# Opportunity Analysis v1 - 2026-06-09

Status: active
Source: expanded DataEye + Store + Reddit combined run

## Data Coverage

- Total normalized records used: 14242
- Combined balanced candidates: 24
- ADX expanded records: 2250
  - `dataeye-adx_game-apple-games-revenue-20260609`: 400
  - `dataeye-adx_game-gplay-games-revenue-20260609`: 400
  - `dataeye-adx_short_drama-apple-apps-revenue-20260609`: 400
  - `dataeye-adx_short_drama-gplay-apps-revenue-20260609`: 400
  - `dataeye-adx_short_drama-playlet-rank-20260609`: 250
  - `dataeye-adx_short_drama-playlet-product-20260609`: 250
  - `dataeye-adx_short_drama-playlet-creative-20260609`: 150

## Current Read

这版不是“全网完整采集”，而是把 ADX 从账号验证推进到可用矩阵：game revenue/download、non-game app revenue/download、playlet rank/product/creative。分析层改成 lane/source balanced，避免 Store 11550 条或单一 source 把其它机会挤掉。

## Opportunities To Study

### 工具/订阅工具

- **Opera: AI browser with VPN** (ai_photo_video, utility_subscription, ai_productivity): score 15, rank 15, sources app_store_charts, dataeye_adxray_api. Reason: lane:ai_photo_video, lane:utility_subscription, lane:ai_productivity, top_25_chart, cross_market_repeat. Risk: no automatic kill reason; needs human teardown.
- **NordVPN: VPN Fast & Secure** (utility_subscription): score 14, rank 1, sources app_store_charts, dataeye_adxray_api. Reason: lane:utility_subscription, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Cleaner Guru: Cleaning App** (utility_subscription): score 14, rank 3, sources app_store_charts, dataeye_adxray_api. Reason: lane:utility_subscription, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **PDF Reader – PDF Viewer** (utility_subscription): score 14, rank 8, sources dataeye_adxray_api, google_play_charts. Reason: lane:utility_subscription, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.

### AI 工具/图片视频

- **Opera: AI browser with VPN** (ai_photo_video, utility_subscription, ai_productivity): score 15, rank 15, sources app_store_charts, dataeye_adxray_api. Reason: lane:ai_photo_video, lane:utility_subscription, lane:ai_productivity, top_25_chart, cross_market_repeat. Risk: no automatic kill reason; needs human teardown.
- **AI Art Magic - Photo Generator** (ai_photo_video, ai_productivity): score 15, rank 2, sources dataeye_adxray_api, google_play_charts. Reason: lane:ai_photo_video, lane:ai_productivity, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **AI Photo Lab: Generate & Edit** (ai_photo_video, ai_productivity): score 15, rank 3, sources dataeye_adxray_api, google_play_charts. Reason: lane:ai_photo_video, lane:ai_productivity, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Sherlock: AI Face Search** (ai_photo_video, ai_productivity): score 15, rank 5, sources app_store_charts, dataeye_adxray_api. Reason: lane:ai_photo_video, lane:ai_productivity, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Refoto : AI Photo Studio** (ai_photo_video, ai_productivity): score 15, rank 10, sources dataeye_adxray_api, google_play_charts. Reason: lane:ai_photo_video, lane:ai_productivity, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **GPS Map Camera** (ai_photo_video): score 16, rank 1, sources dataeye_adxray_api, google_play_charts. Reason: lane:ai_photo_video, top_10_chart, cross_market_repeat, dataeye_ad_signal, dataeye_top_25. Risk: no automatic kill reason; needs human teardown.

### 短剧/内容型 App

- **VibeShort: AI Comic Dramas** (short_drama): score 18, rank 7, sources app_store_charts, dataeye_adxray_api, google_play_charts. Reason: lane:short_drama, top_10_chart, cross_market_repeat, cross_store_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **StoryReel: Exclusive Drama** (short_drama): score 18, rank 10, sources app_store_charts, dataeye_adxray_api, google_play_charts. Reason: lane:short_drama, top_10_chart, cross_market_repeat, cross_store_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Kuku TV: Short Dramas & Series** (short_drama): score 16, rank 6, sources dataeye_adxray_api, google_play_charts. Reason: lane:short_drama, top_10_chart, cross_market_repeat, dataeye_ad_signal, dataeye_top_25. Risk: no automatic kill reason; needs human teardown.
- **AnyReel - Good Short & Drama** (short_drama): score 14, rank 2, sources app_store_charts, dataeye_adxray_api. Reason: lane:short_drama, top_10_chart, cross_market_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **DramaWave- 熱門短劇/日劇/韓劇，復仇逆襲精彩絕倫** (short_drama): score 13, rank 1, sources dataeye_adxray_api. Reason: lane:short_drama, top_10_chart, dataeye_ad_signal, dataeye_top_25. Risk: single-market sighting.
- **NetShort - 熱門短劇盡情觀賞** (short_drama): score 13, rank 1, sources dataeye_adxray_api. Reason: lane:short_drama, top_10_chart, dataeye_ad_signal, dataeye_top_25. Risk: single-market sighting.

### 轻 puzzle / game 参考

- **Arrows – Puzzle Escape** (light_puzzle_game): score 18, rank 1, sources app_store_charts, dataeye_adxray_api, google_play_charts. Reason: lane:light_puzzle_game, top_10_chart, cross_market_repeat, cross_store_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Magic Sort!** (light_puzzle_game): score 18, rank 2, sources app_store_charts, dataeye_adxray, dataeye_adxray_api, google_play_charts. Reason: lane:light_puzzle_game, top_10_chart, cross_market_repeat, cross_store_repeat, dataeye_ad_signal. Risk: no automatic kill reason; needs human teardown.
- **Meowdoku!** (light_puzzle_game): score 16, rank 1, sources app_store_charts, dataeye_adxray, dataeye_adxray_api. Reason: lane:light_puzzle_game, top_10_chart, cross_market_repeat, dataeye_ad_signal, dataeye_top_25. Risk: no automatic kill reason; needs human teardown.
- **Block Out! - Color Sort Puzzle** (light_puzzle_game): score 16, rank 2, sources app_store_charts, dataeye_adxray, dataeye_adxray_api. Reason: lane:light_puzzle_game, top_10_chart, cross_market_repeat, dataeye_ad_signal, dataeye_top_25. Risk: no automatic kill reason; needs human teardown.
- **Arrow Puzzle - 箭頭益智遊戲** (light_puzzle_game): score 13, rank 2, sources dataeye_adxray_api. Reason: lane:light_puzzle_game, top_10_chart, dataeye_ad_signal, dataeye_top_25. Risk: single-market sighting.

## My v1 Recommendations

- **优先学习 Cleaner Guru / PDF Reader / Opera AI browser**：它们是工具订阅方向，ADX + Store 双证据，适合拆 paywall、onboarding、素材承诺和退款风险。Cleaner/PDF 更像可复刻工具；Opera/NordVPN 更偏头部参考，不建议直接硬刚。
- **AI 图片/视频方向看 AI Art Magic、AI Photo Lab、Refoto、Sherlock**：这些不是大厂基础模型，而是包装型 App，更贴近 App 工厂能力。下一步需要抓素材、评论和 paywall，判断是头像/修图/搜索/照片增强哪种 hook 更容易买量。
- **短剧方向继续看 VibeShort、StoryReel、Kuku TV、AnyReel/Melolo**：ADX playlet creative 已经能抓素材，适合学习投放素材和内容包装，但供给/版权/内容库成本比工具类高。
- **轻 puzzle/game 只作为素材和机制参考**：Arrows、Magic Sort、Meowdoku、Block Out 很强，但这个赛道同质化和投放竞争明显，不应挤掉工具/AI 主线。

## Logic Issues Found And Fixed

- ADX 之前少是因为只采第一页；现在 collector 支持 `--max-pages`，本次 ADX 从几十条扩到 2250 条。
- `adx_short_drama` 不只是短剧，它对 non-game app revenue/download 有权限；这正好补工具/AI App。
- 旧 lane 规则会被 developer 里的 `AI PTE` 污染，已改成主要看 title/category/collection，并给短剧优先级。
- Combined 旧逻辑只取 top 12，容易被单源/单赛道挤压；已改为 24 个 balanced candidates。

## Next Iteration

- 修 Store rank direct API 的 0 records payload，减少 DOM fallback。
- 给工具/AI 候选补 app detail/reviews/IAP/paywall 证据。
- 从 playlet creative 抽 hook、国家、素材类型、播放/下载/互动，形成素材复刻表。
- 本地 viewer 下一版加趋势图和 candidate drilldown。