diff --git a/packages/midscene/tests/ai/evaluate/__snapshots__/planning-input.test.ts.snap b/packages/midscene/tests/ai/evaluate/__snapshots__/planning-input.test.ts.snap
new file mode 100644
index 00000000..59816e31
--- /dev/null
+++ b/packages/midscene/tests/ai/evaluate/__snapshots__/planning-input.test.ts.snap
@@ -0,0 +1,511 @@
+// Vitest Snapshot v1, https://vitest.dev/guide/snapshot.html
+
+exports[`automation - planning input - openAI > input value 1`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 2`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+  {
+    "param": {
+      "value": "Enter",
+    },
+    "thought": undefined,
+    "type": "KeyboardPress",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 3`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 4`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+  {
+    "param": {
+      "value": "Enter",
+    },
+    "thought": undefined,
+    "type": "KeyboardPress",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 5`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 6`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+  {
+    "param": {
+      "value": "Enter",
+    },
+    "thought": undefined,
+    "type": "KeyboardPress",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 7`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 8`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+  {
+    "param": {
+      "value": "Enter",
+    },
+    "thought": undefined,
+    "type": "KeyboardPress",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 9`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value 10`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "learning english",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+  {
+    "param": {
+      "value": "Enter",
+    },
+    "thought": undefined,
+    "type": "KeyboardPress",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 1`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn English tomorrow",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 2`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn Skiing",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 3`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 4`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn English tomorrow",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 5`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn Skiing",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 6`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 7`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn English tomorrow",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 8`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn Skiing",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 9`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 10`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn English tomorrow",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 11`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn Skiing",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 12`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 13`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn English tomorrow",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 14`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn Skiing",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
+
+exports[`automation - planning input - openAI > input value Add, delete, correct and check 15`] = `
+[
+  {
+    "param": {
+      "prompt": "",
+    },
+    "thought": undefined,
+    "type": "Locate",
+  },
+  {
+    "param": {
+      "value": "Learn",
+    },
+    "thought": undefined,
+    "type": "Input",
+  },
+]
+`;
diff --git a/packages/midscene/tests/ai/evaluate/__snapshots__/planning.test.ts.snap b/packages/midscene/tests/ai/evaluate/__snapshots__/planning.test.ts.snap
new file mode 100644
index 00000000..1bc807ff
--- /dev/null
+++ b/packages/midscene/tests/ai/evaluate/__snapshots__/planning.test.ts.snap
@@ -0,0 +1,13 @@
+// Vitest Snapshot v1, https://vitest.dev/guide/snapshot.html
+
+exports[`automation - planning openAI > basic run 1`] = `
+{
+  "timeMs": 3500,
+}
+`;
+
+exports[`automation - planning openAI > basic run 2`] = `
+{
+  "value": "Enter",
+}
+`;
diff --git a/packages/midscene/tests/ai/evaluate/test-suite/util.ts b/packages/midscene/tests/ai/evaluate/test-suite/util.ts
index 82725c21..bfa5ec98 100644
--- a/packages/midscene/tests/ai/evaluate/test-suite/util.ts
+++ b/packages/midscene/tests/ai/evaluate/test-suite/util.ts
@@ -163,6 +163,6 @@ export async function getPageTestData(targetDir: string) {
 }
 
 export async function getPageDataOfTestName(testName: string) {
-  const targetDir = path.join(__dirname, `test-data/${testName}`);
+  const targetDir = path.join(__dirname, `../test-data/${testName}`);
   return await getPageTestData(targetDir);
 }
diff --git a/packages/midscene/tests/ai/util.ts b/packages/midscene/tests/ai/util.ts
index 4a690941..414fd187 100644
--- a/packages/midscene/tests/ai/util.ts
+++ b/packages/midscene/tests/ai/util.ts
@@ -16,4 +16,4 @@ export const modelList: Array<'openAI' | 'coze'> = useCozeModel('coze')
   ? ['openAI', 'coze']
   : ['openAI'];
 
-export const repeatTime = process.env.GITHUB_ACTIONS ? 2 : 4;
+export const repeatTime = process.env.GITHUB_ACTIONS ? 2 : 1;
diff --git a/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts b/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts
index 936c3f12..194249cb 100644
--- a/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts
+++ b/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts
@@ -21,8 +21,6 @@ test('ai report', async ({ page, ai, aiAssert }, testInfo) => {
       type: 'query',
     },
   );
-  const parseList = JSON.stringify(actionsList, null, 4);
-  expect(parseList).toMatchSnapshot();
   await aiAssert(
     'On the left taskbar, check whether the specific execution content of the right task is normal',
   );
diff --git a/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts-snapshots/ai-report-1-report.txt b/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts-snapshots/ai-report-1-report.txt
deleted file mode 100644
index b14d493c..00000000
--- a/packages/web-integration/tests/ai/web/playwright-report-test/todo-report.spec.ts-snapshots/ai-report-1-report.txt
+++ /dev/null
@@ -1,66 +0,0 @@
-[
-    {
-        "title": "Enter \"Learn\" in the task box, don't press enter",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Input"
-        ]
-    },
-    {
-        "title": "Add \"JS today\" to base on the existing content(important) of the task box, then press enter",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Input",
-            "Action / KeyboardPress"
-        ]
-    },
-    {
-        "title": "Enter \"Learn Rust tomorrow\" in the task box, then press Enter to create",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Input",
-            "Action / KeyboardPress"
-        ]
-    },
-    {
-        "title": "Enter \"Learning AI the day after tomorrow\" in the task box, then press Enter to create",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Input",
-            "Action / KeyboardPress"
-        ]
-    },
-    {
-        "title": "string[], tasks in the list",
-        "actions": [
-            "Insight / Query"
-        ]
-    },
-    {
-        "title": "Move your mouse over the second item in the task list",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Hover"
-        ]
-    },
-    {
-        "title": "Click the delete button to the right of the second task",
-        "actions": [
-            "Planning",
-            "Insight / Locate",
-            "Action / Tap"
-        ]
-    },
-    {
-        "title": "Click the check button to the left of the second task",
-        "actions": [
-            "Planning",
-            "Insight / Locate"
-        ]
-    }
-]
\ No newline at end of file