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 | 67 | 抽取商店截图中的 hook、before/after、价格和核心承诺。 |
| ad_product_consistency | partial | 64 | 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 | partial | 68 | 对照隐私政策、Data Safety、权限、第三方处理、删除和留存。 |
| support_refund_quality | complete | 94 | 检查 support 入口、退款路径、删除请求、客服和平台退款归属。 |
| trust_score | complete | 94 | 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 | 97 | 判断 1 周内能否生产 10-50 条素材，以及 hook 是否能复用。 |
| supply_difficulty | partial | 65 | 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 | missing | 70 | 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
- 当前判断：`watch_narrow_promote`。不 promote 通用 cleaner clone；只推进透明、on-device、可撤销的 photo/video cleaner 验证。不复制误导 free claim、激进订阅、speed boost claim、高风险邮箱/联系人/日历清理或不安全自动删除。
- 重复照片 / 视频 | iOS 和 Android listing 都把 duplicate photos/videos 作为核心功能 | 1 周 MVP 可以用本地照片分析 + swipe review 验证
- 删除安全 | App Store 投诉提到联系人、照片、日历误删和恢复问题 | MVP 必须 preview-first、可撤销、有备份提示，v1 不做联系人/日历/邮箱
- MVP 范围：iOS-first duplicate/similar photo + large video scanner、limited photo permission、preview-only deletion queue、可撤销操作、基础埋点、透明 paywall。
- 抓 20-30 条 TikTok / Meta / Google cleaner ads 并按 hook 分类 | creative-analyst | browser dry-run | 2026-06-16
- 写 privacy-first MVP spec，范围限制在 duplicate photo review | app-dissector | design doc | 2026-06-16
- 起草照片权限、删除恢复、订阅文案和退款的合规 guardrail | compliance-reviewer | research | 2026-06-16
好做且高价值
- terms | Terms / Privacy | 免费功能有限、weekly/yearly subscription、AppsFlyer/Meta/TikTok/RevenueCat/Firebase/Amplitude 等归因/分析/支付伙伴 | verified | high
- Storage anxiety | 商店文案、special event 和广告 caption 都强调快速释放空间 | 普遍需求强，素材 hook 简单
- 重复照片 / 视频 | iOS 和 Android listing 都把 duplicate photos/videos 作为核心功能 | 1 周 MVP 可以用本地照片分析 + swipe review 验证
- 主 hook：“手机空间满了，几秒释放空间。”
- 素材模式：storage warning、before/after GB counter、duplicate gallery grid、tap/swipe cleanup、清理后的 relief。
- Starter hooks：
- 6. “截图、糊片、旧视频，按类别清掉。”
- 留存循环：每周照片 review、新截图清理、大视频压缩、storage warning reminder。
不能复制的反模式
- 当前判断：`watch_narrow_promote`。不 promote 通用 cleaner clone；只推进透明、on-device、可撤销的 photo/video cleaner 验证。不复制误导 free claim、激进订阅、speed boost claim、高风险邮箱/联系人/日历清理或不安全自动删除。
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 | pending | 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 | pending | 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 | $4.99 - $79.99 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 | £4.39 - £72.99 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 | Delete | Delete / Duplicate / Photos | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Storage Cleaning | Storage Cleaning / powered by Al / Aicleaner | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Clean your | Clean your / email inbox / 1 1 | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Unsubscribe | Unsubscribe / from email lists / Unsubscribe | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Compress | Compress / photos & videos / e | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Protect your files | Protect your files / with Secret Space / e | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Manage your apps | Manage your apps / and uninstall / App Manager | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | Merge and | Merge and / organize contacts / Duplicate | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
显示 8 / 16 行。
Reddit Relevance
| query | subreddit | title | relevance_score | relevance_status | status |
|---|---|---|---|---|---|
| AI Cleaner | ObsidianMD | AI sucks up all the information like a vacuum cleaner | 22 | low_relevance_archive | needs_archive |
| AI Cleaner | ForzaHorizon | What the hell is up with the AI aggression in some of these races? I've had cleaner racing in multiplayer. | 22 | low_relevance_archive | needs_archive |
| AI Cleaner | interestingasfuck | Microsoft just dropped a study showing the 40 jobs most affected by Al and the 40 that Al can't touch (yet). | 8 | low_relevance_archive | needs_archive |
| AI Cleaner | BestofRedditorUpdates | [New Update - Coworker's Side]: My negligence cost my partner her life, and I'm about to lose everything. | 8 | low_relevance_archive | needs_archive |
| AI Cleaner | BestofRedditorUpdates | My New Year's Resolution : The Optimally Fuckable Husband Project | 8 | low_relevance_archive | needs_archive |
| AI Cleaner | OpenAI | Asking both ChatGPT and Claude the car wash question | 8 | low_relevance_archive | needs_archive |
| AI Cleaner | PeopleFuckingDying | eViL cHiLdReN lAuGh aS tHeY sUcK Up SwEeT oRaNgE cAt WiTh VaCuUm ClEaNeR fRoM oThEr SiDe Of DoOr. cAt fAiLs To EsCaPe ItS dOoM. | 22 | low_relevance_archive | needs_archive |
| AI Cleaner | space | Perspective From a (Former) Blue Origin Engineer | 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 | admob, appsflyer, firebase, revenuecat, tiktok | have collected personal data about a User under the aforementioned age, We will delete that data as soon as it is possible from a technical standpoint. The Company has received an adult’s personal data and/or private in… | low | verified | https://aicleaner.app/privacy-policy/ |
| trust_url | low | verified | https://aicleaner.app/ | ||
| terms_of_service | orization to use. They are the sole responsible for such infringement. The User deletes his/her device content, having previously double checked and voluntarily consent to it, and even from its Cloud service. The Compan… | low | verified | https://aicleaner.app/terms-of-use/ |
Support / Refund Quality
| signal_type | claim | status | risk_level |
|---|---|---|---|
| support_contact | support email: info@aicleaner.app | partial | medium |
| refund_policy | ption plan chosen by the Customer and, when appropriate, will approve and issue refunds expressly requested by the Customers with the support of their payment services providers. For further information, please see the… | partial | medium |
| cancel_path | ferences, customizing the services offered on this app, the user’s purchase and cancellation history, to generate aggregate statistics based on user interaction, among others. For the purposes of this Policy, “cookies”… | partial | medium |
| delete_request | have collected personal data about a User under the aforementioned age, We will delete that data as soon as it is possible from a technical standpoint. The Company has received an adult’s personal data and/or private in… | partial | medium |
Ad Library Query Status
| platform_label | query | status | purpose |
|---|---|---|---|
| TikTok Creative Center | AI Cleaner: Clean Up Storage | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| TikTok Creative Center | AI Cleaner | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Meta Ad Library | AI Cleaner: Clean Up Storage | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Meta Ad Library | AI Cleaner | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Google Ads Transparency | AI Cleaner: Clean Up Storage | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| Google Ads Transparency | AI Cleaner | pending | collect creative URLs, screenshots, hook, landing page, country, blocked reason |
| DataEye / ADX | AI Cleaner: Clean Up Storage | blocked | No DataEye creative match in current inputs; needs product detail or external ad library. |
| DataEye / ADX | AI Cleaner | blocked | No DataEye creative match in current inputs; needs product detail or external ad library. |
Ad Creative Signals
| match_type | product_title | creative_title | media | rank | exposure | play | status | original_url | video_url |
|---|---|---|---|---|---|---|---|---|---|
| no_dataeye_creative_match | AI Cleaner: Clean Up Storage | blocked |
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 | pending | 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 16/16 张商店截图；下一步人工复核 hook/promise/risk。 |
| high_value_collection | P0 | ad_library | done | 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 | pending | 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 | pending | 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
AI Cleaner 是围绕“手机空间满了、不想手动整理几千张照片/视频/邮件/联系人/日历”的工具类机会。需求和买量信号都强，但通用 cleaner clone 的订阅、隐私、误删和广告承诺风险也很高。
当前判断：`watch_narrow_promote`。不 promote 通用 cleaner clone；只推进透明、on-device、可撤销的 photo/video cleaner 验证。不复制误导 free claim、激进订阅、speed boost claim、高风险邮箱/联系人/日历清理或不安全自动删除。
评论痛点图谱
| Cluster | 证据 | 机会 / 风险 |
|---|---|---|
| Storage anxiety | 商店文案、special event 和广告 caption 都强调快速释放空间 | 普遍需求强，素材 hook 简单 |
| 重复照片 / 视频 | iOS 和 Android listing 都把 duplicate photos/videos 作为核心功能 | 1 周 MVP 可以用本地照片分析 + swipe review 验证 |
| Paywall / free mismatch | Google Play 评论投诉“免费”广告后遇到付费墙 | 必须明确表达：free scan、paid bulk action 或明确付费产品 |
| 删除安全 | App Store 投诉提到联系人、照片、日历误删和恢复问题 | MVP 必须 preview-first、可撤销、有备份提示，v1 不做联系人/日历/邮箱 |
| 隐私和权限 | 商店隐私和隐私政策涉及个人数据、usage、identifiers、user content、tracking partners | on-device processing + limited photo permission 可以变成差异化 |
| AI 准确率 | 第三方 hands-on review 报告 similar/blurry 识别弱和 crash | 任何 AI cleaner claim 前必须先测 precision/recall |
素材和获取
- 主 hook：“手机空间满了，几秒释放空间。”
- 广告承诺：扫描 clutter、删除重复项、压缩媒体、清邮箱/联系人。
- 素材模式：storage warning、before/after GB counter、duplicate gallery grid、tap/swipe cleanup、清理后的 relief。
- 已确认广告 URL：
- https://ads.tiktok.com/business/creativecenter/topads/7504192170661675015/pc/en?countryCode=US&period=30
- https://ads.tiktok.com/business/creativecenter/topads/7427061341774757895/pc/en?countryCode=US&period=30
- 缺失广告证据：Meta Ad Library 和 Google Ads Transparency Center 需要下轮人工/浏览器复查。
Starter hooks：
1. “你的 iPhone 又提示 storage full？先别买 iCloud。”
2. “相册里藏了 1,284 张重复照片。”
3. “买更多云空间前，先扫一遍这些大视频。”
4. “左滑删废片，右滑保留回忆。”
5. “释放 8GB，但不碰你喜欢的照片。”
6. “截图、糊片、旧视频，按类别清掉。”
7. “删除前全部给你确认，不黑盒自动删。”
8. “安全 cleaner：先进入 review queue，再决定删除。”
9. “你的相册像杂物抽屉，5 分钟整理完。”
10. “别再因为重复照片付更多 storage 费。”
产品 / Paywall / 留存
- 首次结果：扫描出重复/相似照片和可释放空间，但删除前必须进入 preview review。
- Paywall 触发：最安全版本是 free scan + limited actions，再明确 paid bulk cleanup。避免“免费广告 -> 突然订阅”的体验。
- 留存循环：每周照片 review、新截图清理、大视频压缩、storage warning reminder。
- 退款 / 取消风险：如果 weekly subscription 不清晰，风险中高。只能使用原生 App Store / Google Play 订阅管理。
可做性
- MVP 范围：iOS-first duplicate/similar photo + large video scanner、limited photo permission、preview-only deletion queue、可撤销操作、基础埋点、透明 paywall。
- 可复用仓库能力：机会评分、creative hook taxonomy、Feishu evidence sync、vendor/model config。
- 需要新增能力：移动端 client、on-device perceptual hashing/similarity、limited photo permission UX、安全删除/恢复流程、订阅集成。
- 供给难度：低到中。不需要内容库，用户自己的 gallery 就是供给。
- 合规风险：高。照片、联系人、邮箱、日历、Gmail、tracking SDK、订阅和删除流程都敏感；v1 完全避开 email/contact/calendar cleanup。
判断
- Score：窄版安全 photo/video cleaner 为 76 / 100；通用 cleaner clone 为 52 / 100
- Verdict：watch 通用 cleaner；promote 窄版安全 photo/video validation
- 理由：需求、广告渠道和首次结果都清晰；但通用品类拥挤且风险高。真正可测的是 privacy-first、review-before-delete、no-surprise-paywall 的信任 wedge。
下一步
| 动作 | Owner | Mode | Due |
|---|---|---|---|
| 抓 20-30 条 TikTok / Meta / Google cleaner ads 并按 hook 分类 | creative-analyst | browser dry-run | 2026-06-16 |
| 写 privacy-first MVP spec，范围限制在 duplicate photo review | app-dissector | design doc | 2026-06-16 |
| 对比 `free scan + paid bulk cleanup` 和低价 upfront/lifetime paywall | validation-analyst | research | 2026-06-16 |
| 起草照片权限、删除恢复、订阅文案和退款的合规 guardrail | compliance-reviewer | research | 2026-06-16 |
| 在 local sample gallery 上测 detection precision，再决定是否使用 “AI cleaner” claim | validation-analyst | local fixture | 2026-06-16 |
证据账本
| 类型 | 来源 | 结论 | 状态 | 置信度 |
|---|---|---|---|---|
| official | AI Cleaner official site | Official site identifies GRIMLAX TRADE S.L. and positions AI Cleaner as a smartphone storage organization and cleanup product. | verified | high |
| store | Apple App Store | App Store listing shows 4.6 rating from 200K ratings, Utilities category, GRIMLAX TRADE S.L., duplicate photo/video cleanup, swipe cleanup, email cleanup, compression, private files, contact cleanup, event remover, and multiple weekly/yearly IAPs. | verified | high |
| store | Google Play | Google Play listing shows GRIMLAX TRADE S.L., 4.1 rating, about 257K reviews, 10M+ downloads, contains ads and in-app purchases, updated Jun 1 2026, and phone cleaner features. | verified | high |
| ads | TikTok Top Ads | TikTok Top Ads public search result shows a US conversion ad with caption 'Free up iPhone storage in seconds with Ai Cleaner', Utilities industry, high budget, 270K likes, 1K comments, 3K shares, and CTR top 23%. | verified | medium |
| review | Google Play reviews | Recent Google Play reviews complain about free/paywall mismatch, immediate charging, crashes after payment, and refund friction. | verified | medium |
| review | App Store reviews | App Store reviews include both positive permission-limited cleanup experiences and serious complaints about data deletion/support. | verified | medium |
| ads | TikTok Top Ads | Second TikTok Top Ads result shows caption 'iPhone Tricks: Free Up Space Like a Pro', landing page under aicleaner.app, high budget, 98K likes, 1K comments, 11K shares, and CTR top 15%. | verified | medium |
| privacy | AI Cleaner Privacy Policy | Privacy policy lists attribution, analytics, payment, and measurement partners including AppsFlyer, Meta, TikTok, RevenueCat, Firebase, and Amplitude. | verified | high |
| terms | AI Cleaner Terms | Terms say free features are limited and premium features use recurring weekly/yearly subscriptions with regional pricing. | verified | high |
| market_intelligence | Trend Apps public estimate | Third-party estimate suggests high iOS downloads/revenue and top Utilities grossing rank; treat as directional, not official. | verified | low |
| review | InsanelyMac review | Third-party hands-on review reports slow scan/crash and weak similar/blurry recognition in one test, making AI accuracy a validation risk. | 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 16 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 16 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 |
| 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: AI sucks up all the information like a vacuum cleaner; What the hell is up with the AI aggression in some of these races? I've had clea; Microsoft just dropped a study showing the 40 jobs most affected by Al and the 4 | partial | medium |
| store_screenshot_ocr_auto | Store screenshot OCR | 真实处理 16 张商店截图 OCR：complete=16, 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=0, review=0, low_archive=25。Top review candidates: | partial | medium |
| trust_pricing_resolver_auto | Privacy/support/terms/pricing resolver | 真实解析 trust/pricing URL 3 个：fetch_success=3, blocked=0, privacy_rows=3, support_rows=4, pricing_rows=6。 | verified | high |
| ad_creative_digest_auto | DataEye creative digest | 已生成 DataEye creative digest：exact_or_related=0, lane_benchmark=0。Top: | partial | medium |