diff --git a/tests/testthat/helper-postprocessing.R b/tests/testthat/helper-postprocessing.R
index 60e76a10e..471a3d0e5 100644
--- a/tests/testthat/helper-postprocessing.R
+++ b/tests/testthat/helper-postprocessing.R
@@ -130,6 +130,9 @@ if (rlang::is_installed("probably")) {
   reg_cal <- tailor::tailor() |>
     tailor::adjust_numeric_calibration()
 
+  reg_cal_tune <- tailor::tailor() |>
+    tailor::adjust_numeric_calibration(method = tune())
+
   reg_max <- tailor::tailor() |>
     tailor::adjust_numeric_range(upper_limit = tune())
 }
diff --git a/tests/testthat/test-loop-over-all-stages-row-wise.R b/tests/testthat/test-loop-over-all-stages-row-wise.R
index 99c0df16e..7f66239f1 100644
--- a/tests/testthat/test-loop-over-all-stages-row-wise.R
+++ b/tests/testthat/test-loop-over-all-stages-row-wise.R
@@ -85,7 +85,7 @@ test_that("convert grid to rowwise - submodels", {
   skip_if_not_installed("probably")
 
   # Model only
-  wflow_1 <- workflow(Class ~ ., glmn_spec, cls_est_post)
+  wflow_1 <- workflow(Class ~ ., glmn_spec, reg_cal)
   param_1 <- wflow_1 |> extract_parameter_set_dials()
 
   grid_reg_1 <- grid_regular(param_1) |> arrange(mixture, penalty)
@@ -107,7 +107,7 @@ test_that("convert grid to rowwise - submodels", {
   }
 
   # Recipe + Model
-  wflow_2 <- workflow(puromycin_tune_rec, glmn_spec, cls_est_post)
+  wflow_2 <- workflow(puromycin_tune_rec, glmn_spec, reg_cal)
   param_2 <- wflow_2 |> extract_parameter_set_dials()
 
   grid_reg_2 <- grid_regular(param_2)
@@ -133,54 +133,54 @@ test_that("convert grid to rowwise - submodels", {
   }
 
   # Model + Post
-  wflow_3 <- workflow(Class ~ ., glmn_spec, cls_post)
+  wflow_3 <- workflow(Class ~ ., glmn_spec, reg_cal_tune)
   param_3 <- wflow_3 |> extract_parameter_set_dials()
 
   grid_reg_3 <- grid_regular(param_3)
-  distinct_reg_3 <- distinct(grid_reg_3, cut, mixture) |>
-    arrange(mixture, cut)
+  distinct_reg_3 <- distinct(grid_reg_3, method, mixture) |>
+    arrange(mixture, method)
 
   res_reg_3 <- tune:::get_row_wise_grid(wflow_3, grid_reg_3)
   for (i in 1:nrow(distinct_reg_3)) {
     sub <- grid_reg_3 |>
-      inner_join(distinct_reg_3[i, ], by = c("mixture", "cut"))
+      inner_join(distinct_reg_3[i, ], by = c("mixture", "method"))
     expect_equal(res_reg_3[[i]], sub)
   }
 
   grid_sfd_3 <- grid_space_filling(param_3)
-  distinct_sfd_3 <- distinct(grid_sfd_3, cut, mixture) |>
-    arrange(mixture, cut)
+  distinct_sfd_3 <- distinct(grid_sfd_3, method, mixture) |>
+    arrange(mixture, method)
 
   res_sfd_3 <- tune:::get_row_wise_grid(wflow_3, grid_sfd_3)
   for (i in 1:nrow(distinct_sfd_3)) {
     sub <- grid_sfd_3 |>
-      inner_join(distinct_sfd_3[i, ], by = c("mixture", "cut"))
+      inner_join(distinct_sfd_3[i, ], by = c("mixture", "method"))
     expect_equal(res_sfd_3[[i]], sub)
   }
 
   # Recipe + Model + Post
-  wflow_4 <- workflow(puromycin_tune_rec, glmn_spec, cls_post)
+  wflow_4 <- workflow(puromycin_tune_rec, glmn_spec, reg_cal_tune)
   param_4 <- wflow_4 |> extract_parameter_set_dials()
 
   grid_reg_4 <- grid_regular(param_4)
-  distinct_reg_4 <- distinct(grid_reg_4, degree, cut, mixture) |>
-    arrange(mixture, degree, cut)
+  distinct_reg_4 <- distinct(grid_reg_4, degree, method, mixture) |>
+    arrange(mixture, degree, method)
 
   res_reg_4 <- tune:::get_row_wise_grid(wflow_4, grid_reg_4)
   for (i in 1:nrow(distinct_reg_4)) {
     sub <- grid_reg_4 |>
-      inner_join(distinct_reg_4[i, ], by = c("mixture", "degree", "cut"))
+      inner_join(distinct_reg_4[i, ], by = c("mixture", "degree", "method"))
     expect_equal(res_reg_4[[i]], sub)
   }
 
   grid_sfd_4 <- grid_space_filling(param_4)
-  distinct_sfd_4 <- distinct(grid_sfd_4, degree, cut, mixture) |>
-    arrange(mixture, degree, cut)
+  distinct_sfd_4 <- distinct(grid_sfd_4, degree, method, mixture) |>
+    arrange(mixture, degree, method)
 
   res_sfd_4 <- tune:::get_row_wise_grid(wflow_4, grid_sfd_4)
   for (i in 1:nrow(distinct_sfd_4)) {
     sub <- grid_sfd_4 |>
-      inner_join(distinct_sfd_4[i, ], by = c("mixture", "degree", "cut"))
+      inner_join(distinct_sfd_4[i, ], by = c("mixture", "degree", "method"))
     expect_equal(res_sfd_4[[i]], sub)
   }
 })
diff --git a/tests/testthat/test-schedule.R b/tests/testthat/test-schedule.R
index d1d301b49..694ef9faa 100644
--- a/tests/testthat/test-schedule.R
+++ b/tests/testthat/test-schedule.R
@@ -468,7 +468,7 @@ test_that("grid processing schedule - recipe, model, and post", {
   skip_if_not_installed("splines2")
   skip_if_not_installed("probably")
 
-  wflow_three <- workflow(rec_no_tune, parsnip::logistic_reg(), tlr_no_tune)
+  wflow_three <- workflow(rec_no_tune, parsnip::linear_reg(), tlr_no_tune)
   grid_three <- tibble::tibble()
   sched_three <- schedule_grid(grid_three, wflow_three)
 
@@ -733,7 +733,7 @@ test_that("grid processing schedule - model only, submodels, 1 point design", {
 test_that("grid processing schedule - postprocessing only", {
   skip_if_not_installed("probably")
 
-  wflow_thrsh <- workflow(outcome ~ ., parsnip::logistic_reg(), tlr_tune)
+  wflow_thrsh <- workflow(outcome ~ ., parsnip::linear_reg(), tlr_tune)
   grid_thrsh <- extract_parameter_set_dials(wflow_thrsh) |>
     update(lower_limit = dials::lower_limit(c(0, 1))) |>
     dials::grid_regular(levels = 3)
@@ -767,7 +767,7 @@ test_that("grid processing schedule - recipe + postprocessing, regular grid", {
   skip_if_not_installed("splines2")
   skip_if_not_installed("probably")
 
-  wflow_pre_post <- workflow(rec_tune, parsnip::logistic_reg(), tlr_tune)
+  wflow_pre_post <- workflow(rec_tune, parsnip::linear_reg(), tlr_tune)
   grid_pre_post <-
     extract_parameter_set_dials(wflow_pre_post) |>
     update(lower_limit = dials::lower_limit(c(0, 1))) |>
@@ -816,7 +816,7 @@ test_that("grid processing schedule - recipe + postprocessing, irregular grid",
   skip_if_not_installed("splines2")
   skip_if_not_installed("probably")
 
-  wflow_pre_post <- workflow(rec_tune, parsnip::logistic_reg(), tlr_tune)
+  wflow_pre_post <- workflow(rec_tune, parsnip::linear_reg(), tlr_tune)
   grid_pre_post <-
     extract_parameter_set_dials(wflow_pre_post) |>
     update(lower_limit = dials::lower_limit(c(0, 1))) |>