diff --git a/web/app/components/app/workflow-log/__tests__/evaluation-cell.spec.tsx b/web/app/components/app/workflow-log/__tests__/evaluation-cell.spec.tsx
new file mode 100644
index 0000000000..e51ffdaaac
--- /dev/null
+++ b/web/app/components/app/workflow-log/__tests__/evaluation-cell.spec.tsx
@@ -0,0 +1,75 @@
+import { render, screen } from '@testing-library/react'
+import userEvent from '@testing-library/user-event'
+import EvaluationCell from '../evaluation-cell'
+
+describe('EvaluationCell', () => {
+  beforeEach(() => {
+    vi.clearAllMocks()
+  })
+
+  describe('Rendering', () => {
+    it('should render a placeholder when evaluation data is empty', () => {
+      render(<EvaluationCell evaluation={[]} />)
+
+      expect(screen.getByText('-')).toBeInTheDocument()
+      expect(screen.queryByRole('button', { name: 'appLog.table.header.evaluation' })).not.toBeInTheDocument()
+    })
+
+    it('should render a trigger button when evaluation data is available', () => {
+      render(
+        <EvaluationCell
+          evaluation={[{
+            name: 'Faithfulness',
+            value: 0.98,
+          }]}
+        />,
+      )
+
+      expect(screen.getByRole('button', { name: 'appLog.table.header.evaluation' })).toBeInTheDocument()
+    })
+  })
+
+  describe('Interactions', () => {
+    it('should render evaluation details when clicking the trigger', async () => {
+      const user = userEvent.setup()
+
+      render(
+        <EvaluationCell
+          evaluation={[{
+            name: 'Faithfulness',
+            value: 0.98,
+            nodeInfo: {
+              node_id: 'node-1',
+              title: 'Knowledge Retrieval',
+              type: 'knowledge-retrieval',
+            },
+          }]}
+        />,
+      )
+
+      await user.click(screen.getByRole('button', { name: 'appLog.table.header.evaluation' }))
+
+      expect(await screen.findByTestId('workflow-log-evaluation-popover')).toBeInTheDocument()
+      expect(screen.getByText('Faithfulness')).toBeInTheDocument()
+      expect(screen.getByText('0.98')).toBeInTheDocument()
+      expect(screen.getByText('Knowledge Retrieval')).toBeInTheDocument()
+    })
+
+    it('should render boolean values using readable text', async () => {
+      const user = userEvent.setup()
+
+      render(
+        <EvaluationCell
+          evaluation={[{
+            name: 'Correctness',
+            value: true,
+          }]}
+        />,
+      )
+
+      await user.click(screen.getByRole('button', { name: 'appLog.table.header.evaluation' }))
+
+      expect(await screen.findByText('True')).toBeInTheDocument()
+    })
+  })
+})
diff --git a/web/app/components/app/workflow-log/__tests__/index.spec.tsx b/web/app/components/app/workflow-log/__tests__/index.spec.tsx
index 1fe3db30db..4414843ed0 100644
--- a/web/app/components/app/workflow-log/__tests__/index.spec.tsx
+++ b/web/app/components/app/workflow-log/__tests__/index.spec.tsx
@@ -215,6 +215,7 @@ const createMockWorkflowLog = (overrides: Partial<WorkflowAppLogDetail> = {}): W
   },
   created_at: Date.now(),
   ...overrides,
+  evaluation: overrides.evaluation ?? [],
 })
 
 const createMockLogsResponse = (
diff --git a/web/app/components/app/workflow-log/__tests__/list.spec.tsx b/web/app/components/app/workflow-log/__tests__/list.spec.tsx
index 356aaa5a48..1246096cf5 100644
--- a/web/app/components/app/workflow-log/__tests__/list.spec.tsx
+++ b/web/app/components/app/workflow-log/__tests__/list.spec.tsx
@@ -146,6 +146,7 @@ const createMockWorkflowLog = (overrides: Partial<WorkflowAppLogDetail> = {}): W
     email: 'test@example.com',
   },
   created_at: Date.now(),
+  evaluation: [],
   ...overrides,
 })
 
@@ -216,6 +217,7 @@ describe('WorkflowAppLogList', () => {
       expect(screen.getByText('appLog.table.header.runtime')).toBeInTheDocument()
       expect(screen.getByText('appLog.table.header.tokens')).toBeInTheDocument()
       expect(screen.getByText('appLog.table.header.user')).toBeInTheDocument()
+      expect(screen.getByText('appLog.table.header.evaluation')).toBeInTheDocument()
     })
 
     it('should render trigger column for workflow apps', () => {
@@ -404,8 +406,9 @@ describe('WorkflowAppLogList', () => {
 
       // Arrow should rotate (indicated by class change)
       // The sort icon should have rotate-180 class for ascending
-      const sortIcon = startTimeHeader.closest('div')?.querySelector('svg')
+      const sortIcon = startTimeHeader.closest('div')?.querySelector('.i-heroicons-arrow-down')
       expect(sortIcon).toBeInTheDocument()
+      expect(sortIcon).toHaveClass('rotate-180')
     })
 
     it('should render sort arrow icon', () => {
@@ -416,7 +419,7 @@ describe('WorkflowAppLogList', () => {
       )
 
       // Check for ArrowDownIcon presence
-      const sortArrow = container.querySelector('svg.ml-0\\.5')
+      const sortArrow = container.querySelector('.i-heroicons-arrow-down')
       expect(sortArrow).toBeInTheDocument()
     })
   })
@@ -491,6 +494,34 @@ describe('WorkflowAppLogList', () => {
       // The row should have the selected class
       expect(dataRow).toHaveClass('bg-background-default-hover')
     })
+
+    it('should open evaluation popover without opening drawer when clicking evaluation trigger', async () => {
+      const user = userEvent.setup()
+      const logs = createMockLogsResponse([
+        createMockWorkflowLog({
+          evaluation: [{
+            name: 'Faithfulness',
+            value: 0.98,
+            nodeInfo: {
+              node_id: 'node-1',
+              title: 'Knowledge Retrieval',
+              type: 'knowledge-retrieval',
+            },
+          }],
+        }),
+      ])
+
+      render(
+        <WorkflowAppLogList logs={logs} appDetail={createMockApp()} onRefresh={defaultOnRefresh} />,
+      )
+
+      await user.click(screen.getByRole('button', { name: 'appLog.table.header.evaluation' }))
+
+      expect(await screen.findByTestId('workflow-log-evaluation-popover')).toBeInTheDocument()
+      expect(screen.getByText('Faithfulness')).toBeInTheDocument()
+      expect(screen.getByText('Knowledge Retrieval')).toBeInTheDocument()
+      expect(screen.queryByRole('heading', { name: 'appLog.runDetail.workflowTitle' })).not.toBeInTheDocument()
+    })
   })
 
   // --------------------------------------------------------------------------
diff --git a/web/app/components/app/workflow-log/evaluation-cell.tsx b/web/app/components/app/workflow-log/evaluation-cell.tsx
new file mode 100644
index 0000000000..8cb3770681
--- /dev/null
+++ b/web/app/components/app/workflow-log/evaluation-cell.tsx
@@ -0,0 +1,100 @@
+'use client'
+
+import type { EvaluationLogItem } from '@/models/log'
+import { useState } from 'react'
+import { useTranslation } from 'react-i18next'
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from '@/app/components/base/ui/popover'
+import { getNodeVisual, getToneClasses } from '@/app/components/evaluation/components/metric-selector/utils'
+import { cn } from '@/utils/classnames'
+
+type EvaluationCellProps = {
+  evaluation: EvaluationLogItem[]
+}
+
+const formatEvaluationValue = (value: EvaluationLogItem['value']) => {
+  if (typeof value === 'boolean')
+    return value ? 'True' : 'False'
+
+  return String(value)
+}
+
+const EvaluationCell = ({
+  evaluation,
+}: EvaluationCellProps) => {
+  const { t } = useTranslation()
+  const [open, setOpen] = useState(false)
+
+  if (!evaluation.length) {
+    return (
+      <div className="flex items-center justify-center px-2 py-3 system-sm-regular text-text-quaternary">
+        -
+      </div>
+    )
+  }
+
+  return (
+    <Popover open={open} onOpenChange={setOpen}>
+      <PopoverTrigger
+        render={(
+          <button
+            type="button"
+            aria-label={t('table.header.evaluation', { ns: 'appLog' })}
+            data-testid="workflow-log-evaluation-trigger"
+            className={cn(
+              'flex h-7 w-7 items-center justify-center rounded-md text-text-tertiary transition-colors',
+              'hover:bg-state-base-hover hover:text-text-secondary',
+              open && 'bg-state-base-hover text-text-secondary',
+            )}
+          >
+            <span aria-hidden="true" className="i-ri-eye-line h-4 w-4" />
+          </button>
+        )}
+      />
+      <PopoverContent
+        placement="left-start"
+        sideOffset={12}
+        popupClassName="w-[320px] overflow-hidden rounded-xl border-[0.5px] border-components-panel-border p-0 shadow-[0px_12px_16px_-4px_rgba(9,9,11,0.08),0px_4px_6px_-2px_rgba(9,9,11,0.03)]"
+      >
+        <div data-testid="workflow-log-evaluation-popover" className="max-h-[320px] overflow-y-auto bg-components-panel-bg">
+          {evaluation.map((item, index) => {
+            const nodeVisual = item.nodeInfo ? getNodeVisual(item.nodeInfo) : null
+            const nodeToneClasses = nodeVisual ? getToneClasses(nodeVisual.tone) : null
+
+            return (
+              <div
+                key={`${item.name}-${index}`}
+                className={cn(
+                  'grid grid-cols-[minmax(0,1fr)_auto] gap-3 px-4 py-3',
+                  index !== evaluation.length - 1 && 'border-b border-divider-subtle',
+                )}
+              >
+                <div className="min-w-0">
+                  <div className="truncate system-sm-medium text-text-secondary">{item.name}</div>
+                  {item.nodeInfo && nodeVisual && nodeToneClasses && (
+                    <div className="mt-1 flex min-w-0 items-center gap-1.5">
+                      <div className={cn('flex h-[18px] w-[18px] shrink-0 items-center justify-center rounded-md border-[0.45px] border-divider-subtle shadow-xs shadow-shadow-shadow-3', nodeToneClasses.solid)}>
+                        <span aria-hidden="true" className={cn(nodeVisual.icon, 'h-3.5 w-3.5')} />
+                      </div>
+                      <span className="truncate system-xs-regular text-text-tertiary">
+                        {item.nodeInfo.title}
+                      </span>
+                    </div>
+                  )}
+                </div>
+                <div className="max-w-[120px] text-right system-sm-regular wrap-break-word text-text-secondary">
+                  {formatEvaluationValue(item.value)}
+                </div>
+              </div>
+            )
+          })}
+        </div>
+      </PopoverContent>
+    </Popover>
+  )
+}
+
+export default EvaluationCell
diff --git a/web/app/components/app/workflow-log/list.tsx b/web/app/components/app/workflow-log/list.tsx
index 18ec914c7d..36033db534 100644
--- a/web/app/components/app/workflow-log/list.tsx
+++ b/web/app/components/app/workflow-log/list.tsx
@@ -2,8 +2,6 @@
 import type { FC } from 'react'
 import type { WorkflowAppLogDetail, WorkflowLogsResponse, WorkflowRunTriggeredFrom } from '@/models/log'
 import type { App } from '@/types/app'
-import { ArrowDownIcon } from '@heroicons/react/24/outline'
-import * as React from 'react'
 import { useEffect, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import Drawer from '@/app/components/base/drawer'
@@ -14,6 +12,7 @@ import useTimestamp from '@/hooks/use-timestamp'
 import { AppModeEnum } from '@/types/app'
 import { cn } from '@/utils/classnames'
 import DetailPanel from './detail'
+import EvaluationCell from './evaluation-cell'
 import TriggerByDisplay from './trigger-by-display'
 
 type ILogs = {
@@ -59,7 +58,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
   const statusTdRender = (status: string) => {
     if (status === 'succeeded') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="green" />
           <span className="text-util-colors-green-green-600">Success</span>
         </div>
@@ -67,7 +66,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
     }
     if (status === 'failed') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="red" />
           <span className="text-util-colors-red-red-600">Failure</span>
         </div>
@@ -75,7 +74,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
     }
     if (status === 'stopped') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="yellow" />
           <span className="text-util-colors-warning-warning-600">Stop</span>
         </div>
@@ -83,7 +82,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
     }
     if (status === 'paused') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="yellow" />
           <span className="text-util-colors-warning-warning-600">Pending</span>
         </div>
@@ -91,7 +90,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
     }
     if (status === 'running') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="blue" />
           <span className="text-util-colors-blue-light-blue-light-600">Running</span>
         </div>
@@ -99,7 +98,7 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
     }
     if (status === 'partial-succeeded') {
       return (
-        <div className="system-xs-semibold-uppercase inline-flex items-center gap-1">
+        <div className="inline-flex items-center gap-1 system-xs-semibold-uppercase">
           <Indicator color="green" />
           <span className="text-util-colors-green-green-600">Partial Success</span>
         </div>
@@ -118,23 +117,22 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
 
   return (
     <div className="overflow-x-auto">
-      <table className={cn('mt-2 w-full min-w-[440px] border-collapse border-0')}>
+      <table className={cn('mt-2 w-full min-w-[560px] border-collapse border-0')}>
         <thead className="system-xs-medium-uppercase text-text-tertiary">
           <tr>
-            <td className="w-5 whitespace-nowrap rounded-l-lg bg-background-section-burn pl-2 pr-1"></td>
-            <td className="whitespace-nowrap bg-background-section-burn py-1.5 pl-3">
+            <td className="w-5 rounded-l-lg bg-background-section-burn pr-1 pl-2 whitespace-nowrap"></td>
+            <td className="bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">
               <div className="flex cursor-pointer items-center hover:text-text-secondary" onClick={handleSort}>
                 {t('table.header.startTime', { ns: 'appLog' })}
-                <ArrowDownIcon
-                  className={cn('ml-0.5 h-3 w-3 stroke-current stroke-2 transition-all', 'text-text-tertiary', sortOrder === 'asc' ? 'rotate-180' : '')}
-                />
+                <span className={cn('i-heroicons-arrow-down', 'ml-0.5 h-3 w-3 stroke-current stroke-2 transition-all', 'text-text-tertiary', sortOrder === 'asc' ? 'rotate-180' : '')} />
               </div>
             </td>
-            <td className="whitespace-nowrap bg-background-section-burn py-1.5 pl-3">{t('table.header.status', { ns: 'appLog' })}</td>
-            <td className="whitespace-nowrap bg-background-section-burn py-1.5 pl-3">{t('table.header.runtime', { ns: 'appLog' })}</td>
-            <td className="whitespace-nowrap bg-background-section-burn py-1.5 pl-3">{t('table.header.tokens', { ns: 'appLog' })}</td>
-            <td className={cn('whitespace-nowrap bg-background-section-burn py-1.5 pl-3', !isWorkflow ? 'rounded-r-lg' : '')}>{t('table.header.user', { ns: 'appLog' })}</td>
-            {isWorkflow && <td className="whitespace-nowrap rounded-r-lg bg-background-section-burn py-1.5 pl-3">{t('table.header.triggered_from', { ns: 'appLog' })}</td>}
+            <td className="bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">{t('table.header.status', { ns: 'appLog' })}</td>
+            <td className="bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">{t('table.header.runtime', { ns: 'appLog' })}</td>
+            <td className="bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">{t('table.header.tokens', { ns: 'appLog' })}</td>
+            <td className="bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">{t('table.header.user', { ns: 'appLog' })}</td>
+            <td className={cn('bg-background-section-burn py-1.5 px-3 whitespace-nowrap text-center', !isWorkflow ? 'rounded-r-lg' : '')}>{t('table.header.evaluation', { ns: 'appLog' })}</td>
+            {isWorkflow && <td className="rounded-r-lg bg-background-section-burn py-1.5 pl-3 whitespace-nowrap">{t('table.header.triggered_from', { ns: 'appLog' })}</td>}
           </tr>
         </thead>
         <tbody className="system-sm-regular text-text-secondary">
@@ -172,6 +170,9 @@ const WorkflowAppLogList: FC<ILogs> = ({ logs, appDetail, onRefresh }) => {
                     {endUser}
                   </div>
                 </td>
+                <td className="p-2 pr-2" onClick={event => event.stopPropagation()}>
+                  <EvaluationCell evaluation={log.evaluation} />
+                </td>
                 {isWorkflow && (
                   <td className="p-3 pr-2">
                     <TriggerByDisplay triggeredFrom={log.workflow_run.triggered_from as WorkflowRunTriggeredFrom} triggerMetadata={log.details?.trigger_metadata} />
diff --git a/web/i18n/en-US/app-log.json b/web/i18n/en-US/app-log.json
index 3ffb8ba99e..7cd62958e4 100644
--- a/web/i18n/en-US/app-log.json
+++ b/web/i18n/en-US/app-log.json
@@ -54,6 +54,7 @@
   "table.empty.noOutput": "No output",
   "table.header.adminRate": "Op. Rate",
   "table.header.endUser": "End User or Account",
+  "table.header.evaluation": "EVALUATION",
   "table.header.input": "Input",
   "table.header.messageCount": "Message Count",
   "table.header.output": "Output",
diff --git a/web/i18n/zh-Hans/app-log.json b/web/i18n/zh-Hans/app-log.json
index ef043d1b70..0a825da172 100644
--- a/web/i18n/zh-Hans/app-log.json
+++ b/web/i18n/zh-Hans/app-log.json
@@ -54,6 +54,7 @@
   "table.empty.noOutput": "无输出",
   "table.header.adminRate": "管理员反馈",
   "table.header.endUser": "用户或账户",
+  "table.header.evaluation": "评测",
   "table.header.input": "输入",
   "table.header.messageCount": "消息数",
   "table.header.output": "输出",
diff --git a/web/models/log.ts b/web/models/log.ts
index f9cb13ab8e..e41b66821f 100644
--- a/web/models/log.ts
+++ b/web/models/log.ts
@@ -257,6 +257,15 @@ export type EndUserInfo = {
   is_anonymous: boolean
   session_id: string
 }
+export type EvaluationLogItem = {
+  name: string
+  value: string | number | boolean
+  nodeInfo?: {
+    node_id: string
+    type: string
+    title: string
+  }
+}
 export type WorkflowAppLogDetail = {
   id: string
   workflow_run: WorkflowRunDetail
@@ -267,6 +276,7 @@ export type WorkflowAppLogDetail = {
   created_by_end_user?: EndUserInfo
   created_at: number
   read_at?: number
+  evaluation: EvaluationLogItem[]
 }
 export type WorkflowLogsResponse = {
   data: Array<WorkflowAppLogDetail>