diff --git a/tests/testthat/test-provider-azure.R b/tests/testthat/test-provider-azure.R
index 6d0be642..cceb4fb2 100644
--- a/tests/testthat/test-provider-azure.R
+++ b/tests/testthat/test-provider-azure.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_azure_test("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_true(all(chat$last_turn()@tokens >= 1))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-bedrock.R b/tests/testthat/test-provider-bedrock.R
index 9f208da2..a8881eb5 100644
--- a/tests/testthat/test-provider-bedrock.R
+++ b/tests/testthat/test-provider-bedrock.R
@@ -2,7 +2,7 @@ test_that("can make simple batch request", {
   chat <- chat_bedrock("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(26, 5))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-claude.R b/tests/testthat/test-provider-claude.R
index b31aab4c..966be5a6 100644
--- a/tests/testthat/test-provider-claude.R
+++ b/tests/testthat/test-provider-claude.R
@@ -2,7 +2,7 @@ test_that("can make simple batch request", {
   chat <- chat_claude("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(26, 5))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-databricks.R b/tests/testthat/test-provider-databricks.R
index c4f34b73..a467ef04 100644
--- a/tests/testthat/test-provider-databricks.R
+++ b/tests/testthat/test-provider-databricks.R
@@ -4,9 +4,7 @@ test_that("can make simple batch request", {
   )
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  # Note: the Databricks models don't seem to take "as terse as possible" very
-  # seriously, and return more verbose responses than expected.
-  # expect_equal(chat$last_turn()@tokens, c(26, 5))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-deepseek.R b/tests/testthat/test-provider-deepseek.R
index d367ccf0..3c84f59c 100644
--- a/tests/testthat/test-provider-deepseek.R
+++ b/tests/testthat/test-provider-deepseek.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_deepseek("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(20, 1))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-gemini.R b/tests/testthat/test-provider-gemini.R
index 90d675db..095c94af 100644
--- a/tests/testthat/test-provider-gemini.R
+++ b/tests/testthat/test-provider-gemini.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_gemini("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(17, 2))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-ollama.R b/tests/testthat/test-provider-ollama.R
index 33bd715b..5504ee44 100644
--- a/tests/testthat/test-provider-ollama.R
+++ b/tests/testthat/test-provider-ollama.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_ollama_test("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens >= 1, c(TRUE, TRUE))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-openai.R b/tests/testthat/test-provider-openai.R
index 9653605a..882900bf 100644
--- a/tests/testthat/test-provider-openai.R
+++ b/tests/testthat/test-provider-openai.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_openai("Be as terse as possible; no punctuation", model = "gpt-4o-mini")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(27, 2))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-openrouter.R b/tests/testthat/test-provider-openrouter.R
index 226695b4..cc258c7d 100644
--- a/tests/testthat/test-provider-openrouter.R
+++ b/tests/testthat/test-provider-openrouter.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_openrouter_test("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_true(all(chat$last_turn()@tokens >= 1))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
diff --git a/tests/testthat/test-provider-snowflake.R b/tests/testthat/test-provider-snowflake.R
index 24cdce84..e48b7929 100644
--- a/tests/testthat/test-provider-snowflake.R
+++ b/tests/testthat/test-provider-snowflake.R
@@ -6,13 +6,14 @@ test_that("can make simple request", {
   # chat <- chat_snowflake("Be as terse as possible; no punctuation")
   # resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   # expect_match(resp, "2")
-  # expect_equal(chat$last_turn()@tokens, c(64, 2))
+  # expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {
   chat <- chat_snowflake("Be as terse as possible; no punctuation")
   resp <- coro::collect(chat$stream("What is 1 + 1?"))
   expect_match(paste0(unlist(resp), collapse = ""), "2")
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 # Common provider interface -----------------------------------------------
diff --git a/tests/testthat/test-provider-vllm.R b/tests/testthat/test-provider-vllm.R
index c04af7ad..1ef0a3af 100644
--- a/tests/testthat/test-provider-vllm.R
+++ b/tests/testthat/test-provider-vllm.R
@@ -4,7 +4,7 @@ test_that("can make simple request", {
   chat <- chat_vllm_test("Be as terse as possible; no punctuation")
   resp <- chat$chat("What is 1 + 1?", echo = FALSE)
   expect_match(resp, "2")
-  expect_equal(chat$last_turn()@tokens, c(64, 2))
+  expect_equal(chat$last_turn()@tokens > 0, c(TRUE, TRUE))
 })
 
 test_that("can make simple streaming request", {