diff --git a/web/src/components/SftCard.test.ts b/web/src/components/SftCard.test.ts
new file mode 100644
index 0000000..c579d3f
--- /dev/null
+++ b/web/src/components/SftCard.test.ts
@@ -0,0 +1,92 @@
+import { mount } from '@vue/test-utils'
+import SftCard from './SftCard.vue'
+import type { SftQueueItem } from '../stores/sft'
+import { describe, it, expect } from 'vitest'
+
+const LOW_QUALITY_ITEM: SftQueueItem = {
+  id: 'abc', source: 'cf-orch-benchmark', benchmark_run_id: 'run1',
+  timestamp: '2026-04-07T10:00:00Z', status: 'needs_review',
+  prompt_messages: [
+    { role: 'system', content: 'You are a coding assistant.' },
+    { role: 'user', content: 'Write a Python add function.' },
+  ],
+  model_response: 'def add(a, b): return a - b',
+  corrected_response: null, quality_score: 0.2,
+  failure_reason: 'pattern_match: 0/2 matched',
+  task_id: 'code-fn', task_type: 'code', task_name: 'Code: Write a function',
+  model_id: 'Qwen/Qwen2.5-3B', model_name: 'Qwen2.5-3B',
+  node_id: 'heimdall', gpu_id: 0, tokens_per_sec: 38.4,
+}
+
+const MID_QUALITY_ITEM: SftQueueItem = { ...LOW_QUALITY_ITEM, id: 'mid', quality_score: 0.55 }
+const HIGH_QUALITY_ITEM: SftQueueItem = { ...LOW_QUALITY_ITEM, id: 'hi', quality_score: 0.72 }
+
+describe('SftCard', () => {
+  it('renders model name chip', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.text()).toContain('Qwen2.5-3B')
+  })
+
+  it('renders task type chip', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.text()).toContain('code')
+  })
+
+  it('renders failure reason', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.text()).toContain('pattern_match: 0/2 matched')
+  })
+
+  it('renders model response', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.text()).toContain('def add(a, b): return a - b')
+  })
+
+  it('quality chip shows numeric value for low quality', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.text()).toContain('0.20')
+  })
+
+  it('quality chip has low-quality class when score < 0.4', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.find('[data-testid="quality-chip"]').classes()).toContain('quality-low')
+  })
+
+  it('quality chip has mid-quality class when score 0.4-0.7', () => {
+    const w = mount(SftCard, { props: { item: MID_QUALITY_ITEM } })
+    expect(w.find('[data-testid="quality-chip"]').classes()).toContain('quality-mid')
+  })
+
+  it('quality chip has acceptable class when score >= 0.7', () => {
+    const w = mount(SftCard, { props: { item: HIGH_QUALITY_ITEM } })
+    expect(w.find('[data-testid="quality-chip"]').classes()).toContain('quality-ok')
+  })
+
+  it('clicking Correct button emits correct', async () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    await w.find('[data-testid="correct-btn"]').trigger('click')
+    expect(w.emitted('correct')).toBeTruthy()
+  })
+
+  it('clicking Discard button emits discard', async () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    await w.find('[data-testid="discard-btn"]').trigger('click')
+    expect(w.emitted('discard')).toBeTruthy()
+  })
+
+  it('clicking Flag Model button emits flag', async () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    await w.find('[data-testid="flag-btn"]').trigger('click')
+    expect(w.emitted('flag')).toBeTruthy()
+  })
+
+  it('correction area hidden initially', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM } })
+    expect(w.find('[data-testid="correction-area"]').exists()).toBe(false)
+  })
+
+  it('correction area shown when correcting prop is true', () => {
+    const w = mount(SftCard, { props: { item: LOW_QUALITY_ITEM, correcting: true } })
+    expect(w.find('[data-testid="correction-area"]').exists()).toBe(true)
+  })
+})
diff --git a/web/src/components/SftCard.vue b/web/src/components/SftCard.vue
new file mode 100644
index 0000000..36cff08
--- /dev/null
+++ b/web/src/components/SftCard.vue
@@ -0,0 +1,246 @@
+<template>
+  <article class="sft-card">
+    <!-- Chips row -->
+    <div class="chips-row">
+      <span class="chip chip-model">{{ item.model_name }}</span>
+      <span class="chip chip-task">{{ item.task_type }}</span>
+      <span class="chip chip-node">{{ item.node_id }} · GPU {{ item.gpu_id }}</span>
+      <span class="chip chip-speed">{{ item.tokens_per_sec.toFixed(1) }} tok/s</span>
+      <span
+        class="chip quality-chip"
+        :class="qualityClass"
+        data-testid="quality-chip"
+        :title="qualityLabel"
+      >
+        {{ item.quality_score.toFixed(2) }} · {{ qualityLabel }}
+      </span>
+    </div>
+
+    <!-- Failure reason -->
+    <p class="failure-reason">{{ item.failure_reason }}</p>
+
+    <!-- Prompt (collapsible) -->
+    <div class="prompt-section">
+      <button
+        class="prompt-toggle"
+        :aria-expanded="promptExpanded"
+        @click="promptExpanded = !promptExpanded"
+      >
+        {{ promptExpanded ? 'Hide prompt ↑' : 'Show full prompt ↓' }}
+      </button>
+      <div v-if="promptExpanded" class="prompt-messages">
+        <div
+          v-for="(msg, i) in item.prompt_messages"
+          :key="i"
+          class="prompt-message"
+          :class="`role-${msg.role}`"
+        >
+          <span class="role-label">{{ msg.role }}</span>
+          <pre class="message-content">{{ msg.content }}</pre>
+        </div>
+      </div>
+    </div>
+
+    <!-- Model response -->
+    <div class="model-response-section">
+      <p class="section-label">Model output (incorrect)</p>
+      <pre class="model-response">{{ item.model_response }}</pre>
+    </div>
+
+    <!-- Action bar -->
+    <div class="action-bar">
+      <button
+        data-testid="correct-btn"
+        class="btn-correct"
+        @click="$emit('correct')"
+      >✓ Correct</button>
+      <button
+        data-testid="discard-btn"
+        class="btn-discard"
+        @click="$emit('discard')"
+      >✕ Discard</button>
+      <button
+        data-testid="flag-btn"
+        class="btn-flag"
+        @click="$emit('flag')"
+      >⚑ Flag Model</button>
+    </div>
+
+    <!-- Correction area (shown when correcting = true) -->
+    <div v-if="correcting" data-testid="correction-area">
+      <SftCorrectionArea
+        ref="correctionAreaEl"
+        :described-by="'sft-failure-' + item.id"
+        @submit="$emit('submit-correction', $event)"
+        @cancel="$emit('cancel-correction')"
+      />
+    </div>
+  </article>
+</template>
+
+<script setup lang="ts">
+import { ref, computed } from 'vue'
+import type { SftQueueItem } from '../stores/sft'
+import SftCorrectionArea from './SftCorrectionArea.vue'
+
+const props = defineProps<{ item: SftQueueItem; correcting?: boolean }>()
+
+const emit = defineEmits<{
+  correct: []
+  discard: []
+  flag: []
+  'submit-correction': [text: string]
+  'cancel-correction': []
+}>()
+
+const promptExpanded   = ref(false)
+const correctionAreaEl = ref<InstanceType<typeof SftCorrectionArea> | null>(null)
+
+const qualityClass = computed(() => {
+  const s = props.item.quality_score
+  if (s < 0.4) return 'quality-low'
+  if (s < 0.7) return 'quality-mid'
+  return 'quality-ok'
+})
+
+const qualityLabel = computed(() => {
+  const s = props.item.quality_score
+  if (s < 0.4) return 'low quality'
+  if (s < 0.7) return 'fair'
+  return 'acceptable'
+})
+
+function resetCorrection() {
+  correctionAreaEl.value?.reset()
+}
+
+defineExpose({ resetCorrection })
+</script>
+
+<style scoped>
+.sft-card {
+  background: var(--color-surface-raised);
+  border: 1px solid var(--color-border);
+  border-radius: var(--radius-lg);
+  padding: var(--space-4);
+  display: flex;
+  flex-direction: column;
+  gap: var(--space-3);
+}
+
+.chips-row {
+  display: flex;
+  flex-wrap: wrap;
+  gap: var(--space-2);
+}
+
+.chip {
+  padding: var(--space-1) var(--space-2);
+  border-radius: var(--radius-full);
+  font-size: 0.78rem;
+  font-weight: 600;
+  white-space: nowrap;
+}
+
+.chip-model   { background: var(--color-primary-light, #e8f2e7); color: var(--color-primary); }
+.chip-task    { background: var(--color-surface-alt); color: var(--color-text-muted); }
+.chip-node    { background: var(--color-surface-alt); color: var(--color-text-muted); }
+.chip-speed   { background: var(--color-surface-alt); color: var(--color-text-muted); }
+
+.quality-chip { color: #fff; }
+.quality-low  { background: var(--color-error, #c0392b); }
+.quality-mid  { background: var(--color-warning, #d4891a); }
+.quality-ok   { background: var(--color-success, #3a7a32); }
+
+.failure-reason {
+  font-size: 0.82rem;
+  color: var(--color-text-muted);
+  font-style: italic;
+}
+
+.prompt-toggle {
+  background: none;
+  border: none;
+  color: var(--color-accent);
+  font-size: 0.85rem;
+  cursor: pointer;
+  padding: 0;
+  text-decoration: underline;
+}
+
+.prompt-messages {
+  margin-top: var(--space-2);
+  display: flex;
+  flex-direction: column;
+  gap: var(--space-2);
+}
+
+.prompt-message {
+  display: flex;
+  flex-direction: column;
+  gap: var(--space-1);
+}
+
+.role-label {
+  font-size: 0.75rem;
+  font-weight: 700;
+  text-transform: uppercase;
+  letter-spacing: 0.05em;
+  color: var(--color-text-muted);
+}
+
+.message-content {
+  font-family: var(--font-mono);
+  font-size: 0.82rem;
+  white-space: pre-wrap;
+  background: var(--color-surface-alt);
+  padding: var(--space-2) var(--space-3);
+  border-radius: var(--radius-md);
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+.section-label {
+  font-size: 0.82rem;
+  font-weight: 600;
+  color: var(--color-text-muted);
+  margin-bottom: var(--space-1);
+}
+
+.model-response {
+  font-family: var(--font-mono);
+  font-size: 0.88rem;
+  white-space: pre-wrap;
+  background: color-mix(in srgb, var(--color-error, #c0392b) 8%, var(--color-surface-alt));
+  border-left: 3px solid var(--color-error, #c0392b);
+  padding: var(--space-3);
+  border-radius: var(--radius-md);
+  max-height: 300px;
+  overflow-y: auto;
+}
+
+.action-bar {
+  display: flex;
+  gap: var(--space-3);
+  flex-wrap: wrap;
+}
+
+.action-bar button {
+  padding: var(--space-2) var(--space-4);
+  border-radius: var(--radius-md);
+  border: 1px solid var(--color-border);
+  font-size: 0.9rem;
+  cursor: pointer;
+  background: var(--color-surface-raised);
+  color: var(--color-text);
+}
+
+.btn-correct { border-color: var(--color-success); color: var(--color-success); }
+.btn-correct:hover { background: color-mix(in srgb, var(--color-success) 10%, transparent); }
+
+.btn-discard { border-color: var(--color-error); color: var(--color-error); }
+.btn-discard:hover { background: color-mix(in srgb, var(--color-error) 10%, transparent); }
+
+.btn-flag { border-color: var(--color-warning); color: var(--color-warning); }
+.btn-flag:hover { background: color-mix(in srgb, var(--color-warning) 10%, transparent); }
+</style>