[Go Back Up](https://kinetive.fi/blog#top) [Skip to Content](https://kinetive.fi/blog#body) [![kinetive-logo-with-text](https://kinetive.fi/hubfs/kinetive-logo-with-text.svg "kinetive-logo-with-text")](https://kinetive.fi) Toggle Menu - [About us](https://kinetive.fi/about-us) - [Blog](https://kinetive.fi/blog) - Services Toggle children for Services Main Menu (Press to Return) \> Services - [Kubernetes consulting](https://kinetive.fi/kubernetes-consulting) - [DevOps consulting](https://kinetive.fi/devops-consulting) - [Cloud Native Engineering](https://kinetive.fi/cloud-native-engineering) - [Platform Engineering](https://kinetive.fi/platform-engineering) - [FAQ](https://kinetive.fi/faq) - [Contact](https://kinetive.fi/contact) - [Contact](https://kinetive.fi/contact) - Open Search Search Submit Search ![](https://kinetive.fi/hs-fs/hubfs/Gemini_Generated_Image_fd4d90fd4d90fd4d.png?height=650&name=Gemini_Generated_Image_fd4d90fd4d90fd4d.png) DevOps Agent LLM Workflow FinOps AI Kinetive Aug 18, 2026, 8:38:15 AM 4 min read ## [AI Agent costs vs. salary costs?](https://kinetive.fi/blog/ai-agent-costs-vs.-salary-costs) Read More ![](https://kinetive.fi/hs-fs/hubfs/kitnetive-bg.webp?height=650&name=kitnetive-bg.webp) Agent LLM Workflow AI Software Engineering Kinetive Apr 27, 2026, 1:33:29 PM 6 min read ## [From Fear to Flow: Using AI to Make Legacy Code Safer to Change](https://kinetive.fi/blog/from-fear-to-flow-using-ai-to-make-legacy-code-safer-to-change) Read More ![](https://kinetive.fi/hs-fs/hubfs/contact-hero.webp?height=650&name=contact-hero.webp) AWS IaC GCP DevOps On-prem Platform Engineering Kinetive Apr 13, 2026, 3:19:52 PM 5 min read ## [From On-Prem to Multi-Cloud Without the Migration Drama](https://kinetive.fi/blog/less-firefighting-more-flow-a-practical-multi-cloud-migration-story) Read More --- [![kinetive-logo-with-text](https://kinetive.fi/hubfs/kinetive-logo-with-text.svg "kinetive-logo-with-text")](https://kinetive.fi/) - [About us](https://kinetive.fi/about-us) - [Blog](https://kinetive.fi/blog) - [Contact](https://kinetive.fi/contact) [Contact us](https://www.kinetive.fi/contact) **Kinetive Oy** VAT: FI27925978 **Helsinki** Työpajankatu 13 B 00580 Helsinki Finland **Jyväskylä** c/o Digi & Game Center Matarankatu 2, 2nd floor 40100 Jyväskylä Finland © 2026