Where it hurt most - and what came out of it.

Enterprise AI · industry benchmarks

Where AI actually kickstarts company growth.

Support drowning in repeat tickets. Sales reps with more leads than they can handle. Managers spending hours building reports instead of making decisions. Seven situations where companies are already scaling with AI today - the same path is open to you, whatever your size.

Figures come from publicly published case studies (Klarna, JPMorgan, Morgan Stanley, UNIQA and others) - industry benchmarks, not our own engagements. They show the direction the market is moving; the absolute gain for a smaller company will differ, the principle won't.

Model scenarios for AI agents & assistants →

Cost reduction · energy sector

Consolidating and optimizing storage and backups.

Fragmented data, slow access and expensive, opaque backups. Consolidating and optimizing storage simplifies operations, speeds up access and cuts cost - data in one place, faster access and reliable backup.

Spend audit · manufacturing

Auditing spend and analyzing suspicious storage costs.

The invoices kept growing, but nobody knew why. I went through the spend line by line and traced suspicious and duplicate storage costs - capacity billed twice, orphaned resources and services no one used anymore - and flagged clearly what to cancel.

Critical infrastructure · energy sector

"Island Mode" - isolated failover for critical infrastructure.

Design and delivery of a disaster-recovery program that can disconnect and independently run the client's key systems during an outage. Enterprise VMware environment, zero compromise on availability.

Security & compliance · food production

Getting an environment ready for a compliance audit.

Risk analysis, policies and evidence so the environment stands up to an auditor and a regulator. I work to ISO/IEC 27001 and ISO/IEC 20000 principles.