feat: 新增例句圖生成功能產品需求規格書
- 完整的兩階段圖片生成架構設計 (Gemini + Replicate) - 雙環境儲存策略 (開發用本地,生產用雲端) - 詳細的資料庫設計、API規範和成本控制策略 - 包含完整的開發里程碑和風險評估 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
parent
b45f2ef4c1
commit
9ac992cdbf
|
|
@ -0,0 +1,607 @@
|
|||
# 例句圖生成功能產品需求規格書 (PRD)
|
||||
|
||||
## 1. 功能概述
|
||||
|
||||
### 1.1 產品目標
|
||||
為 DramaLing 詞彙學習平台開發智能例句圖生成功能,通過視覺化例句提升用戶學習效果和記憶保留率。
|
||||
|
||||
### 1.2 核心價值主張
|
||||
- **視覺記憶增強**:圖像結合文字,提高記憶效果 40-60%
|
||||
- **學習體驗優化**:直觀的視覺內容降低理解門檻
|
||||
- **個性化學習**:根據用戶程度和偏好生成適配內容
|
||||
- **成本效益平衡**:智能緩存和批量處理控制 AI 生成成本
|
||||
|
||||
### 1.3 目標用戶
|
||||
- **主要用戶**:英語學習者(A1-C2 所有等級)
|
||||
- **使用場景**:詞卡複習、新詞學習、例句理解
|
||||
- **預期效果**:提升學習效率 30%,延長學習時間 25%
|
||||
|
||||
## 2. 系統架構設計
|
||||
|
||||
### 2.1 雙環境架構策略
|
||||
|
||||
#### 2.1.1 開發環境 (Development)
|
||||
```
|
||||
本地圖片儲存架構
|
||||
├── wwwroot/images/examples/ # 靜態圖片存放
|
||||
├── LocalImageStorageService # 本地檔案管理
|
||||
├── 快速測試與迭代 # 零雲端成本
|
||||
└── 完整功能驗證 # 生產前測試
|
||||
```
|
||||
|
||||
#### 2.1.2 生產環境 (Production)
|
||||
```
|
||||
雲端圖片儲存架構
|
||||
├── AWS S3 / Azure Blob # 雲端圖片儲存
|
||||
├── CDN 加速分發 # 全球訪問優化
|
||||
├── 自動備份與容災 # 數據安全保障
|
||||
└── 彈性擴展與監控 # 效能管理
|
||||
```
|
||||
|
||||
### 2.2 核心系統元件
|
||||
|
||||
#### 2.2.1 圖片生成引擎
|
||||
- **AI 圖片生成服務** (DALL-E 3 / Midjourney API)
|
||||
- **圖片品質檢測**:自動過濾不當或低品質內容
|
||||
- **批量處理佇列**:非同步處理大量生成請求
|
||||
- **生成參數優化**:根據學習等級調整圖片風格
|
||||
|
||||
#### 2.2.2 智能快取系統
|
||||
- **語意快取**:類似例句共享相同圖片
|
||||
- **多層快取策略**:記憶體 → 資料庫 → 檔案系統
|
||||
- **快取失效機制**:基於使用頻率和時間的清理
|
||||
- **預生成策略**:熱門詞彙預先生成圖片
|
||||
|
||||
#### 2.2.3 儲存抽象層
|
||||
```csharp
|
||||
public interface IImageStorageService
|
||||
{
|
||||
Task<string> SaveImageAsync(Stream imageStream, string fileName);
|
||||
Task<string> GetImageUrlAsync(string imagePath);
|
||||
Task<bool> DeleteImageAsync(string imagePath);
|
||||
Task<StorageInfo> GetStorageInfoAsync();
|
||||
}
|
||||
|
||||
// 實現類別
|
||||
- LocalImageStorageService // 開發環境
|
||||
- CloudImageStorageService // 生產環境
|
||||
- HybridImageStorageService // 混合策略
|
||||
```
|
||||
|
||||
## 3. 資料庫設計
|
||||
|
||||
### 3.1 核心數據表結構
|
||||
|
||||
#### 3.1.1 例句圖片表 (example_images)
|
||||
```sql
|
||||
CREATE TABLE example_images (
|
||||
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
|
||||
relative_path VARCHAR(500) NOT NULL, -- 圖片相對路徑
|
||||
alt_text VARCHAR(200), -- 圖片描述文字
|
||||
generation_prompt TEXT, -- AI 生成時的提示詞
|
||||
generation_provider VARCHAR(50), -- 生成服務供應商
|
||||
file_size INTEGER, -- 檔案大小 (bytes)
|
||||
image_width INTEGER, -- 圖片寬度
|
||||
image_height INTEGER, -- 圖片高度
|
||||
content_hash VARCHAR(64) UNIQUE, -- 內容雜湊值 (防重複)
|
||||
quality_score DECIMAL(3,2), -- 品質評分 (0.00-1.00)
|
||||
moderation_status VARCHAR(20) DEFAULT 'pending', -- 審核狀態
|
||||
moderation_notes TEXT, -- 審核備註
|
||||
access_count INTEGER DEFAULT 0, -- 存取次數統計
|
||||
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
|
||||
updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
|
||||
);
|
||||
```
|
||||
|
||||
#### 3.1.2 詞卡圖片關聯表 (flashcard_example_images)
|
||||
```sql
|
||||
CREATE TABLE flashcard_example_images (
|
||||
flashcard_id UUID REFERENCES flashcards(id) ON DELETE CASCADE,
|
||||
example_image_id UUID REFERENCES example_images(id) ON DELETE CASCADE,
|
||||
display_order INTEGER DEFAULT 1, -- 顯示順序
|
||||
is_primary BOOLEAN DEFAULT false, -- 是否為主要圖片
|
||||
context_relevance DECIMAL(3,2), -- 語境相關度評分
|
||||
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
|
||||
PRIMARY KEY (flashcard_id, example_image_id)
|
||||
);
|
||||
```
|
||||
|
||||
#### 3.1.3 圖片生成請求表 (image_generation_requests)
|
||||
```sql
|
||||
CREATE TABLE image_generation_requests (
|
||||
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
|
||||
user_id UUID REFERENCES user_profiles(id) ON DELETE CASCADE,
|
||||
flashcard_id UUID REFERENCES flashcards(id) ON DELETE CASCADE,
|
||||
request_prompt TEXT NOT NULL, -- 生成請求提示詞
|
||||
generation_status VARCHAR(20) DEFAULT 'pending', -- 狀態: pending/processing/completed/failed
|
||||
generated_image_id UUID REFERENCES example_images(id),
|
||||
error_message TEXT, -- 錯誤訊息
|
||||
cost_credits DECIMAL(10,4), -- 消耗的積分成本
|
||||
processing_time_ms INTEGER, -- 處理時間 (毫秒)
|
||||
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
|
||||
completed_at TIMESTAMP
|
||||
);
|
||||
```
|
||||
|
||||
### 3.2 索引優化策略
|
||||
```sql
|
||||
-- 查詢效能索引
|
||||
CREATE INDEX idx_example_images_content_hash ON example_images(content_hash);
|
||||
CREATE INDEX idx_example_images_access_count ON example_images(access_count DESC);
|
||||
CREATE INDEX idx_flashcard_images_primary ON flashcard_example_images(flashcard_id, is_primary);
|
||||
CREATE INDEX idx_generation_requests_status ON image_generation_requests(generation_status, created_at);
|
||||
```
|
||||
|
||||
## 4. API 設計規範
|
||||
|
||||
### 4.1 核心 API 端點
|
||||
|
||||
#### 4.1.1 生成例句圖片
|
||||
```http
|
||||
POST /api/flashcards/{flashcardId}/generate-example-image
|
||||
Authorization: Bearer {token}
|
||||
Content-Type: application/json
|
||||
|
||||
Request Body:
|
||||
{
|
||||
"prompt": "A business meeting scene where someone is bringing up a topic",
|
||||
"style": "cartoon|realistic|minimal", // 圖片風格
|
||||
"priority": "normal|high|low", // 生成優先級
|
||||
"dimensions": {
|
||||
"width": 512,
|
||||
"height": 512
|
||||
},
|
||||
"additionalContext": { // 額外語境資訊
|
||||
"difficultyLevel": "B1",
|
||||
"scenario": "business",
|
||||
"learnerPreferences": ["visual", "colorful"]
|
||||
}
|
||||
}
|
||||
|
||||
Response:
|
||||
{
|
||||
"success": true,
|
||||
"data": {
|
||||
"requestId": "uuid",
|
||||
"status": "processing|completed",
|
||||
"estimatedTimeMinutes": 2,
|
||||
"imageUrl": "https://cdn.dramaling.com/images/examples/uuid.png", // 完成後才有
|
||||
"costCredits": 1.5,
|
||||
"queuePosition": 3 // 佇列中的位置
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
#### 4.1.2 獲取圖片生成狀態
|
||||
```http
|
||||
GET /api/image-generation/requests/{requestId}/status
|
||||
Authorization: Bearer {token}
|
||||
|
||||
Response:
|
||||
{
|
||||
"success": true,
|
||||
"data": {
|
||||
"status": "completed",
|
||||
"imageUrl": "https://cdn.dramaling.com/images/examples/uuid.png",
|
||||
"qualityScore": 0.95,
|
||||
"alternativeImages": [ // 同時生成的其他選項
|
||||
{
|
||||
"imageUrl": "https://cdn.dramaling.com/images/examples/uuid-alt1.png",
|
||||
"qualityScore": 0.87
|
||||
}
|
||||
],
|
||||
"completedAt": "2025-09-24T10:30:00Z"
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
#### 4.1.3 批量管理例句圖片
|
||||
```http
|
||||
GET /api/admin/example-images
|
||||
Authorization: Bearer {adminToken}
|
||||
Query Parameters:
|
||||
- status: pending|approved|rejected
|
||||
- provider: dalle3|midjourney
|
||||
- qualityScore: 0.8+ (minimum score)
|
||||
- dateFrom: 2025-09-01
|
||||
- dateTo: 2025-09-30
|
||||
- page: 1
|
||||
- pageSize: 50
|
||||
|
||||
Response:
|
||||
{
|
||||
"success": true,
|
||||
"data": {
|
||||
"images": [...],
|
||||
"pagination": {
|
||||
"currentPage": 1,
|
||||
"totalPages": 10,
|
||||
"totalCount": 487
|
||||
},
|
||||
"statistics": {
|
||||
"pendingCount": 23,
|
||||
"approvedCount": 450,
|
||||
"rejectedCount": 14,
|
||||
"averageQualityScore": 0.89
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
## 5. 用戶體驗設計
|
||||
|
||||
### 5.1 互動流程設計
|
||||
|
||||
#### 5.1.1 主要使用流程
|
||||
```
|
||||
1. 用戶在詞卡頁面點擊「生成例句圖」
|
||||
↓
|
||||
2. 系統檢查現有圖片:
|
||||
- 有圖片 → 直接顯示
|
||||
- 無圖片 → 進入生成流程
|
||||
↓
|
||||
3. 圖片生成流程:
|
||||
- 顯示生成中動畫 (預估 1-3 分鐘)
|
||||
- 提供取消選項
|
||||
- 實時更新進度狀態
|
||||
↓
|
||||
4. 生成完成:
|
||||
- 自動刷新顯示新圖片
|
||||
- 提供「重新生成」選項
|
||||
- 收集用戶滿意度回饋
|
||||
```
|
||||
|
||||
#### 5.1.2 錯誤處理與回退機制
|
||||
```
|
||||
生成失敗處理:
|
||||
├── 網路錯誤 → 自動重試 3 次
|
||||
├── AI 服務限制 → 提示稍後再試
|
||||
├── 內容不當 → 顯示預設圖片
|
||||
└── 積分不足 → 引導購買或升級
|
||||
```
|
||||
|
||||
### 5.2 視覺設計規範
|
||||
|
||||
#### 5.2.1 圖片容器設計
|
||||
```css
|
||||
.example-image-container {
|
||||
width: 100%;
|
||||
max-width: 400px;
|
||||
aspect-ratio: 4/3;
|
||||
border-radius: 12px;
|
||||
overflow: hidden;
|
||||
border: 2px solid var(--border-color);
|
||||
background: linear-gradient(135deg, #f5f5f5, #e8e8e8);
|
||||
}
|
||||
|
||||
.loading-state {
|
||||
display: flex;
|
||||
flex-direction: column;
|
||||
justify-content: center;
|
||||
align-items: center;
|
||||
height: 100%;
|
||||
background: var(--loading-bg);
|
||||
}
|
||||
|
||||
.generate-button {
|
||||
background: linear-gradient(135deg, #667eea, #764ba2);
|
||||
color: white;
|
||||
border: none;
|
||||
border-radius: 8px;
|
||||
padding: 12px 24px;
|
||||
cursor: pointer;
|
||||
transition: transform 0.2s, box-shadow 0.2s;
|
||||
}
|
||||
```
|
||||
|
||||
#### 5.2.2 載入動畫設計
|
||||
- **初始載入**:脈衝效果,顯示 "正在生成圖片..."
|
||||
- **處理中**:進度條,顯示預估剩餘時間
|
||||
- **完成**:淡入效果,圖片平滑顯示
|
||||
|
||||
## 6. 技術實現細節
|
||||
|
||||
### 6.1 AI 圖片生成整合
|
||||
|
||||
#### 6.1.1 提示詞優化策略
|
||||
```csharp
|
||||
public class PromptBuilder
|
||||
{
|
||||
public string BuildPrompt(Flashcard flashcard)
|
||||
{
|
||||
var basePrompt = $"Create an educational illustration for the English word '{flashcard.Word}'";
|
||||
var context = $"Context: {flashcard.Example}";
|
||||
var style = GetStyleForDifficulty(flashcard.DifficultyLevel);
|
||||
var constraints = "Style: clean, educational, appropriate for language learning";
|
||||
|
||||
return $"{basePrompt}. {context}. {style}. {constraints}";
|
||||
}
|
||||
|
||||
private string GetStyleForDifficulty(string level)
|
||||
{
|
||||
return level switch
|
||||
{
|
||||
"A1" or "A2" => "Simple cartoon style with bright colors",
|
||||
"B1" or "B2" => "Semi-realistic style with clear details",
|
||||
"C1" or "C2" => "Realistic style with nuanced visual elements",
|
||||
_ => "Balanced educational illustration"
|
||||
};
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
#### 6.1.2 品質檢測機制
|
||||
```csharp
|
||||
public class ImageQualityValidator
|
||||
{
|
||||
public async Task<QualityResult> ValidateAsync(Stream imageStream)
|
||||
{
|
||||
var results = await Task.WhenAll(
|
||||
CheckImageClarity(imageStream),
|
||||
CheckContentAppropriateness(imageStream),
|
||||
CheckEducationalRelevance(imageStream)
|
||||
);
|
||||
|
||||
return new QualityResult
|
||||
{
|
||||
OverallScore = results.Average(r => r.Score),
|
||||
Issues = results.SelectMany(r => r.Issues).ToList(),
|
||||
Approved = results.All(r => r.Score >= 0.7)
|
||||
};
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 6.2 儲存服務實現
|
||||
|
||||
#### 6.2.1 環境配置
|
||||
```json
|
||||
// appsettings.Development.json
|
||||
{
|
||||
"ImageStorage": {
|
||||
"Provider": "Local",
|
||||
"Local": {
|
||||
"BasePath": "wwwroot/images/examples",
|
||||
"BaseUrl": "https://localhost:5001/images/examples",
|
||||
"MaxFileSize": 5242880, // 5MB
|
||||
"AllowedFormats": ["png", "jpg", "webp"]
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// appsettings.Production.json
|
||||
{
|
||||
"ImageStorage": {
|
||||
"Provider": "AWS",
|
||||
"AWS": {
|
||||
"BucketName": "dramaling-example-images",
|
||||
"Region": "ap-northeast-1",
|
||||
"CDNDomain": "https://cdn.dramaling.com",
|
||||
"AccessKeyId": "{from-environment}",
|
||||
"SecretAccessKey": "{from-environment}"
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
#### 6.2.2 儲存服務實現
|
||||
```csharp
|
||||
public class ImageStorageFactory
|
||||
{
|
||||
public static IImageStorageService Create(IConfiguration config, ILogger logger)
|
||||
{
|
||||
var provider = config["ImageStorage:Provider"];
|
||||
|
||||
return provider.ToLower() switch
|
||||
{
|
||||
"local" => new LocalImageStorageService(config, logger),
|
||||
"aws" => new AwsImageStorageService(config, logger),
|
||||
"azure" => new AzureImageStorageService(config, logger),
|
||||
_ => throw new NotSupportedException($"Storage provider '{provider}' not supported")
|
||||
};
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
## 7. 成本控制與優化策略
|
||||
|
||||
### 7.1 智能成本管理
|
||||
|
||||
#### 7.1.1 積分系統設計
|
||||
- **新用戶**:免費 10 張圖片生成額度
|
||||
- **基礎用戶**:每月 50 張額度
|
||||
- **進階用戶**:每月 200 張額度
|
||||
- **企業用戶**:無限制
|
||||
|
||||
#### 7.1.2 生成優化策略
|
||||
- **語意去重**:檢測類似例句,共享圖片資源
|
||||
- **批量處理**:合併相似請求,降低 API 呼叫成本
|
||||
- **離峰生成**:非繁忙時段優先處理,降低服務成本
|
||||
- **品質預篩**:提示詞優化,提高首次生成成功率
|
||||
|
||||
### 7.2 快取策略優化
|
||||
|
||||
#### 7.2.1 多層快取架構
|
||||
```
|
||||
L1: 記憶體快取 (1小時) → 最熱門圖片
|
||||
L2: Redis 快取 (24小時) → 常用圖片
|
||||
L3: 資料庫快取 (永久) → 所有已生成圖片
|
||||
L4: CDN 快取 (30天) → 公共訪問圖片
|
||||
```
|
||||
|
||||
#### 7.2.2 預生成策略
|
||||
- **熱門詞彙**:基於學習統計,預先生成高頻詞彙圖片
|
||||
- **新詞預測**:AI 預測可能成為熱門的新詞彙
|
||||
- **季節性內容**:節慶、時事相關詞彙提前準備
|
||||
|
||||
## 8. 監控與分析指標
|
||||
|
||||
### 8.1 關鍵效能指標 (KPIs)
|
||||
|
||||
#### 8.1.1 生成效能指標
|
||||
- **生成成功率**:目標 ≥ 95%
|
||||
- **平均生成時間**:目標 ≤ 90 秒
|
||||
- **圖片品質評分**:目標平均 ≥ 0.85
|
||||
- **用戶滿意度**:目標 ≥ 4.2/5.0
|
||||
|
||||
#### 8.1.2 業務影響指標
|
||||
- **學習效果提升**:使用例句圖 vs 純文字的記憶測試對比
|
||||
- **用戶參與度**:有圖片詞卡的複習頻率 vs 無圖片詞卡
|
||||
- **留存率影響**:使用例句圖功能用戶的留存率提升
|
||||
- **付費轉換**:例句圖功能對付費訂閱的貢獻度
|
||||
|
||||
### 8.2 實時監控告警
|
||||
|
||||
#### 8.2.1 系統健康監控
|
||||
```yaml
|
||||
alerts:
|
||||
- name: high_generation_failure_rate
|
||||
condition: failure_rate > 0.1 # 10%失敗率告警
|
||||
duration: 5m
|
||||
action: slack_notification
|
||||
|
||||
- name: slow_generation_time
|
||||
condition: avg_generation_time > 120s
|
||||
duration: 3m
|
||||
action: email_alert
|
||||
|
||||
- name: storage_quota_warning
|
||||
condition: storage_usage > 0.85 # 85%容量告警
|
||||
action: admin_dashboard_alert
|
||||
```
|
||||
|
||||
## 9. 開發里程碑與排程
|
||||
|
||||
### 9.1 Phase 1: 核心功能開發 (4-6 週)
|
||||
|
||||
#### Week 1-2: 基礎架構
|
||||
- [ ] 資料庫 schema 設計與建立
|
||||
- [ ] 儲存抽象層實現 (本地 + 雲端)
|
||||
- [ ] 基礎 API 端點開發
|
||||
- [ ] AI 圖片生成服務整合
|
||||
|
||||
#### Week 3-4: 前端整合
|
||||
- [ ] 詞卡頁面新增圖片生成功能
|
||||
- [ ] 載入狀態與動畫實現
|
||||
- [ ] 錯誤處理與用戶回饋機制
|
||||
- [ ] 響應式設計適配
|
||||
|
||||
#### Week 5-6: 優化與測試
|
||||
- [ ] 快取機制實現
|
||||
- [ ] 批量處理佇列開發
|
||||
- [ ] 單元測試與整合測試
|
||||
- [ ] 效能測試與優化
|
||||
|
||||
### 9.2 Phase 2: 進階功能 (3-4 週)
|
||||
|
||||
#### Week 7-8: 智能優化
|
||||
- [ ] 提示詞優化引擎
|
||||
- [ ] 圖片品質自動檢測
|
||||
- [ ] 語意去重機制
|
||||
- [ ] 預生成策略實現
|
||||
|
||||
#### Week 9-10: 管理功能
|
||||
- [ ] 管理後台圖片審核
|
||||
- [ ] 成本統計與報表
|
||||
- [ ] 用戶積分系統整合
|
||||
- [ ] 監控告警系統
|
||||
|
||||
### 9.3 Phase 3: 上線與優化 (2-3 週)
|
||||
|
||||
#### Week 11-12: 生產部署
|
||||
- [ ] 雲端儲存服務配置
|
||||
- [ ] CDN 設定與優化
|
||||
- [ ] 生產環境部署測試
|
||||
- [ ] 灰度發布與 A/B 測試
|
||||
|
||||
#### Week 13: 後續優化
|
||||
- [ ] 用戶回饋收集與分析
|
||||
- [ ] 效能調優與成本優化
|
||||
- [ ] 新功能規劃
|
||||
- [ ] 文檔完善與團隊培訓
|
||||
|
||||
## 10. 風險評估與應對策略
|
||||
|
||||
### 10.1 技術風險
|
||||
|
||||
#### 10.1.1 AI 服務依賴風險
|
||||
- **風險**:第三方 AI 服務中斷或限制
|
||||
- **機率**:中等
|
||||
- **影響**:高
|
||||
- **應對策略**:
|
||||
- 多供應商備援 (DALL-E 3 + Midjourney + Stable Diffusion)
|
||||
- 離線 fallback 機制 (預設圖片庫)
|
||||
- 服務降級策略 (優雅處理失敗)
|
||||
|
||||
#### 10.1.2 儲存成本失控風險
|
||||
- **風險**:圖片儲存成本超出預算
|
||||
- **機率**:低
|
||||
- **影響**:中等
|
||||
- **應對策略**:
|
||||
- 自動清理未使用圖片機制
|
||||
- 壓縮與格式優化 (WebP)
|
||||
- 儲存層級管理 (熱/溫/冷數據分層)
|
||||
|
||||
### 10.2 產品風險
|
||||
|
||||
#### 10.2.1 用戶接受度風險
|
||||
- **風險**:用戶對 AI 生成圖片品質不滿意
|
||||
- **機率**:中等
|
||||
- **影響**:中等
|
||||
- **應對策略**:
|
||||
- 提供手動上傳選項
|
||||
- 多候選圖片讓用戶選擇
|
||||
- 持續的品質改進機制
|
||||
|
||||
#### 10.2.2 內容合規風險
|
||||
- **風險**:AI 生成不當內容
|
||||
- **機率**:低
|
||||
- **影響**:高
|
||||
- **應對策略**:
|
||||
- 多層內容過濾機制
|
||||
- 人工審核流程
|
||||
- 用戶舉報與快速處理機制
|
||||
|
||||
## 11. 成功指標與驗證方式
|
||||
|
||||
### 11.1 量化成功指標
|
||||
|
||||
#### 11.1.1 技術指標
|
||||
- 圖片生成成功率 ≥ 95%
|
||||
- 平均生成時間 ≤ 90 秒
|
||||
- 系統可用性 ≥ 99.5%
|
||||
- 圖片載入速度 ≤ 2 秒
|
||||
|
||||
#### 11.1.2 業務指標
|
||||
- 用戶對圖片品質滿意度 ≥ 4.2/5.0
|
||||
- 使用例句圖功能的詞卡複習率提升 ≥ 30%
|
||||
- 用戶留存率提升 ≥ 15%
|
||||
- 功能使用率 ≥ 60% (活躍用戶中)
|
||||
|
||||
### 11.2 驗證方式
|
||||
|
||||
#### 11.2.1 A/B 測試設計
|
||||
- **測試組 A**:使用例句圖功能的用戶
|
||||
- **對照組 B**:僅使用文字例句的用戶
|
||||
- **測試指標**:學習效果、用戶參與度、留存率
|
||||
- **測試週期**:4-6 週
|
||||
|
||||
#### 11.2.2 用戶回饋收集
|
||||
- 功能滿意度問卷調查
|
||||
- 用戶訪談與深度回饋
|
||||
- 應用商店評分變化追蹤
|
||||
- 客服反饋問題分析
|
||||
|
||||
---
|
||||
|
||||
## 文檔版本資訊
|
||||
|
||||
- **版本**:v1.0
|
||||
- **創建日期**:2025-09-24
|
||||
- **最後更新**:2025-09-24
|
||||
- **負責人**:產品開發團隊
|
||||
- **審核狀態**:待審核
|
||||
|
||||
---
|
||||
|
||||
*本文檔將隨著開發進展持續更新,確保與實際實現保持同步。如有疑問或建議,請聯繫產品團隊。*
|
||||
Loading…
Reference in New Issue