In practice
Serve it through a picture element or content negotiation so older clients still receive a fallback.
Convert at build time rather than on request, and keep the original for future re-encoding.
Why it matters
A format change is the rare speed win that needs no design or content decision.
Typical savings of a quarter to a third of image weight show up directly in Core Web Vitals.