怎么读这份报告
完整采集口径和后续优化方法见 research-methodology.md。
决策摘要
还缺什么
| Priority | 缺口 | Status | 下一步 |
|---|---|---|---|
| P0 | JTBD / 首次价值 | pending | 明确用户触发时刻、替代方案、首次 30 秒结果和愿付费原因。 |
| P0 | Paywall / Pricing / Trust | pending | 补 SKU / price matrix |
| P0 | MVP Gate | pending | 把 promote 候选转成 MVP spec |
| P0 | 商店截图 OCR | partial | 已 OCR 17/21 张;empty=0, failed=4, skipped=0。对空文本/失败样本跑 VL fallback,并人工复核低质量 OCR。 |
| P0 | 广告库查询 | pending | 跑 ad-library-queries.csv |
| P1 | IAP / Pricing Matrix | partial | 已扩展到 23 条价格/退款/取消文本线索;下一步真机 SKU/paywall capture。 |
| P0 | 广告承诺与产品交付一致性 | pending | 补 top creative -> first result 对照表 |
| P0 | 安全可做 Wedge | pending | 沉淀 anti-pattern library |
展开质量门和完整 Research Queue
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 | missing | 12 | 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 | partial | 63 | 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 | partial | 66 | 拆 paywall moment、试用、订阅周期、续费价、退款和取消路径。 |
| privacy_data_safety | partial | 64 | 对照隐私政策、Data Safety、权限、第三方处理、删除和留存。 |
| support_refund_quality | partial | 63 | 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 | partial | 64 | 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 | partial | 63 | 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 | 63 | 拆内容、模型、权限、数据源、人工 QA、服务器和运营瓶颈。 |
| refund_risk | partial | 85 | 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 | missing | 12 | 明确 1 周、1 个月、3 个月 scope,写清 kill gate 和必须排除项。 |
| safe_wedge | missing | 12 | 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 | complete | 90 | 每轮结束回写流程改进、blocked source、stale cleanup 和下轮动作。 |
完整执行队列
| 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 | 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 | 评论聚类 | 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 | 商店截图 OCR | partial | creative-analyst | 已 OCR 17/21 张;empty=0, failed=4, skipped=0。对空文本/失败样本跑 VL fallback,并人工复核低质量 OCR。 |
| high_value_collection | P0 | 广告库查询 | pending | creative-analyst | 跑 ad-library-queries.csv |
| high_value_collection | P1 | IAP / Pricing Matrix | partial | validation-analyst | 已扩展到 23 条价格/退款/取消文本线索;下一步真机 SKU/paywall capture。 |
| high_value_collection | P1 | 隐私 / Data Safety 对照 | done | compliance-reviewer | 已解析 4 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 | 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 | done | validation-analyst | 更新 research-retro.md |
真实采集面板
采集口径
- 商店详情:本轮按已锁定的 App Store / Google Play ID 采 US/GB;本报告命中 4 条 listing。
- 评论样本:当前用于一阶痛点聚类,本报告 120 条;高样本下一轮会按平台、国家、星级、时间窗、版本号分层抽样。
- 截图 URL:21 是商店 listing 返回的全部截图 URL,可能含 iPhone/iPad、Google Play、多国家和重复素材;本轮只 OCR 前 21 张,跳过 0 张以控制噪声。
- OCR 实现:下载截图到本地,用 Tesseract 抽文本;空结果再做放大、灰度、增强对比和二值化重跑。VL fallback 只处理 empty/failed 样本。
- Pricing:23 行来自 store install price、Google Play IAP range 和公开 privacy/support/terms 文本;不是 App 内 SKU 级 paywall。








Pricing / Paywall 口径
- 免费安装信号 4 条
- IAP range 2 条
- 观察到的 IAP 范围:google_play:US:iap_range: $5.99 - $29.99 per item USD;google_play:GB:iap_range: £5.99 - £29.99 if billed through Play GBP
- 条款/退款/取消文本线索 17 条
- 仍缺:App 内 SKU、trial、默认选中周期、renewal price、关闭入口、真实退款路径。
展开原始采集表
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 | $5.99 - $29.99 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 | £5.99 - £29.99 if billed through Play | GBP | Google Play refund / subscription management; in-app cancellation path not captured | partial | |||
| text_signal:1:4 | text_price_or_paywall_signal | yearly | 30-day | $4 | USD | partial | ||
| text_signal:1:48 | text_price_or_paywall_signal | yearly | 30-day | $48 | USD | partial | ||
| text_signal:1:5 | text_price_or_paywall_signal | yearly | 30-day | $5 | USD | partial | ||
| text_signal:1:30 | text_price_or_paywall_signal | yearly | 30-day | $30 | USD | partial |
显示 10 / 23 行。
Store Screenshot OCR / VL
| platform | country | hook | promise | status | next_action |
|---|---|---|---|---|---|
| app_store | US | AN Al-POWERED | AN Al-POWERED / BROWSER | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | DISCOVER | DISCOVER / CREATIVE INSPIRATION | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | NATIVE AD-BLOCK | NATIVE AD-BLOCK | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | BUILT-IN VPN | BUILT-IN VPN / SECURES YOUR / BROWSING | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | SWIPE DOWN | SWIPE DOWN / FOR EFFORTLESS / SEARCHING | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | YOUR BROWSER | YOUR BROWSER / YOUR DESIGN | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| app_store | US | CENECR | CENECR / GENERATE / a | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
| google_play | US | vl_failed | Expecting value: line 1 column 1 (char 0) | ||
| google_play | US | € VPN Pro | € VPN Pro / Protected / ‘roar Graaesiny ny eecired | ocr_enhanced_complete | 人工复核 OCR/VL 文案并标注 hook/promise/risk。 |
| google_play | US | © Adblocking | © Adblocking / Enabled / © 1,689 | ocr_complete | 人工复核 OCR 文案并标注 hook/promise/risk。 |
显示 10 / 21 行。
Reddit Relevance
| query | subreddit | title | relevance_score | relevance_status | status |
|---|---|---|---|---|---|
| Opera AI browser VPN | JanitorAI_Official | HOLY SHIT I CAN ACCESS J.AI WITHOUT VPN | 8 | low_relevance_archive | needs_archive |
| Opera AI browser VPN | banlive | I tested 6 browsers so you don't have to — full breakdown with scores (Brave, Firefox, Edge, Helium, Vivaldi, Opera) | 97 | high_confidence_target | partial |
| Opera AI browser VPN | Chub_AI | Critical Bug: Chub.ai is serving its main JS file as HTML, breaking Chrome/Brave/Opera/Safari | 97 | high_confidence_target | partial |
| Opera AI browser VPN | browsers | Do you agree with this comparison (2026) | 8 | low_relevance_archive | needs_archive |
| Opera AI browser VPN | browsers | The 2026 Browser Landscape | 8 | low_relevance_archive | needs_archive |
| Opera AI browser VPN | BannedFromDiscord | MY own Ban Evasion Guide. | 8 | low_relevance_archive | needs_archive |
| Opera AI browser VPN | xprivo | Which privacy browser do you actually trust in 2026? Brave just launched a debloated version called Origin. Here is the full breakdown of it and every serious option right now. | 8 | low_relevance_archive | needs_archive |
| Opera AI browser VPN | PurchaseWithPurpose | a personal guide I made for alternate services | 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, facebook, firebase, google analytics, stripe | eral, we do not process or store personal data longer than needed and therefore delete it after a certain period of time. Below we have included some more specific details on retention periods, which vary depending on t… | low | verified | https://www.opera.com/privacy |
| trust_url | high | verified | https://www.opera.com/features/free-vpn | ||
| trust_url | low | verified | https://www.opera.com/zh-cn/features/vpn-pro/vpn-pricing-plan | ||
| privacy_policy | medium | verified | https://press.opera.com/2024/09/25/opera-reaffirms-its-commitment-to-privacy-with-an-independent-no-log-audit-of-its-free-browser-vpn/ |
Support / Refund Quality
| signal_type | claim | status | risk_level |
|---|---|---|---|
| support_contact | support email: datacontroller@yoyogames.com | partial | medium |
| refund_policy | collect web content easily, share it visually. Opera Cashback Automatically get money back when shopping in Opera Browser. Opera Themes Completely transform the look, sound and feel of your browser. Deezer Play your fav… | partial | medium |
| cancel_path | blocked | high | |
| delete_request | eral, we do not process or store personal data longer than needed and therefore delete it after a certain period of time. Below we have included some more specific details on retention periods, which vary depending on t… | partial | medium |
Ad Library Query Status
| platform_label | query | status | purpose |
|---|---|---|---|
| TikTok Creative Center | Opera: AI browser with VPN | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| TikTok Creative Center | Opera | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| Meta Ad Library | Opera: AI browser with VPN | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| Meta Ad Library | Opera | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| Google Ads Transparency | Opera: AI browser with VPN | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| Google Ads Transparency | Opera | browser_ready | 已生成账号化/浏览器采集任务;见 ad-library-browser-tasks.csv,采完后回填截图 manifest 和 creative URL。 |
| DataEye / ADX | Opera: AI browser with VPN | blocked | No DataEye creative match in current inputs; needs product detail or external ad library. |
| DataEye / ADX | Opera | blocked | No DataEye creative match in current inputs; needs product detail or external ad library. |
Ad Library Browser Tasks
| ad_platform | query | market | status | search_url | next_action |
|---|---|---|---|---|---|
| tiktok | Opera: AI browser with VPN | US | browser_ready | https://ads.tiktok.com/business/creativecenter/topads/pc/en?countryCode=US&period=30&keyword=Opera%3A+AI+browser+with+VPN | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
| tiktok | Opera | US | browser_ready | https://ads.tiktok.com/business/creativecenter/topads/pc/en?countryCode=US&period=30&keyword=Opera | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
| meta | Opera: AI browser with VPN | US | browser_ready | https://www.facebook.com/ads/library/?active_status=active&ad_type=all&country=US&media_type=all&q=Opera%3A+AI+browser+with+VPN&search_type=keyword_unordered | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
| meta | Opera | US | browser_ready | https://www.facebook.com/ads/library/?active_status=active&ad_type=all&country=US&media_type=all&q=Opera&search_type=keyword_unordered | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
| google_ads | Opera: AI browser with VPN | US | browser_ready | https://adstransparency.google.com/?region=US&search=Opera%3A+AI+browser+with+VPN | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
| google_ads | Opera | US | browser_ready | https://adstransparency.google.com/?region=US&search=Opera | 用账号化浏览器打开 search_url,保存截图 manifest、creative URL、hook、CTA、落地页和 blocked/no result 原因。 |
Ad Creative Signals
| match_type | product_title | creative_title | media | rank | exposure | play | status | original_url | video_url |
|---|---|---|---|---|---|---|---|---|---|
| no_dataeye_creative_match | Opera: AI browser with VPN | blocked |
Research Queue 详情
| 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 | partial | creative-analyst | 已 OCR 17/21 张;empty=0, failed=4, skipped=0。对空文本/失败样本跑 VL fallback,并人工复核低质量 OCR。 |
| 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 23 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 4 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 | done | validation-analyst | 更新 research-retro.md |
身份锁定
| 字段 | 值 | 状态 |
|---|---|---|
| 开发者 / 公司 | App Store 开发者 Opera Norway AS;Opera Limited 为 Oslo 总部、NASDAQ: OPRA 浏览器公司 | verified |
| 品类 | browser / AI browser / free VPN / VPN Pro | verified |
| 目标市场 | 全球,英语市场优先学习 | verified |
| App Store URL | https://apps.apple.com/us/app/opera-ai-browser-with-vpn/id1411869974 | verified |
| Google Play URL | https://play.google.com/store/apps/details?id=com.opera.browser | verified |
| 官网 URL | https://www.opera.com/ | verified |
| Bundle / Package ID | com.opera.browser (Android) | verified |
用户研究
| Cluster | 证据 | 机会 / 风险 |
|---|---|---|
| privacy / trust | App Store privacy 类别、Trustpilot 安装/数据分享担忧 | 隐私承诺必须写 scope 和证据 |
| performance | Trustpilot/Reddit 样本提到 VPN 慢、卡顿、页面失败 | 安全工具不能牺牲核心任务速度 |
| product clarity | 用户混淆 browser VPN 和系统 VPN | 必须解释“保护什么、不保护什么” |
| Pro gap | 外部评测称 VPN Pro 低价易用但缺 iOS/kill switch/功能深度 | 套餐矩阵必须写清限制 |
| brand safety | Opera GX 广告调性投诉 | 创意尺度会反噬信任 |
不直接复制的理由
- 浏览器默认入口、渲染/内核/扩展生态、跨平台同步和商店评分积累是重资产。
- VPN 节点、no-log 审计、反滥用、退款、全球支付和合规是运营密集型。
- Opera 的差异化来自浏览器壳把 AI/VPN/广告拦截放在同一入口,不是单点工具可轻易复制。
可迁移模式
| Pattern | 说明 | 迁移到 app_factory |
|---|---|---|
| 一键开启安全 | 把复杂安全能力压缩成 tap | 工具 onboarding 减少解释成本 |
| Free browser-only vs Pro device-wide | 免费有限、Pro 扩大保护范围 | cleaner/PDF 可做 free scan vs paid bulk action |
| 不需要账号/插件 | 低信任新用户更容易试 | 首次结果前减少注册 |
| 多设备套餐 | Pro 覆盖 6 台设备 | 工具包订阅可强调设备/家庭 |
| no-log + 独立审计 | 隐私 claim 配证据链接 | privacy claim 必须有范围和 caveat |
| 公共 Wi-Fi 场景 | 具体场景比抽象隐私更强 | 工具素材要用真实触发场景 |
| ad/tracker blocking = 更快更干净 | 日常结果感强 | cleaner/PDF 文案应讲“少打断/更快完成” |
Pricing / Package
- Free:App 免费;Free VPN 内置浏览器、no-log、无数据上限。
- VPN Pro:官网定价页显示一年 `$4/mo billed $48/year`、六个月 `$5/mo billed $30`、月付 `$8`、30-day money-back guarantee、最多 6 台 Android/Desktop 设备。
- Caveat:VPN Pro 7-day free trial 公开页面有提及,但实际入口依平台需再验证。
下一步
| 动作 | Owner | Mode | Due |
|---|---|---|---|
| 抽取 trust / package copy 到工具订阅模板 | validation-analyst | manual | 2026-06-16 |
| 建 privacy claim 四列表:claim/evidence/audit_scope/caveat | compliance-reviewer | manual | 2026-06-16 |
| 做套餐矩阵 HTML 模块 | validation-analyst | code | 2026-06-16 |
流程改进集中追踪
每份报告不再重复展示本轮流程改进表。共性问题集中维护在 improvement-backlog.md,本轮重点是 SKU 级 paywall、广告库真实素材、结构化 identity lock、OCR hook 归纳、store metric normalization。
证据账本
| 类型 | 来源 | 结论 | 状态 | 置信度 |
|---|---|---|---|---|
| manual_request | user_requested_batch | 用户指定进入本轮机会深挖队列。 | verified | high |
| store | Apple App Store | Opera: AI browser with VPN;developer Opera Norway AS;4.7/247K ratings;列出 privacy data categories。 | verified | high |
| store | Google Play | Google Play 文案包含 AI browser、free built-in VPN、ad-block、private browser、data-saving mode。 | verified | high |
| official | Free VPN | Opera Free VPN 是浏览器内 VPN,no-log,并和 VPN Pro device-wide 形成清晰升级梯。 | verified | high |
| official | VPN Pro pricing | VPN Pro 页面显示 $4/mo annual、$5/mo six-month、$8 monthly、30-day guarantee。 | verified | high |
| official | VPN audit | Deloitte no-log audit 适用 Opera free browser VPN scope。 | verified | high |
| review | Trustpilot | Trustpilot 1.8 score / 457 reviews,投诉包含 performance 和 privacy trust。 | verified | medium |
| review | TechRadar Opera VPN | TechRadar 称 VPN Pro easy/cheap,但缺 iOS、kill switch 和深功能。 | 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 21 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 21 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: HOLY SHIT I CAN ACCESS J.AI WITHOUT VPN; I tested 6 browsers so you don't have to — full breakdown with scores (Brave, Fi; Critical Bug: Chub.ai is serving its main JS file as HTML, breaking Chrome/Brave | partial | medium |
| store_screenshot_ocr_auto | Store screenshot OCR | 真实处理 21 张商店截图 OCR:complete=17, empty=0, failed=4, skipped=0;complete 包含 OCR 增强/VL fallback;输出见 assets/store-screenshot-ocr.csv。 | partial | high |
| community_relevance_auto | Reddit relevance scorer | 已对 25 条 Reddit leads 做相关性门禁:high=4, review=0, low_archive=21。Top review candidates: I tested 6 browsers so you don't have to — full breakdown with scores (Brave, Fi; Critical Bug: Chub.ai is serving its main JS file as HTML, breaking Chrome/Brave | verified | high |
| trust_pricing_resolver_auto | Privacy/support/terms/pricing resolver | 真实解析 trust/pricing URL 4 个:fetch_success=4, blocked=0, privacy_rows=4, support_rows=4, pricing_rows=23。 | 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 |
| ad_library_browser_task_auto | Meta/TikTok/Google ad library browser tasks | 已生成 6 条账号化/浏览器广告库采集任务;当前是 browser_ready,不等同于已验证素材。 | partial | medium |