diff --git a/DESCRIPTION b/DESCRIPTION
index 781eae4..a2ba3fe 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -19,12 +19,10 @@ Suggests:
     jsonlite,
     kknn,
     parsnip,
-    recipes (>= 1.0.10.9000),
+    recipes,
     testthat (>= 3.0.0),
     tidypredict,
     workflows
-Remotes:
-    tidymodels/recipes
 Config/testthat/edition: 3
 Encoding: UTF-8
 Roxygen: list(markdown = TRUE)
diff --git a/R/orbital.R b/R/orbital.R
index 91a9411..69c70f6 100644
--- a/R/orbital.R
+++ b/R/orbital.R
@@ -33,6 +33,11 @@ orbital.default <- function(x, ...) {
   )
 }
 
+new_orbital_class <- function(x) {
+  class(x) <- "orbital_class"
+  x
+}
+
 #' @export
 print.orbital_class <- function(x, ...) {
   x <- unclass(x)
diff --git a/R/recipes.R b/R/recipes.R
index b21e109..024fe5b 100644
--- a/R/recipes.R
+++ b/R/recipes.R
@@ -6,11 +6,8 @@ orbital.recipe <- function(x, eqs = NULL, ...) {
   }
 
   if (is.null(eqs)) {
-    ptype <- recipes::recipes_ptype(x, stage = "bake")
-    if (is.null(ptype)) {
-      cli::cli_abort("recipe must be created using version 1.1.0 or later.")
-    }
-    all_vars <- names(ptype)
+    terms <- x$term_info
+    all_vars <- terms$variable[terms$role == "predictor"]
   } else {
     all_vars <- all.vars(rlang::parse_expr(eqs))
   }
@@ -46,54 +43,9 @@ orbital.recipe <- function(x, eqs = NULL, ...) {
     }
   }
 
-  new_orbital_class(out)
-}
-
-#' @export
-orbital.step_pca <- function(x, all_vars, ...) {
-  rot <- x$res$rotation
-  colnames(rot) <- recipes::names0(ncol(rot), x$prefix)
-
-  used_vars <- colnames(rot) %in% all_vars
-
-  rot <- rot[, used_vars]
-
-  row_nms <- rownames(rot)
-
-  out <- character(length(all_vars))
-  for (i in seq_along(all_vars)) {
-    out[i] <- paste(row_nms, "*", rot[, i], collapse = " + ")
+  if (is.null(out)) {
+    out <- character()
   }
 
-  names(out) <- all_vars
-  out
-}
-
-#' @export
-orbital.step_normalize <- function(x, all_vars, ...) {
-  means <- x$means
-  sds <- x$sds
-
-  used_vars <- names(means) %in% all_vars
-  means <- means[used_vars]
-  sds <- sds[used_vars]
-
-  out <- paste0("(", names(means), " - ", means ,") / ", sds)
-  names(out) <- names(means)
-  out
-}
-
-#' @export
-orbital.step_nzv <- function(x, all_vars, ...) {
-  NULL
-}
-
-#' @export
-orbital.step_corr <- function(x, all_vars, ...) {
-  NULL
-}
-
-new_orbital_class <- function(x) {
-  class(x) <- "orbital_class"
-  x
+  new_orbital_class(out)
 }
diff --git a/R/step_corr.R b/R/step_corr.R
new file mode 100644
index 0000000..51916d9
--- /dev/null
+++ b/R/step_corr.R
@@ -0,0 +1,4 @@
+#' @export
+orbital.step_corr <- function(x, all_vars, ...) {
+  NULL
+}
diff --git a/R/step_normalize.R b/R/step_normalize.R
new file mode 100644
index 0000000..84ead4e
--- /dev/null
+++ b/R/step_normalize.R
@@ -0,0 +1,13 @@
+#' @export
+orbital.step_normalize <- function(x, all_vars, ...) {
+  means <- x$means
+  sds <- x$sds
+
+  used_vars <- names(means) %in% all_vars
+  means <- means[used_vars]
+  sds <- sds[used_vars]
+
+  out <- paste0("(", names(means), " - ", means ,") / ", sds)
+  names(out) <- names(means)
+  out
+}
\ No newline at end of file
diff --git a/R/step_nzv.R b/R/step_nzv.R
new file mode 100644
index 0000000..2d4111a
--- /dev/null
+++ b/R/step_nzv.R
@@ -0,0 +1,4 @@
+#' @export
+orbital.step_nzv <- function(x, all_vars, ...) {
+  NULL
+}
diff --git a/R/step_pca.R b/R/step_pca.R
new file mode 100644
index 0000000..bb8af18
--- /dev/null
+++ b/R/step_pca.R
@@ -0,0 +1,24 @@
+#' @export
+orbital.step_pca <- function(x, all_vars, ...) {
+  rot <- x$res$rotation
+  colnames(rot) <- recipes::names0(ncol(rot), x$prefix)
+
+  used_vars <- pca_naming(colnames(rot), x$prefix) %in% 
+    pca_naming(all_vars, x$prefix)
+
+  rot <- rot[, used_vars]
+
+  row_nms <- rownames(rot)
+
+  out <- character(length(all_vars))
+  for (i in seq_along(all_vars)) {
+    out[i] <- paste(row_nms, "*", rot[, i], collapse = " + ")
+  }
+
+  names(out) <- all_vars
+  out
+}
+
+pca_naming <- function(x, prefix) {
+  gsub(paste0(prefix, "0"), prefix, x)
+}
diff --git a/tests/testthat/test-step_corr.R b/tests/testthat/test-step_corr.R
new file mode 100644
index 0000000..0081051
--- /dev/null
+++ b/tests/testthat/test-step_corr.R
@@ -0,0 +1,20 @@
+test_that("step_corr works", {
+  skip_if_not_installed("recipes")
+
+  mtcars0 <- mtcars
+  mtcars0$disp1 <- mtcars$disp
+
+  rec_exp <- recipes::recipe(mpg ~ ., data = mtcars) %>%
+    recipes::step_corr(recipes::all_predictors()) %>%
+    recipes::prep()
+
+  expect_null(orbital(rec_exp$steps[[1]]))
+  
+  rec <- recipes::recipe(mpg ~ ., data = mtcars0) %>%
+    recipes::step_corr(recipes::all_predictors()) %>%
+    recipes::prep()
+  
+  expect_null(orbital(rec$steps[[1]]))
+
+  expect_identical(orbital(rec), orbital(rec_exp))
+})
diff --git a/tests/testthat/test-step_normalize.R b/tests/testthat/test-step_normalize.R
new file mode 100644
index 0000000..b3b94bd
--- /dev/null
+++ b/tests/testthat/test-step_normalize.R
@@ -0,0 +1,16 @@
+test_that("step_normalize works", {
+  skip_if_not_installed("recipes")
+
+  mtcars <- dplyr::as_tibble(mtcars)
+
+  rec <- recipes::recipe(mpg ~ ., data = mtcars) %>%
+    recipes::step_normalize(recipes::all_predictors()) %>%
+    recipes::prep()
+
+  res <- dplyr::mutate(mtcars, !!!orbital_inline(orbital(rec)))
+
+  exp <- recipes::bake(rec, new_data = mtcars)
+  exp <- exp[names(res)]
+
+  expect_equal(res, exp)
+})
diff --git a/tests/testthat/test-step_nzv.R b/tests/testthat/test-step_nzv.R
new file mode 100644
index 0000000..1bf3bb8
--- /dev/null
+++ b/tests/testthat/test-step_nzv.R
@@ -0,0 +1,20 @@
+test_that("step_nzv works", {
+  skip_if_not_installed("recipes")
+
+  mtcars0 <- mtcars
+  mtcars0$zv <- 0
+
+  rec_exp <- recipes::recipe(mpg ~ ., data = mtcars) %>%
+    recipes::step_nzv(recipes::all_predictors()) %>%
+    recipes::prep()
+
+  expect_null(orbital(rec_exp$steps[[1]]))
+  
+  rec <- recipes::recipe(mpg ~ ., data = mtcars0) %>%
+    recipes::step_nzv(recipes::all_predictors()) %>%
+    recipes::prep()
+  
+  expect_null(orbital(rec$steps[[1]]))
+
+  expect_identical(orbital(rec), orbital(rec_exp))
+})
diff --git a/tests/testthat/test-step_pca.R b/tests/testthat/test-step_pca.R
new file mode 100644
index 0000000..3962443
--- /dev/null
+++ b/tests/testthat/test-step_pca.R
@@ -0,0 +1,34 @@
+test_that("step_pca works", {
+  skip_if_not_installed("recipes")
+
+  mtcars <- dplyr::as_tibble(mtcars)
+  mtcars$hp <- NULL
+
+  rec <- recipes::recipe(mpg ~ ., data = mtcars) %>%
+    recipes::step_pca(recipes::all_predictors()) %>%
+    recipes::prep()
+
+  exp <- recipes::bake(rec, new_data = mtcars)
+  
+  res <- dplyr::mutate(mtcars, !!!orbital_inline(orbital(rec)))
+  res <- res[names(exp)]
+
+  expect_equal(res, exp)
+})
+
+test_that("step_pca works with more than 9 PCs", {
+  skip_if_not_installed("recipes")
+
+  mtcars <- dplyr::as_tibble(mtcars)
+
+  rec <- recipes::recipe(mpg ~ ., data = mtcars) %>%
+    recipes::step_pca(recipes::all_predictors()) %>%
+    recipes::prep()
+
+  exp <- recipes::bake(rec, new_data = mtcars)
+
+  res <- dplyr::mutate(mtcars, !!!orbital_inline(orbital(rec)))
+  res <- res[names(exp)]
+
+  expect_equal(res, exp)
+})