI phone bots support service lines; AI agents handle autonomous workflows. GDPR and EU AI Act consulting (see also EU AI Act for SMEs) and a solid data foundation from data, analytics & databases are part of the architecture from day one – with AI training for your teams where needed.
Plan costs and ROI with our AI cost calculator, AI knowledge base cost calculator or AI ROI calculator. Explore AI for business topics, use cases under AI automation and references in AI projects – Made in Germany from East Frisia.
Related pages for AI and machine learning services: from pilot to production
Explore costs, solutions, comparisons, and related services for AI and machine learning services: from pilot to production.
Core services in this cluster
Solutions & topics
Frequently asked questions: AI and machine learning services: from pilot to production
Short answers to orient you in this cluster – the same content is marked up as FAQPage schema.
Where do I start: artificial intelligence or a specialist page?
The artificial intelligence overview explains strategy and scope; for chatbot, voice bot, knowledge base or agents use the linked sub-page with its own dedicated focus.
How is the EU AI Act addressed in projects?
Risk classes, documentation and governance are covered in introduction and EU AI Act consulting – linked from this hub, not as generic text on every URL.
What data foundation does an AI knowledge base need?
Structured sources, permissions and up-to-date content; if the foundation is missing we point to database and integration work before RAG rollout.
What does AI cost in the mid-market?
Pilot, production and operations differ widely – AI cost calculators and a project check give a first range; details sit on each service page.
AI & machine learning: provider profile and approach
„AI works in the mid-market when use case, data and accountability come before the model—not the other way around.“
Questions about our services?
Need a tailored quote? Contact us or book a consultation.
Thorsten Frieling – Project management
Or call us:+49 491 960 999 00
More service categories
Explore related topics – or return to the full services overview.
Quick context: Overview of this service category – with clear boundaries to related topics.
Service at a glance – for your decision
AI & machine learning: compact service description
Definition: AI & machine learning at Groenewold IT means pragmatic use cases with governance: chatbots, voice bots, knowledge bases, agents and ML – GDPR and the EU AI Act planned from day one.
When it applies: When staff lose time to search and routine work, customer service must scale or company knowledge should be usable via assistants – without prototype-only delivery.
Audience: Mid-market teams that expect measurable value, a clear data foundation and responsible rollout (training, Copilot, compliance).
Outcome: Production-near assistants, documented data flows and business sign-off – the artificial intelligence overview is the entry point; detail pages deepen special topics.
Approach: Use-case workshop, data and rights review, pilot with measurable KPIs, rollout and operations including governance (EU AI Act, GDPR).
Prerequisites and limits: Prerequisites and limits: use case, document/data basis and privacy framework (DPA, hosting). Limits: not classic bespoke software without AI relevance—related services are cross-linked.
Differentiation: Classic software development → Software & platforms; process RPA → Automation; pure interfaces → Integration.
Trust: AI projects with references, EU AI Act consulting and introduction roadmaps; Made in Germany, 99+ B2B clients in the mid-market.
Sensible next step: Sensible next step: align use case and data basis in a strategy call—then pilot or RAG roadmap.
Approach in steps
- Vorgehen: Use-case workshop, data and rights review, pilot with measurable KPIs, rollout and operations including governance (EU AI Act, GDPR).
Up to 50% of your investment via BAFA/KfW
Use our funding calculator to see which government grants may apply to your project.
Björn Groenewold – Managing Director
