Will a smart TRV actually save money on heating?

Reviewers across mainstream coverage agree the savings come from scheduling and per-room zoning rather than the valve itself — turning down unused bedrooms during the day, or pre-heating only occupied rooms in the morning. Households that already heat conservatively see modest gains; households that previously left all radiators wide open see the biggest reduction.