diff --git a/Makefile b/Makefile
index b7805f9e8..3d5e1b39e 100644
--- a/Makefile
+++ b/Makefile
@@ -230,7 +230,8 @@ PLATFORMS ?= linux/arm64,linux/amd64,linux/s390x,linux/ppc64le
 image/buildx:
 ifeq ($(DOCKER),docker)
 	# docker uses builder containers
-	$(DOCKER) buildx create --use --name model-registry-builder
+	- $(DOCKER) buildx rm model-registry-builder
+	$(DOCKER) buildx create --use --name model-registry-builder --platform=$(PLATFORMS)
 	$(DOCKER) buildx build --push --platform=$(PLATFORMS) --tag ${IMG} -f ${DOCKERFILE} .
 	$(DOCKER) buildx rm model-registry-builder
 else ifeq ($(DOCKER),podman)