Voviva Blog

Notes from the field on
applied AI in production.

Practical perspectives on shipping AI systems that work: what we build, what we learn, and what we'd recommend.

AI Strategy

Two ways to bring AI into customer requests, and how to tell which one you actually need.

Latest

Faster, or Different?

When should AI make your existing process faster, and when should it redesign that process entirely? A practical guide to telling the difference, worked through the example of incoming customer requests.

Tobias Leuthold
Tobias Leuthold
1 June 2026 ยท 7 min read
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