AI consulting for software and systems development

Integrate AI into your toolchain — structurally

Many companies have started AI initiatives, but few have a coherent target architecture behind them. itemis helps you build an AI toolchain that works within your existing processes, delivers auditable results, and holds up long-term.

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The starting point

A pattern we recognise.

AI initiatives without coordination

Copilot here, an internal tool there, a pilot project somewhere else, all running in parallel with no alignment. No integrated target architecture. The hoped-for impact never materialises.

Outputs that are hard to control

AI results can't be reproduced, traced, or audited. In regulated industries, that's a problem: technically and legally.

Architecture decisions without experience

Internal teams make technology and architecture calls without the necessary depth. Wrong turns cost months.

Our approach

How we work

01

Analyse processes and potential

Interviews with employees and stakeholders surface working practices, bottlenecks, and concrete starting points. We show where the biggest impact is achievable fastest.

02

Design a target architecture

Based on the analysis, we design an integrated target architecture for your AI toolchain, aligned with existing tools, processes, and quality requirements.

03

Implement and embed incrementally

No big-bang rollout. AI support is integrated step by step and grows with every feedback cycle.

Focus areas

Typical entry points

Developer workflows

AI agents, IDE integration, and automated pipelines, embedded directly in existing development environments without disrupting day-to-day work.

Automated code reviews

AI evaluates code by severity and feeds results directly into existing ticket and knowledge systems, with no manual steps in between.

Requirements support

Structured research, consistency checks on requirements, and technical clarifications, all AI-powered and built into the business analyst's everyday workflow.

CI/CD automation

Structured, automated build and deployment pipelines with targeted AI integration at the right points.

Security shift left

Security requirements woven into the development process early, not just before release when fixes get expensive.

Traceability and test automation

End-to-end traceability across artefacts and AI-powered quality assurance as a fixed part of the development routine.

Your benefit

What you gain

Faster technical decisions

Sound architecture and technology choices instead of expensive detours, backed by structured analysis and proven project experience.

Lower adoption risk

Incremental rollout, clear system boundaries, and feedback mechanisms keep risk manageable throughout the AI integration.

A stable system landscape, long-term

The end result is a development environment where AI delivers reproducible, auditable outputs and adapts to new requirements.

itemis by the numbers

20+

Years of experience in software and systems engineering

40+

Clients in regulated industries worldwide

< 6 wks

to first measurable results

Common questions

FAQ

Which industries is this consulting suited for?
Primarily companies with high quality or regulatory requirements: automotive, aerospace, medical devices, manufacturing, insurance, and financial services. Any organisation looking to integrate AI into existing, production-critical systems will benefit.
We already have AI tools in use. Does the consulting still make sense?
Yes, especially then. Many companies have sensible point solutions but no coherent architecture behind them. That’s exactly where we start: assessing existing initiatives, identifying gaps, and building a target architecture.
How long does a typical project take?
That depends on the scope. An initial analysis with concrete recommendations is typically completed in 4 to 6 weeks. The subsequent implementation happens incrementally, and first results are often visible within a few weeks.
Will we become dependent on itemis?
No. The goal is to build internal expertise and a self-sustaining architecture. itemis guides the adoption, but hands responsibility over to your teams progressively.
Which AI technologies does itemis use?
itemis is technology- and vendor-neutral. We assess together which tools fit your requirements: coding assistants, agent frameworks, automated review tools, or custom AI components.
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Ready to introduce AI in a structured way?

Talk to our experts: no commitment, no cost. We'll show you which entry points will have the biggest impact in your situation.

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