It would cap reported inflation, but capping prices just turns inflation into shortages (since demand > supply either way), and potentially slows down the supply response (high prices incentivize more supply).

If supply is actually restricted (and can't be increased), then capping prices makes sense in certain scenarios, and indeed price caps have been used historically in the U.S., from the 1940s through the 1970s.