参数化决策包
模块覆盖
| Module | Status | Score | Summary |
|---|---|---|---|
| identity_lock | complete | 90 | 锁定 App 身份、公司主体、商店 ID、官网和政策链接。 |
| market_proof | complete | 100 | 验证下载、评分、评论、榜单、第三方估算和 IAP/收入信号。 |
| review_mining | complete | 100 | 聚类订阅、首次结果、性能、隐私、客服退款等用户痛点。 |
| ad_library | complete | 98 | 追踪 TikTok、Meta、Google、DataEye/ADX 的素材、query 和 blocked 原因。 |
| store_screenshot_ocr | partial | 65 | 抽取商店截图中的 hook、before/after、价格和核心承诺。 |
| ad_product_consistency | complete | 94 | 对照广告素材承诺和 App 内第一个真实结果，判断是否能兑现。 |
| paywall_pricing_trust | complete | 97 | 拆 paywall moment、试用、订阅周期、续费价、退款和取消路径。 |
| privacy_data_safety | missing | 13 | 对照隐私政策、Data Safety、权限、第三方处理、删除和留存。 |
| support_refund_quality | partial | 65 | 检查 support 入口、退款路径、删除请求、客服和平台退款归属。 |
| trust_score | partial | 65 | 评估隐私、退款、support、审计、授权、可取消和可撤销等信任要素。 |
| first_result_score | complete | 93 | 判断首次 30 秒结果是否清晰、可感知、可截图、足以触发继续或付费。 |
| creative_replicability | complete | 95 | 判断 1 周内能否生产 10-50 条素材，以及 hook 是否能复用。 |
| supply_difficulty | complete | 94 | 拆内容、模型、权限、数据源、人工 QA、服务器和运营瓶颈。 |
| refund_risk | partial | 80 | 识别退款、取消、客服、试用和续费争议，估算客服/品牌风险。 |
| mvp_gate | partial | 63 | 明确 1 周、1 个月、3 个月 scope，写清 kill gate 和必须排除项。 |
| safe_wedge | partial | 64 | 拆可做安全 wedge 和不能复制的反模式，防止把灰色需求误读成机会。 |
| dark_pattern_score | partial | 76 | 识别误导免费、隐藏续费、取消困难、先付费后结果等反模式。 |
| anti_pattern_library | partial | 63 | 沉淀不能复制的模式，供后续竞品和开发前 guardrail 复用。 |
| run_retro | partial | 62 | 每轮结束回写流程改进、blocked source、stale cleanup 和下轮动作。 |
突破点和好做增强
下一轮突破点
- ads | TikTok Creative Center / DataEye direct capture | 本轮未抓到可稳定引用的一手广告 URL，需要登录态继续补 | blocked | medium
- 取消订阅摩擦 | App Store、Google Play、Reddit 都出现订阅不在商店订阅页展示或需要反复联系客服的投诉 | 高平台和品牌风险；任何 MVP 必须走可见、可取消的原生订阅或透明 coin 包
- 广告和免费 unlock | 评论提到广告换 coins 或 free point task | 可以验证免费用户需求，但失败任务会加剧不信任
- 缺失广告证据：一手 TikTok Top Ads URL、Meta Ad Library creative、Google Ads Transparency 结果。下轮要用真实登录态和 DataEye short-drama 账号补齐。
- MVP 范围：1 个故事、20-30 个 AI 漫画短集、voice/subtitle、read/watch toggle、透明 unlock/paywall、基础埋点。
- 合规风险：高。订阅取消/退款、成熟题材、虚拟产品退款限制、版权/IP 来源、tracking、广告承诺都需要 guardrail。
- 用 TikTok Creative Center 和 DataEye short-drama 账号抓 VibeShort top ads | creative-analyst | browser dry-run | 2026-06-16
好做且高价值
- 当前判断：`watch`。只跟进 AI comic drama 的供给降本和素材打法，不复制订阅取消困难、退款不清晰或广告承诺和实际剧情不一致的模式。
- ads | SocialPeta / DataEye public reports | 第三方广告情报显示 2026-04 至 2026-05 VibeShort 素材投放量较大、覆盖多市场 | verified | medium
- 内容 hook 有效 | 商店文案和评论都提到短剧、cliffhanger、题材吸引 | 短剧情绪包装迁移到 AI 漫画后仍有转化潜力
- 主 hook：高情绪短剧 premise，用 AI 漫画分镜代替真人竖屏剧。
- 素材模式：冷开场冲突、背叛/反转台词、1-2 分钟剧集承诺、早期 cliffhanger 后解锁或 paywall。
- 已确认广告证据：SocialPeta 公共报告称 VibeShort 在 2026-04 开始大规模投放；subagent 找到的公开证券/DataEye 线索显示 2026-05 仍在海外微短剧素材榜。
- 供给难度：高。AI 降低真人拍摄成本，但剧情/IP、角色一致性、多语言配音字幕、每日更新和素材测试仍是重活。
- 从 top 3 剧情 premise 做 10 条中文 hook swipe | creative-analyst | manual | 2026-06-16
不能复制的反模式
- 当前判断：`watch`。只跟进 AI comic drama 的供给降本和素材打法，不复制订阅取消困难、退款不清晰或广告承诺和实际剧情不一致的模式。
- 可复用仓库能力：`src/app_factory/creative/` 的 prompt plan；可参考 `tt_shorts_minis` 的短剧 runtime/content/creative 经验，但不复制其运行副本。
四大类执行队列
| Category | Priority | Item | Status | Owner | Next action |
|---|---|---|---|---|---|
| core_structure | P0 | 身份锁定 | done | validation-analyst | 补齐缺失平台 ID |
| core_structure | P0 | JTBD / 首次价值 | pending | app-dissector | 明确用户触发时刻、替代方案、首次 30 秒结果和愿付费原因。 |
| core_structure | P0 | Paywall / Pricing / Trust | done | validation-analyst | 补 SKU / price matrix |
| core_structure | P0 | MVP Gate | pending | validation-analyst | 把 promote 候选转成 MVP spec |
| high_value_collection | P0 | 评论聚类 | done | validation-analyst | 采集最近 7/30/90 天评论 |
| high_value_collection | P0 | 商店截图 OCR | pending | creative-analyst | 补商店截图 OCR |
| high_value_collection | P0 | 广告库查询 | done | creative-analyst | 跑 ad-library-queries.csv |
| high_value_collection | P1 | IAP / Pricing Matrix | pending | validation-analyst | 记录 SKU、trial、billed upfront、renewal price、refund route。 |
| high_value_collection | P1 | 隐私 / Data Safety 对照 | pending | compliance-reviewer | 补 privacy-vs-data-safety 表 |
| breakthrough_direction | P0 | 广告承诺与产品交付一致性 | done | app-dissector | 补 top creative -> first result 对照表 |
| breakthrough_direction | P0 | 安全可做 Wedge | pending | compliance-reviewer | 沉淀 anti-pattern library |
| breakthrough_direction | P1 | 单位经济账 | pending | validation-analyst | 估算 CPI、试用率、订阅率、退款率、模型/内容/客服成本。 |
| breakthrough_direction | P1 | 供给难度拆解 | done | vendor-integrator | 补 supply/cost table |
| easy_high_priority_enhancement | P0 | HTML 决策包 | done | validation-analyst | 让每个 research 都有可读、可比较、可决策的阅读版。 |
| easy_high_priority_enhancement | P0 | Research Queue | done | validation-analyst | 把核心结构、高价值采集、突破方向、好做增强排队执行。 |
| easy_high_priority_enhancement | P1 | 反模式库 | pending | compliance-reviewer | 把本机会反模式写入 research-retro.md |
| easy_high_priority_enhancement | P1 | Run Retro / Backlog 回写 | pending | validation-analyst | 更新 research-retro.md |
真实采集面板
Pricing / Paywall Matrix
| sku | product_type | period | trial | price | currency | renewal_price | refund_route | status |
|---|---|---|---|---|---|---|---|---|
| app_store:US:install | free_install | 0 | USD | App Store refund / subscription management; in-app cancellation path not captured | partial | |||
| app_store:GB:install | free_install | 0 | GBP | App Store refund / subscription management; in-app cancellation path not captured | partial | |||
| google_play:US:install | free_install | Free | USD | Google Play refund / subscription management; in-app cancellation path not captured | partial | |||
| google_play:US:iap_range | iap_range | $0.99 - $149.99 per item | USD | Google Play refund / subscription management; in-app cancellation path not captured | partial | |||
| google_play:GB:install | free_install | Free | GBP | Google Play refund / subscription management; in-app cancellation path not captured | partial | |||
| google_play:GB:iap_range | iap_range | £0.89 - £134.99 if billed through Play | GBP | Google Play refund / subscription management; in-app cancellation path not captured | partial |
Store Screenshot OCR / VL
| platform | country | hook | promise | status | next_action |
|---|---|---|---|---|---|
| google_play | US | je ae 4 | je ae 4 / WY VibeShort / j | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Love & Revenge | Love & Revenge | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Curated just for you | Curated just for you | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | immerse | immerse / in VibeShort | ocr_enhanced_complete | 人工复核 OCR/VL 文案并标注 hook/promise/risk。 |
| google_play | US | VibeShort - Al | VibeShort - Al / Anime Universe | ocr_enhanced_complete | 人工复核 OCR/VL 文案并标注 hook/promise/risk。 |
| google_play | US | R 9 | R 9 / Wop, was his secret / HillSeeret Lover ‘Bhs | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | IMMERSE IN | IMMERSE IN / ADDICTIVE DRAMAS / x | ocr_enhanced_complete | 人工复核 OCR/VL 文案并标注 hook/promise/risk。 |
| google_play | US | UNLIMITED | UNLIMITED / STORIES SELECTION / Yo, | ocr_enhanced_complete | 人工复核 OCR/VL 文案并标注 hook/promise/risk。 |
Reddit Relevance
| query | subreddit | title | relevance_score | relevance_status | status |
|---|---|---|---|---|---|
| VibeShort | Vertical_Dramas | Beware of VibeShort! | 97 | high_confidence_target | partial |
| VibeShort | Vertical_Dramas | Vibeshort dramas missing? | 97 | high_confidence_target | partial |
| VibeShort | Vertical_Dramas | Beastward Academy Link? | 8 | low_relevance_archive | needs_archive |
| VibeShort | ReelShorts | Does anyone has the link for this one? | 8 | low_relevance_archive | needs_archive |
| VibeShort | ReelShorts | Does anyone have a link for this? | 8 | low_relevance_archive | needs_archive |
| VibeShort | mtg | I bring coffee, but this vibe build different they bring beer. Socks short combo. I love it | 8 | low_relevance_archive | needs_archive |
| VibeShort | SideLips | Just me… and a short dress vibe | 8 | low_relevance_archive | needs_archive |
| VibeShort | technology | It’s Possible That SpaceX Could Collapse Spectacularly | 8 | low_relevance_archive | needs_archive |
显示 8 / 25 行。
Privacy / Support / Terms
| data_category | third_party_processor | deletion_path | risk_level | status | source_url |
|---|---|---|---|---|---|
| privacy_policy | medium | verified | https://vibeshortlive.com/privacy-policy/ | ||
| trust_url | high | blocked | https://vibeshort.io/ | ||
| terms_of_service | low | verified | https://vibeshortlive.com/terms-of-service/ | ||
| terms_of_service | low | verified | https://vibeshortlive.com/user-recharge-agreement/ |
Support / Refund Quality
| signal_type | claim | status | risk_level |
|---|---|---|---|
| support_contact | blocked | high | |
| refund_policy | blocked | high | |
| cancel_path | blocked | high | |
| delete_request | blocked | high |
Ad Library Query Status
| platform_label | query | status | purpose |
|---|---|---|---|
| TikTok Creative Center | VibeShort: AI Comic Dramas | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| TikTok Creative Center | VibeShort | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Meta Ad Library | VibeShort: AI Comic Dramas | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Meta Ad Library | VibeShort | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Google Ads Transparency | VibeShort: AI Comic Dramas | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Google Ads Transparency | VibeShort | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| DataEye / ADX | VibeShort: AI Comic Dramas | complete | DataEye matched 6 product/playlet/creative records; see ad-creative-signals.csv |
| DataEye / ADX | VibeShort | complete | DataEye matched 6 product/playlet/creative records; see ad-creative-signals.csv |
Ad Creative Signals
显示 10 / 14 行。
DataEye Matches
| Endpoint | Rank | Title | Developer |
|---|---|---|---|
| playlet_product | 7 | VibeShort: AI Comic Dramas | AGILE QUADRANT MEDIA LIMITED |
| playlet_product | 8 | VibeShort: AI Comic Dramas | AGILE QUADRANT MEDIA LIMITED |
| playlet_rank | 11 | Beastward Academy: Reborn, I Claimed My Sister’s Serpent | |
| playlet_rank | 22 | My Dad Is Poseidon | |
| playlet_rank | 29 | Return of the Horus's Exiled Son | |
| playlet_rank | 70 | She Bought Him for Sex |
最新 Research Queue
| category | priority | item_id | status | owner | next_action |
|---|---|---|---|---|---|
| core_structure | P0 | identity_lock | done | validation-analyst | 补齐缺失平台 ID |
| core_structure | P0 | jtbd_first_value | pending | app-dissector | 明确用户触发时刻、替代方案、首次 30 秒结果和愿付费原因。 |
| core_structure | P0 | paywall_pricing_trust | done | validation-analyst | 补 SKU / price matrix |
| core_structure | P0 | mvp_gate | pending | validation-analyst | 把 promote 候选转成 MVP spec |
| high_value_collection | P0 | review_mining | done | validation-analyst | 已真实采集 120 条商店评论；下一步补 Reddit/Trustpilot 和人工复核。 |
| high_value_collection | P0 | store_screenshot_ocr | done | creative-analyst | 已 OCR 8/8 张商店截图；下一步人工复核 hook/promise/risk。 |
| high_value_collection | P0 | ad_library | pending | creative-analyst | 跑 ad-library-queries.csv |
| high_value_collection | P1 | iap_pricing_matrix | partial | validation-analyst | 已扩展到 6 条价格/退款/取消文本线索；下一步真机 SKU/paywall capture。 |
| high_value_collection | P1 | privacy_data_safety | done | compliance-reviewer | 已解析 3 个 privacy/support/terms 页面；下一步人工核对 Data Safety 和 App 内删除入口。 |
| breakthrough_direction | P0 | ad_product_consistency | done | app-dissector | 补 top creative -> first result 对照表 |
| breakthrough_direction | P0 | safe_wedge | pending | compliance-reviewer | 沉淀 anti-pattern library |
| breakthrough_direction | P1 | unit_economics | pending | validation-analyst | 估算 CPI、试用率、订阅率、退款率、模型/内容/客服成本。 |
| breakthrough_direction | P1 | supply_difficulty | done | vendor-integrator | 补 supply/cost table |
| easy_high_priority_enhancement | P0 | decision_pack_html | done | validation-analyst | 让每个 research 都有可读、可比较、可决策的阅读版。 |
| easy_high_priority_enhancement | P0 | research_queue | done | validation-analyst | 把核心结构、高价值采集、突破方向、好做增强排队执行。 |
| easy_high_priority_enhancement | P1 | anti_pattern_library | pending | compliance-reviewer | 把本机会反模式写入 research-retro.md |
| easy_high_priority_enhancement | P1 | run_retro | pending | validation-analyst | 更新 research-retro.md |
摘要
VibeShort 是一个 AI 漫画短剧 App：把短剧的 binge loop 搬到 AI 漫画分镜、配音、字幕和 read/watch 双模式里，用 AI 视觉降低真人短剧供给成本。机会真实存在，因为 Google Play 评论量、App Store IAP、官网订阅价格和第三方投放线索都显示它已经在跑付费买量；但当前最明显的红旗是订阅取消、退款和剧情完整度争议。
当前判断：`watch`。只跟进 AI comic drama 的供给降本和素材打法，不复制订阅取消困难、退款不清晰或广告承诺和实际剧情不一致的模式。
评论痛点图谱
| Cluster | 证据 | 机会 / 风险 |
|---|---|---|
| 内容 hook 有效 | 商店文案和评论都提到短剧、cliffhanger、题材吸引 | 短剧情绪包装迁移到 AI 漫画后仍有转化潜力 |
| 取消订阅摩擦 | App Store、Google Play、Reddit 都出现订阅不在商店订阅页展示或需要反复联系客服的投诉 | 高平台和品牌风险；任何 MVP 必须走可见、可取消的原生订阅或透明 coin 包 |
| 剧情重复 / 不完整 | 评论提到故事重复、换皮、结尾断裂、完整剧情被 paywall 阻断 | 需要 story QA、完结状态和广告剧情一致性 |
| 广告和免费 unlock | 评论提到广告换 coins 或 free point task | 可以验证免费用户需求，但失败任务会加剧不信任 |
| AI 生产质量 | 评论提到翻译、配音、姓名、角色一致性和重复换皮问题 | 难点不只是生成单集，而是系列 QA、角色一致性和多语言一致性 |
素材和获取
- 主 hook：高情绪短剧 premise，用 AI 漫画分镜代替真人竖屏剧。
- 广告承诺：快速看 romance、revenge、werewolf、billionaire、rebirth、fantasy 等 cliffhanger。
- 素材模式：冷开场冲突、背叛/反转台词、1-2 分钟剧集承诺、早期 cliffhanger 后解锁或 paywall。
- 已确认广告证据：SocialPeta 公共报告称 VibeShort 在 2026-04 开始大规模投放；subagent 找到的公开证券/DataEye 线索显示 2026-05 仍在海外微短剧素材榜。
- 缺失广告证据：一手 TikTok Top Ads URL、Meta Ad Library creative、Google Ads Transparency 结果。下轮要用真实登录态和 DataEye short-drama 账号补齐。
产品 / Paywall / 留存
- 首次结果：用户很快看到一个 AI 漫画短剧片段和 cliffhanger。
- Paywall 触发：Pro Pass 解锁完整 catalog、无广告、离线下载；商店 IAP 显示 weekly/yearly SKU。
- 付费路径：weekly/yearly pass + coins/bonus。Terms 和 recharge agreement 让退款/取消透明度变成关键合规项。
- 留存循环：每日更新、个性化题材 feed、连续 story arc 推动下一集。
- 退款 / 取消风险：高。当前评论面显示付款路径和常规商店订阅取消路径可能不一致。
可做性
- MVP 范围：1 个故事、20-30 个 AI 漫画短集、voice/subtitle、read/watch toggle、透明 unlock/paywall、基础埋点。
- 可复用仓库能力：`src/app_factory/creative/` 的 prompt plan；可参考 `tt_shorts_minis` 的短剧 runtime/content/creative 经验，但不复制其运行副本。
- 需要新增能力：稳定漫画分镜生成、角色一致性、episode assembler、story QA、原生订阅或 coin 集成。
- 供给难度：高。AI 降低真人拍摄成本，但剧情/IP、角色一致性、多语言配音字幕、每日更新和素材测试仍是重活。
- 合规风险：高。订阅取消/退款、成熟题材、虚拟产品退款限制、版权/IP 来源、tracking、广告承诺都需要 guardrail。
判断
- Score：74 / 100
- Verdict：watch
- 理由：市场和投放信号强，AI 漫画短剧的供给降本假设值得跟踪；但信任风险过于集中，不能直接 promote 其 weekly subscription 或取消路径。
下一步
| 动作 | Owner | Mode | Due |
|---|---|---|---|
| 用 TikTok Creative Center 和 DataEye short-drama 账号抓 VibeShort top ads | creative-analyst | browser dry-run | 2026-06-16 |
| 从 top 3 剧情 premise 做 10 条中文 hook swipe | creative-analyst | manual | 2026-06-16 |
| 对比原生订阅和 prepaid coin 模式的信任/合规风险 | compliance-reviewer | research | 2026-06-16 |
| 用现有模型/vendor lessons 做 1 个 AI 漫画短集 prototype 计划 | vendor-integrator | dry-run plan first | 2026-06-16 |
| 查 `The Commander’s Mistaken Mate` / `Beast Ward Academy` 等头部剧名的来源/IP 重复 | compliance-reviewer | research | 2026-06-16 |
证据账本
| 类型 | 来源 | 结论 | 状态 | 置信度 |
|---|---|---|---|---|
| official | VibeShort official site | Official positioning: AI-powered comic drama app with 1-2 minute episodes, read/watch dual mode, 19+ languages, offline support, and weekly/yearly Pro Pass pricing. | verified | high |
| store | Apple App Store | US App Store listing shows Entertainment category, AGILE QUADRANT MEDIA LIMITED, 4.3 rating from 6.8K ratings, 16+ age rating, weekly Pro Pass price points, and yearly Pro Pass. | verified | high |
| store | Google Play | Google Play listing shows 4.7 rating, about 135K reviews, 1M+ downloads, contains ads and in-app purchases, 16+ content rating, and daily AI comic drama releases. | verified | high |
| review | Reddit Vertical Dramas | Recent Reddit discussion complains that VibeShort subscription cancellation does not appear in Apple subscription management and requires repeated support contact. | verified | medium |
| ads | TikTok Creative Center query | Direct VibeShort ad creatives were not captured in this quick public search; use logged-in TikTok Creative Center/DataEye short-drama account next. | blocked | medium |
| terms | VibeShort Terms | Terms describe coins, bonus, weekly/monthly/annual pass pro, no-ad/1080P subscription benefits, and auto-renewal cancellation requirements. | verified | high |
| terms | VibeShort Recharge Agreement | Recharge agreement says successful virtual product recharge is generally not refundable or changeable except when products or services are unavailable. | verified | high |
| market_intelligence | SocialPeta April 2026 report | Third-party ad intelligence report says VibeShort scaled heavily in April 2026 with about 141K new deduped ads, 79 countries/regions, and AI comic dramas as a notable creative category. | verified | medium |
| market_intelligence | AppBrain Android profile | Third-party Android profile reports 1M+ Play installs and additional download/review estimates that differ from the live Play page; use as directional market signal. | verified | medium |
| company | Hong Kong Companies Registry PDF | Company registry PDF lists Agile Quadrant Media Limited as a Hong Kong company incorporated in the 2025-10-13 to 2025-10-19 batch. | verified | medium |
| store_detail_auto | App Store / Google Play collector | 真实采集 4 个商店详情，包含评分、评论量、版本、截图和隐私链接字段；截图 URL 8 个，隐私链接 1 个。 | verified | high |
| review_sample_auto | Store review collector | 真实采集 120 条商店评论样本，platforms=app_store,google_play，已回填 review-clusters.csv。 | verified | high |
| store_screenshot_auto | Store listing screenshots | 真实采集 8 个商店截图 URL，已写入 assets/store-screenshot-ocr.csv；OCR 状态由 store_screenshot_ocr_auto evidence 和 collection-summary.json 维护。 | verified | high |
| ads_intelligence_auto | DataEye AdXray API | 真实采集 DataEye 记录并匹配到 6 条；top evidence: playlet_product rank 7 VibeShort: AI Comic Dramas; playlet_product rank 8 VibeShort: AI Comic Dramas; playlet_rank rank 11 Beastward Academy: Reborn, I Claimed My Sister’s Serpent; playlet_rank rank 22 My Dad Is Poseidon; playlet_rank rank 29 Return of the Horus's Exiled Son; playlet_rank rank 70 She Bought Him for Sex | verified | high |
| pricing_auto | Store listing pricing fields | 真实回填 6 条商店价格/IAP range 信号到 pricing-matrix.csv；SKU、trial、续费价和 App 内取消路径仍需深采。 | verified | high |
| community_signal_auto | Reddit search collector | 真实采集 Reddit search leads 25 条；当前为待 relevance review 的社区线索，不直接当作已验证产品评论。Top: Beware of VibeShort!; Vibeshort dramas missing?; Beastward Academy Link? | partial | medium |
| store_screenshot_ocr_auto | Store screenshot OCR | 真实处理 8 张商店截图 OCR：complete=8, empty=0, failed=0, skipped=0；complete 包含 OCR 增强/VL fallback；输出见 assets/store-screenshot-ocr.csv。 | verified | high |
| community_relevance_auto | Reddit relevance scorer | 已对 25 条 Reddit leads 做相关性门禁：high=2, review=0, low_archive=23。Top review candidates: Beware of VibeShort!; Vibeshort dramas missing? | verified | high |
| trust_pricing_resolver_auto | Privacy/support/terms/pricing resolver | 真实解析 trust/pricing URL 4 个：fetch_success=3, blocked=1, privacy_rows=4, support_rows=4, pricing_rows=6。 | verified | high |
| ad_creative_digest_auto | DataEye creative digest | 已生成 DataEye creative digest：exact_or_related=6, lane_benchmark=8。Top: Beastward Academy: Reborn, I Claimed My Sister’s Serpent; My Dad Is Poseidon; Return of the Horus's Exiled Son; She Bought Him for Sex | verified | high |