I thought solar panels would offset my energy use right from the first season without much extra thought, but the production numbers came in lower once the sun angle dropped. The installer pointed out how the panels need a clear south-facing spot and regular cleaning to keep the yield steady through fall. Last month the total was about twenty percent under the estimate because of some leaf debris that built up.