标题：早八通勤宝妈，最近真的离不开这个轻榨杯
正文：
最近早上真的像打仗一样。
先叫娃起床、换衣服、收拾书包，再给自己留5分钟洗漱，很多时候根本顾不上好好吃早餐。
我现在会前一晚把水果切好放冰箱，早上顺手装进果秒轻榨杯，像香蕉+草莓、苹果+酸奶这种都很省事。出门前带上，送完娃再去公司路上慢慢喝，至少比空着肚子硬撑舒服很多。
我喜欢它的一点是，不用另外找很复杂的步骤，忙的时候也愿意用。杯子大小对通勤来说比较友好，放包里不会太占地方，喝完直接带去公司冲一下也方便。
对我这种早八通勤宝妈来说，它不是那种“用了人生立刻改变”的东西，但确实是能让我早上少一点慌乱的小帮手。尤其是来不及坐下吃早餐的时候，随手带一杯，心里会踏实很多。
如果你也总是早上赶时间，又想尽量给自己补一点水果，这种轻松不费脑的方式还挺适合的。
标签：
#早八通勤 #宝妈日常 #早餐灵感 #通勤好物 #果秒轻榨杯 #上班族日常 #小家电分享
Representative Outputs / Repeat 1 Views / Score = 3-Repeat Average
逐题并排看， 才知道差距到底出在哪。
这里不是只看总分，而是把每个类型、每个任务、每个版本的代表输出并排摆开。这样你能直接看到：差距到底来自结构、速度、脚本闭环，还是下游结果本身。
对比成立的前提也很清楚：同一个 brief、同一个 task、同一份 frozen 输入、同一个评分规则、同一模型、同一台机器。这里只换 creator，不换题。
比较对象官方原版 vs 大壮版不掺第三版。
展示方式代表输出页面里展示 repeat 1；分数显示 3 次平均。
任务数23五类题型的全部下游任务都在这里展开。
Benchmark Brief
A 类｜小红书文案型
测什么：测提示词、reference、模板资产的组织能力，以及内容型 skill 的上岗质量。
为什么这类必须单列：这是最贴近真实业务的一类。它不只是测会不会写提示词，还测 creator 能不能把平台风格、禁忌词、固定格式、素材约束组织成可复用 skill。
这类怎么打分：格式分看标题/正文/标签结构、标签数量和正文约束；语义分看场景贴合、至少 2 个已确认事实或等义表达、轻 CTA / 软下一步，以及是否出现未被允许的正向夸张。这里不按逐字词表卡分，否定式引用禁写词也不算违规。
官方原版
平均语义准确率：100.0
平均创建耗时：121.16s
平均创建 token：145370.0
大壮版
平均语义准确率：100.0
平均创建耗时：97.47s
平均创建 token：148046.33
Task xhs_commute_mom
请按约定格式，给“果秒轻榨杯”写一篇小红书种草文，面向早八通勤宝妈。一定要像真实分享，不要硬广。标题
早八通勤宝妈，我最近出门前会顺手带上这个轻榨杯
正文
最近早上真的像打仗，叫娃、收拾自己、还得赶通勤，能少一步都很重要。我这阵子会提前把水果备好，出门前简单处理一下，差不多约18秒就能喝，节奏上不会太拖。
它是450ml，对我这种早八通勤来说刚刚好，不会太占包。USB-C充电这点我也挺喜欢，平时放办公室顺手补电就行。不是那种很夸张的“神器”，但在忙乱早晨里，确实让我省心一点，我准备继续用一阵子看看。
标签
#早八通勤宝妈 #通勤早餐灵感 #果秒轻榨杯 #带娃日常 #上班路上
标题
早八通勤宝妈真的会想把这种省事杯子放包里
正文
最近早上出门前最怕的就是又要顾孩子、又要顾自己吃没吃好。
我现在会提前把水果切好，早上直接用果秒轻榨杯打一杯带走，差不多18秒就能搞定，对早八真的很友好。
它是450ml，我自己喝一杯刚刚好，不会太多也不会占位置。杯子大概680g，放通勤包里我能接受，拎着出门不会觉得特别累。
还有一点我挺喜欢，杯体能拆开洗，回到公司简单一冲，收拾起来没那么麻烦。
对我这种早上永远赶时间的宝妈来说，重点不是多厉害，就是省一步是一点。先放进通勤清单了。
标签
#早八通勤 #宝妈日常 #果秒轻榨杯 #省事早餐 #通勤好物
Task xhs_office_refresh
请按约定格式，写一篇办公室下午加餐场景的小红书文案，重点让人感觉轻松、不费事。标题：办公室下午饿了，我现在都这么随手加一餐
正文：
以前下午三四点一饿，就特别想点奶茶配小零食，吃完整个人更困。
现在我会在办公室备一点水果，像苹果、蓝莓、橙子这种，想吃的时候直接放进果秒轻榨杯里，几分钟就能弄好，基本不用费什么事。
我很喜欢这种“不需要专门准备”的感觉。
不是那种很有仪式感的健康生活，就是忙工作间隙，也能顺手给自己加一杯，嘴巴不空，胃里也舒服一点。
而且它对办公室场景很友好：不折腾、不占地方，喝完简单冲一下就行。对我这种懒得复杂操作的人来说，使用门槛很低，所以反而更容易坚持。
下午加餐这件事，真的越轻松越容易做到。如果你也想找一种没负担、没压力的方式补点水果，这种方法我觉得还挺适合上班族的。
标签：
#办公室日常 #下午加餐 #上班族好物 #轻松生活 #果秒轻榨杯 #水果补给 #懒人友好
标题
办公室下午饿了，我现在的加餐方式省事很多
正文
下午三四点那阵子最容易又累又想找点东西吃，但我又不想把加餐弄得太麻烦。最近放在工位上的果秒轻榨杯，我觉得就是那种用起来没负担的小东西，想喝的时候弄一下，不用折腾很久。
它大概680g，拿去茶水间再拿回来也不算费劲，杯体还能拆洗，冲一冲做基础清洁就差不多了。对办公室场景来说，这种“轻松、不费事”比什么花哨功能更重要，先收藏这个下午加餐思路。
标签
#办公室下午加餐 #工位好物 #果秒轻榨杯 #轻松吃点好的 #上班族日常
标题
办公室下午饿了，我现在加餐尽量走省事路线
正文
下午三四点那阵子，我最怕加餐这件事还要折腾。
最近工位上会带果秒轻榨杯，水果提前备一点，想喝的时候打一下，差不多18秒就能喝上，整个过程很轻松。
450ml对办公室下午加餐来说刚好，喝完不会太撑。用完后杯体能拆洗，去茶水间简单冲一冲，收尾也不费事。
而且它是USB-C充电，平时跟别的设备一起充就行，不用另外记一堆线。
对我来说，这种不费脑子、不费手的加餐方式，下午真的舒服很多。准备继续用。
标签
#办公室加餐 #下午茶灵感 #果秒轻榨杯 #省事好物 #工位日常
Task xhs_fix_bad_draft
请按约定格式，重写下面这段失败草稿，保留真实分享感，但把所有夸张失实内容都去掉： “这杯子简直医用级，100%不漏，7天瘦5斤，通勤随便摇两下就能当代餐。”标题：通勤路上随手带一杯，确实方便很多
正文：
一开始我也是图省事入的果秒轻榨杯，用下来最大的感受就是：忙的时候真的很方便。
我一般会提前准备点水果，早上出门前装好，带去公司或者路上喝，至少不用空着肚子赶地铁。它对我来说更像是一个让补充水果这件事变简单的小工具，而不是什么“神奇代餐”。
实际用下来，日常通勤、办公室加餐这些场景都挺合适，带着不算麻烦，清洗也还算省事。像我这种早上总赶时间的人，会觉得这种顺手就能完成的小步骤比较友好。
如果你也只是想在忙碌的时候让吃水果这件事更方便一点，可以看看这种轻榨杯；但还是按自己的饮食节奏来，别指望靠它解决所有问题。
标签：
#真实分享 #通勤日常 #办公室加餐 #果秒轻榨杯 #自用感受 #理性种草
标题
通勤赶时间时，我更喜欢这种不夸张但顺手的准备方式
正文
早上赶着出门的时候，我现在会提前备一点水果，想喝的时候用果秒轻榨杯简单处理一下，节奏不会被打乱太多。比起说什么“代餐”或者特别厉害的效果，我更在意的是它用起来是不是省事。
差不多约18秒就能做好一杯，450ml对通勤路上也够喝了。它更像是让我早上多一个方便补充水果的选择，不是神奇用品，但日常用着还挺顺手，准备继续这么搭配下去。
标签
#通勤日常 #真实分享向 #果秒轻榨杯 #早餐准备灵感
标题
通勤路上想喝点水果，还是更适合这种省事做法
正文
我现在通勤前如果想带点水果，通常会选更省事的方式。
像果秒轻榨杯这种，我会提前准备好食材，出门前打一下，差不多18秒就能完成，比较适合赶时间的时候。
450ml对我来说是一人份刚刚好，带着走也比较顺手。用完后杯体能拆开洗，简单冲一冲，后面收拾不会太麻烦。
我更在意的是日常用起来方便，而不是夸张的效果。适合像我这样想让通勤补充水果这件事变简单一点的人，先收藏。
标签
#通勤日常 #真实分享 #果秒轻榨杯 #水果补充 #省事生活
Task xhs_weekend_trip
请按约定格式，写一篇周末短途出行场景的小红书文案，强调带着不累、补充水果很方便。标题：周末短途出门，我包里会顺手带上这个轻榨杯
正文：
最近周末经常安排那种半天到一天的短途出行，不想背太多东西，但又总想路上吃得清爽一点。
果秒轻榨杯是我现在挺常带的一个小东西，主要是因为拿着不累，放包里也不会有太大负担。像去公园、近郊散步、周边一日游，我会提前装点水果，或者到了地方顺手买点现成水果放进去，想喝的时候就很方便。
对我来说，它特别适合“懒得准备太复杂，但又想补点水果”的场景。不用专门找地方坐下来慢慢吃，走走停停的时候也能比较轻松地解决。
而且周末出门本来就想轻装一点，东西越简单越好。它不是必需品，但如果你和我一样，喜欢短途出行时带点轻便又实用的小东西，这个使用感还不错。
标签：
#周末出行 #短途旅行 #包里常备 #果秒轻榨杯 #轻装出门 #水果补给 #生活小物
标题
周末短途出门，我会顺手带上这个轻榨杯
正文
周末出去走走的时候，我现在会更想带那种不累赘、用完也不用太费心收拾的东西。果秒轻榨杯这点还挺对我胃口，拿着出门不算有负担，短途带上刚刚好。
450ml的容量对半天到一天的小出行挺合适，想补点水果也方便，不用特意找店买。USB-C充电也比较省心，出门前补一下电就行。不是为了多高级，就是想让路上吃喝简单一点，感觉还蛮实用的，改天出门我应该还会带。
标签
#周末短途出行 #出门随手带 #果秒轻榨杯 #水果补充方便 #轻便出行
标题
周末短途出门，我会带这种不太折腾的轻榨杯
正文
周末短途出行，我最看重的其实不是装备多全，而是带着别太累、路上补充水果方便一点。
果秒轻榨杯这点还挺符合我的习惯，680g的重量我单手拿或者放包里都还行，不会为了带它额外有负担。
它是450ml，一路上自己喝基本够用。想喝的时候打一下，大概18秒就能做好，不用专门找店买。要是回到住的地方或者到家，杯体还能拆洗，清理也省事。
对短途出门来说，这种随手带、随手用的小东西反而很实在。已经被我放进周末出行包了。
标签
#周末出行 #短途旅行 #果秒轻榨杯 #轻松带着走 #水果补充
Task xhs_gym_recovery
请按约定格式，写一篇健身后补充场景的小红书文案，要有一点自我感受，但不能编造减脂效果。标题：运动完不想吃太撑，我会给自己准备这一杯
正文：
最近运动后，我越来越喜欢那种“补一点就好”的感觉。
以前练完常常不知道该吃什么，太油太重不想碰，什么都不吃又觉得空。
现在我会在健身后用果秒轻榨杯做点简单的水果搭配，有时候是香蕉配牛奶，有时候是蓝莓加酸奶，喝起来比较顺口，人也会舒服一点。
我喜欢它的原因不是因为有什么夸张效果，而是运动完状态比较累的时候，这种方式真的省事。带着方便，操作也简单，不用再额外折腾半天。
对我来说，它更像是健身后一个轻松的小补充，让自己从训练状态慢慢缓过来。尤其是下班后去运动、结束已经很晚的时候，这种不费劲的感觉还挺重要的。
如果你也和我一样，运动后更想要一点轻负担、好入口的补充方式，可以试试这种简单做法。
标签：
#健身打卡 #运动后补充 #自用分享 #果秒轻榨杯 #轻松补给 #日常健身 #真实感受
标题
练完顺手补点水果，这个轻榨杯最近用得挺勤
正文
我现在训练完不会立刻想吃很重的东西，反而更想先补点清爽一点的。最近会用果秒轻榨杯做个简单的水果饮，练完那会儿喝着比较舒服，整个人也能慢慢缓下来。
我喜欢它差不多约18秒就能做好，不用等太久，450ml对我一次补充来说也够了。用完还能拆洗，收拾起来不麻烦。它对我来说就是一个让训练后补充水果更方便的小工具，没有什么夸张效果，但用着体验还不错，先记下来。
标签
#健身后补充 #训练后日常 #果秒轻榨杯 #水果补充方便 #运动生活
标题
训练后想补充点水果，我更喜欢这种不费劲的方式
正文
最近运动完，我会更想快点补充一点清爽的东西，不想再额外折腾。
果秒轻榨杯我现在带去健身房的频率还挺高，提前装好水果，练完打一下，差不多18秒就能喝，整个人会觉得更顺一点。
450ml对我来说很合适，运动后喝着没负担。平时充电也是USB-C，和日常设备共用线就行，带出去省心不少。
我喜欢的不是它有多神奇，而是训练后这一步变简单了，自己也更愿意坚持补充点水果。想试试这种路线的可以先放清单。
标签
#健身后补充 #运动日常 #果秒轻榨杯 #真实使用感 #轻松补充
Benchmark Brief
B 类｜结构化输出型
测什么：测严格 JSON schema 约束、边界样本稳定性、可维护配置意识。
为什么这类必须单列：这是最客观的一类，可以直接校准 creator 有没有把 skill 做成“能执行的规约”，而不是漂亮说明文。
这类怎么打分：格式分看 JSON 可解析和 key 完整；语义分看每个字段是否精确命中。
官方原版
平均语义准确率：100.0
平均创建耗时：123.4s
平均创建 token：143480.67
大壮版
平均语义准确率：100.0
平均创建耗时：121.03s
平均创建 token：187367.0
Task triage_login_outage
Ticket: Enterprise customer cannot log in after today's SSO certificate rotation. All EU users are blocked. They need help before their board meeting in 45 minutes.Hi — this is urgent, and we’re treating it as a high-priority login outage.
Because the issue started immediately after today’s SSO certificate rotation and is blocking all EU users, please do these checks right away with your identity provider/admin team:
- Confirm the new SSO signing certificate was uploaded completely and is now the active certificate in your SSO configuration.
- Verify the certificate fingerprint/thumbprint matches the one currently presented by your IdP.
- If your IdP supports multiple active certs, make sure the newly rotated cert is included and the old one is not the only active signing cert.
- Confirm the SAML metadata/SSO settings were re-saved after rotation.
To help restore access as fast as possible, please send:
- Your organization name / tenant name
- Approximate time the failures began
- One affected user email
- Any SAML error message or failed login screenshot
- Whether all EU users are affected or only SSO-enforced users
If you have a break-glass local admin login or a non-SSO admin account, use that for immediate access before the board meeting.
This should be escalated to the on-call identity/auth team immediately as a Sev-1 customer outage.
{"severity":"sev1","product_area":"auth","issue_type":"outage","customer_tier":"enterprise","needs_human_reply":true,"response_sla":"15m"}
{"severity":"sev1","product_area":"auth","issue_type":"outage","customer_tier":"enterprise","needs_human_reply":true,"response_sla":"15m"}
Task triage_export_bug
Ticket: Pro account says CSV export adds duplicate rows only when the report contains archived projects. Workaround exists: unarchive, export, archive again.Thanks for reporting this. The behavior you described points to a product bug tied to archived projects being included in CSV exports.
Current workaround:
- Unarchive the affected projects
- Run the CSV export
- Archive them again
Please send the following so this can be fixed faster:
- Report name or type
- Approximate row count before/after duplication
- A sample export showing duplicates
- Confirmation that duplicates happen only when archived projects are included
Severity appears moderate: export is incorrect, but there is a viable workaround. This should be filed for the product/engineering team with the workaround noted clearly so support can unblock users in the meantime.
{"severity":"sev2","product_area":"reporting","issue_type":"bug","customer_tier":"pro","needs_human_reply":true,"response_sla":"4h"}
{"severity":"sev2","product_area":"reporting","issue_type":"bug","customer_tier":"pro","needs_human_reply":true,"response_sla":"4h"}
Task triage_howto
Ticket: Free user asks where to change notification settings for weekly summaries. No error, just confusion.You can change weekly summary notification settings from your account notification preferences.
Try this path:
- Open your profile/avatar menu
- Go to `Settings`
- Select `Notifications`
- Look for the `Weekly summary` email option and turn it on or off
If you don’t see that option, check any separate `Email preferences` section in settings.
If you want, send a screenshot of the settings menu you see and I can point you to the exact place.
{"severity":"sev4","product_area":"notifications","issue_type":"how_to","customer_tier":"free","needs_human_reply":false,"response_sla":"72h"}
{"severity":"sev4","product_area":"notifications","issue_type":"how_to","customer_tier":"free","needs_human_reply":false,"response_sla":"72h"}
Task triage_billing_risk
Ticket: Growth-plan admin was charged twice after adding 12 seats. They are threatening to cancel if billing is not corrected today.I’m sorry about the double charge — that’s understandable frustration, and this should be reviewed today.
Please reply with:
- The account/org name
- Billing email
- Invoice or charge IDs for both charges
- Date the 12 seats were added
- A screenshot of the billing page showing the duplicate charge, if available
What likely happened is that a seat adjustment and a renewal/proration were both billed, but billing needs to confirm whether the second charge was valid or erroneous.
Next step:
- Escalate this to Billing today as high priority because the customer is threatening cancellation.
- Ask Billing to confirm whether one charge should be refunded or credited and provide the customer a same-day update.
Suggested customer reply:
“We’re sorry for the billing issue. We’re reviewing the two charges urgently today and will follow up as soon as billing confirms whether a refund or account credit is needed.”
{"severity":"sev2","product_area":"billing","issue_type":"billing","customer_tier":"growth","needs_human_reply":true,"response_sla":"4h"}
{"severity":"sev2","product_area":"billing","issue_type":"billing","customer_tier":"growth","needs_human_reply":true,"response_sla":"4h"}
Task triage_feature_gap
Ticket: Starter customer asks whether audit logs are available. They are evaluating an upgrade next quarter and just want the current answer.Audit logs are not available on the Starter plan.
If you’re evaluating an upgrade next quarter, the best next step is to check the plan comparison or talk with sales/support to confirm which higher-tier plan includes audit logs for your account type.
If you want, I can help draft a short upgrade inquiry message.
{"severity":"sev4","product_area":"security","issue_type":"feature_request","customer_tier":"starter","needs_human_reply":false,"response_sla":"72h"}
{"severity":"sev4","product_area":"security","issue_type":"feature_request","customer_tier":"starter","needs_human_reply":false,"response_sla":"72h"}
Benchmark Brief
C 类｜工具/调研型
测什么：测 creator 会不会让 skill 去看源文件、组织证据、附来源、避免瞎总结。
为什么这类必须单列：为了可复验，这里故意用冻结本地语料，而不是开放互联网。这样同题同料同源，结论才稳。
这类怎么打分：格式分看 `## Answer` / `## Sources` 结构；语义分看结论是否对、引用文件名是否对。
官方原版
平均语义准确率：98.89
平均创建耗时：104.9s
平均创建 token：170916.67
大壮版
平均语义准确率：100.0
平均创建耗时：74.86s
平均创建 token：132413.33
Task research_cheapest_paid
Use the local corpus in /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/c_research. Which vendor has the cheapest paid plan? Use the required sections and cite filenames only.**Answer**
Beacon has the cheapest paid plan at `$12/user/month` on Starter. Acme is `$15/user/month` on Pro, and Comet is `$18/user/month` on Growth. (beacon_pricing.md, acme_pricing.md, comet_pricing.md)
**Sources**
beacon_pricing.md, acme_pricing.md, comet_pricing.md
## Answer
Beacon has the cheapest paid plan in the corpus: `Starter` at `$12 per user/month` billed annually. Acme’s cheapest paid plan is `Pro` at `$15 per user/month`, and Comet’s cheapest paid plan is `Growth` at `$18 per user/month`, so Beacon is the lowest-priced paid option.
## Sources
- beacon_pricing.md
- acme_pricing.md
- comet_pricing.md
## Answer
- `Beacon` has the cheapest paid plan in the corpus: `Starter` at `$12` per user/month billed annually.
- The other lowest paid tiers are `Acme Pro` at `$15` per user/month billed annually and `Comet Growth` at `$18` per user/month billed annually, so `Beacon Starter` is the lowest-priced paid option.
## Sources
- acme_pricing.md
- beacon_pricing.md
- comet_pricing.md
Task research_sso_tiers
Use the local corpus in /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/c_research. Which vendors offer SSO below enterprise, and which vendor keeps SSO enterprise-only? Use the required sections and cite filenames only.**Answer**
Vendors offering SSO below enterprise:
- Acme: SSO is included on Business and above, so it is available below enterprise. (acme_pricing.md)
- Beacon: SSO is included on Scale, so it is available below enterprise. (beacon_pricing.md)
Vendor keeping SSO enterprise-only:
- Comet: SSO is Enterprise only. (comet_pricing.md)
**Sources**
acme_pricing.md, beacon_pricing.md, comet_pricing.md
## Answer
Vendors that offer SSO below enterprise:
- Acme offers SSO on `Business and above`, so it is available below enterprise.
- Beacon includes SSO on `Scale`, which is also below enterprise.
Vendor that keeps SSO enterprise-only:
- Comet lists SSO as `Enterprise only`.
## Sources
- acme_pricing.md
- beacon_pricing.md
- comet_pricing.md
## Answer
- Vendors that offer SSO below enterprise are `Acme` and `Beacon`.
- `Acme` includes SSO on `Business and above`, so SSO is available below enterprise there.
- `Beacon` includes SSO on `Scale only`, which is also below enterprise in the corpus.
- `Comet` keeps SSO `Enterprise only`.
## Sources
- acme_pricing.md
- beacon_pricing.md
- comet_pricing.md
Task research_eu_residency
Use the local corpus in /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/c_research. Summarize EU data residency by vendor and tier. Use the required sections and cite filenames only.**Answer**
- Acme: EU data residency is available on Business and Enterprise. (acme_trust_center.md)
- Beacon: No public mention of EU data residency appears in the pricing or FAQ docs in this corpus. (beacon_security.md)
- Comet: EU data residency is available on Enterprise only. (comet_security.md)
**Sources**
acme_trust_center.md, beacon_security.md, comet_security.md
## Answer
- Acme: EU data residency is available on `Business` and `Enterprise` workspaces.
- Beacon: the corpus says there is `no public mention` of EU data residency in Beacon’s pricing or FAQ docs, so this is a documentation gap rather than confirmed availability or absence.
- Comet: EU data residency is available on `Enterprise`.
## Sources
- acme_trust_center.md
- beacon_security.md
- comet_security.md
## Answer
- `Acme`: EU data residency is available on `Business` and `Enterprise` workspaces.
- `Beacon`: the inspected corpus has `no public mention` of EU data residency.
- `Comet`: EU data residency is available on `Enterprise`.
## Sources
- acme_trust_center.md
- beacon_security.md
- comet_security.md
Task research_best_fit
Use the local corpus in /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/c_research. Recommend the best fit for a 20-seat EU team that needs SSO and CSV export. Use the required sections and cite filenames only.**Answer**
Acme is the best fit for a 20-seat EU team that needs SSO and CSV export.
Why:
- It supports SSO on Business, which is below enterprise. (acme_pricing.md)
- It includes EU data residency on Business and Enterprise. (acme_trust_center.md)
- It offers CSV export on every paid plan. (acme_pricing.md)
- At `$29/user/month` on Business, it is the only vendor in the corpus that clearly satisfies all three needs without requiring enterprise. (acme_pricing.md, acme_trust_center.md, comet_pricing.md, comet_security.md, beacon_pricing.md, beacon_security.md)
Not as good:
- Beacon has SSO on Scale and CSV export, but the corpus does not show EU data residency. (beacon_pricing.md, beacon_security.md)
- Comet has CSV export on Growth, but both SSO and EU data residency are Enterprise-only. (comet_pricing.md, comet_security.md)
**Sources**
acme_pricing.md, acme_trust_center.md, beacon_pricing.md, beacon_security.md, comet_pricing.md, comet_security.md
## Answer
The best fit is `Acme Business` for a 20-seat EU team that needs SSO and CSV export. Acme Business includes SSO because Acme lists SSO on `Business and above`, CSV export is available on every paid plan, and EU data residency is available on `Business and Enterprise` workspaces.
Beacon is not a full fit because it supports SSO on `Scale` and CSV export on paid tiers, but the corpus has no public mention of EU data residency. Comet is also not a full fit because CSV export is on `Growth` and `Enterprise`, but SSO and EU data residency are both `Enterprise` only.
## Sources
- acme_pricing.md
- acme_trust_center.md
- beacon_pricing.md
- beacon_security.md
- comet_pricing.md
- comet_security.md
## Answer
- The best fit in this corpus is `Acme Business`.
- It matches all stated requirements that are explicitly supported in the files: `SSO` is included on `Business and above`, `CSV export` is available on every paid plan, and `EU data residency` is available on `Business` and `Enterprise` workspaces.
- `Beacon Scale` has SSO and CSV export, but the corpus has `no public mention` of EU data residency for Beacon.
- `Comet Enterprise` also supports SSO, CSV export, and EU data residency, but it is `Enterprise` with `custom pricing`, while `Acme Business` is a clearly priced non-enterprise option.
## Sources
- acme_pricing.md
- acme_trust_center.md
- beacon_pricing.md
- beacon_security.md
- comet_pricing.md
- comet_security.md
Task research_free_limits
Use the local corpus in /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/c_research. Summarize the free-plan seat limits and call out any vendor with no free plan. Use the required sections and cite filenames only.**Answer**
- Acme: Free plan available for up to 3 seats. (acme_pricing.md)
- Comet: Free plan available for up to 5 seats. (comet_pricing.md)
- Beacon: No free plan. (beacon_pricing.md)
**Sources**
acme_pricing.md, comet_pricing.md, beacon_pricing.md
## Answer
- Acme Free allows up to `3 seats`.
- Comet Free allows up to `5 seats`.
- Beacon has `no free plan`.
## Sources
- acme_pricing.md
- comet_pricing.md
- beacon_pricing.md
## Answer
- `Acme` free plan: up to `3 seats`.
- `Comet` free plan: up to `5 seats`.
- `Beacon` has `no free plan`.
## Sources
- acme_pricing.md
- beacon_pricing.md
- comet_pricing.md
Benchmark Brief
D 类｜自动化脚本型
测什么：测 creator 能不能产出真的可运行的脚本型 skill，而不是只写一堆看似专业的流程。
为什么这类必须单列：这类 skill 的关键不是文采，而是能不能跑、跑得对不对、失败会不会收住。
这类怎么打分：下游任务看 JSON 正确率；额外脚本烟雾测试直接执行 `scripts/analyze_inputs.py`。
官方原版
平均语义准确率：100.0
平均创建耗时：150.0s
平均创建 token：159452.0
大壮版
平均语义准确率：100.0
平均创建耗时：111.45s
平均创建 token：146050.33
Task ops_log_summary
Analyze /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/incidents.log and return strict JSON with keys top_error_code, top_endpoint, distinct_error_codes.{"top_error_code":"PAY_402","top_endpoint":"/api/charge","distinct_error_codes":3}
{"top_error_code":"PAY_402","top_endpoint":"/api/charge","distinct_error_codes":3}
{"top_error_code":"PAY_402","top_endpoint":"/api/charge","distinct_error_codes":3}
Task ops_invoice_summary
Analyze /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/invoices.csv and return strict JSON with keys overdue_invoice_count, total_overdue, overdue_customers.{"overdue_invoice_count":3,"total_overdue":1420,"overdue_customers":["C-12","C-31","C-44"]}
{"overdue_invoice_count":3,"total_overdue":1420,"overdue_customers":["C-12","C-31","C-44"]}
{"overdue_invoice_count":3,"total_overdue":1420,"overdue_customers":["C-12","C-31","C-44"]}
Task ops_overlap_customers
Look at both /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/incidents.log and /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/invoices.csv. Return strict JSON with keys at_risk_customers and count for customers that appear in failures and also have overdue open invoices.{"at_risk_customers":["C-12","C-31","C-44"],"count":3}
{"at_risk_customers":["C-12","C-31","C-44"],"count":3}
{"at_risk_customers":["C-12","C-31","C-44"],"count":3}
Task ops_priority_code
Using /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/incidents.log and /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/invoices.csv, return strict JSON with keys priority_code and linked_to_overdue_customers. Pick the error code that most deserves follow-up.{"priority_code":"DB_TIMEOUT","linked_to_overdue_customers":["C-12","C-44"]}
{"priority_code":"PAY_402","linked_to_overdue_customers":true}
{"priority_code":"PAY_402","linked_to_overdue_customers":["C-12"]}
Task ops_payment_orders
From /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/d_ops/incidents.log, return strict JSON with keys payment_failure_orders and repeated_customer. Only count PAY_402 events.{"payment_failure_orders":["O-1001","O-1002","O-1004"],"repeated_customer":"C-12"}
{"payment_failure_orders":["O-1001","O-1002","O-1004"],"repeated_customer":"C-12"}
{"payment_failure_orders":["O-1001","O-1002","O-1004"],"repeated_customer":"C-12"}
Benchmark Brief
E 类｜混合编排型
测什么：测 prompt + reference + asset + script 的协同编排能力。
为什么这类必须单列：它最接近真实生产工作流，也是最容易把 creator 的架构差距拉开的题型。
这类怎么打分：格式分看固定 section；语义分看跨来源事实、事件计数、下一步动作是否落对 section。
官方原版
平均语义准确率：83.72
平均创建耗时：97.26s
平均创建 token：127350.67
大壮版
平均语义准确率：83.82
平均创建耗时：88.94s
平均创建 token：152100.33
Task hybrid_exec_brief
Use these files: /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/competitor_launch.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/customer_calls.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/analyst_note.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/signal_events.jsonl. Create the required brief for a PM leader.PM Leader Brief
Headline: RivalBoard’s launch sharpens a feature-gap story in enterprise readiness while exposing reliability and usability gaps we can still turn into a roadmap advantage.
What changed
- RivalBoard launched team workspaces on 2026-03-27.
- It includes SSO on Pro and Enterprise, increasing pressure on enterprise-only packaging.
- AI summaries are only in closed beta, so the immediate buying criteria still center on admin, security, and operational basics.
What customers are signaling
- Audit logs are the clearest blocker: two enterprise prospects said missing audit logs is blocking procurement.
- Workspace permissions are still confusing for multi-brand teams, matching analyst concern around workspace-level permissions.
- CSV export performance is materially hurting experience: three mid-market customers reported exports taking over two minutes.
- Demand is active: 7 enterprise demo signals suggest near-term pipeline if enterprise gaps are closed.
Market read
- Analyst note says EU procurement increasingly expects audit logs and workspace-level permissions.
- Competitor bundling of SSO on mid-tier plans creates pricing and packaging pressure.
- RivalBoard kept CSV export on every paid plan, so weak export performance is especially risky if buyers compare operational usability.
Recommended priorities
1. Ship audit logs as the top enterprise-readiness priority.
2. Simplify and clarify workspace permissions for multi-brand teams.
3. Reduce CSV export latency and make performance visible with clear targets.
4. Revisit SSO packaging to prepare for increased mid-tier pricing pressure.
Suggested next 30 days
- Lock audit logs scope and target accounts blocked in procurement.
- Run a permissions UX review focused on multi-brand admin flows.
- Open an export latency fix program tied to the 5 support-ticket signals.
- Prepare GTM messaging that positions us on reliability/admin control rather than chasing closed-beta AI claims.
Bottom line
The strongest near-term win is not feature breadth; it is closing enterprise trust gaps fast enough to convert active demand and prevent RivalBoard from defining the procurement checklist.
## Snapshot
- RivalBoard’s 2026-03-27 launch raises the bar on packaging: SSO is included on Pro and Enterprise, and CSV export is available on every paid plan.
- Our product posture shows two likely launch blockers for PM attention: missing audit logs are blocking procurement in enterprise deals, and workspace permissions remain confusing for multi-brand teams.
- Customer friction is not only feature breadth but usability and performance: three mid-market customers report CSV export taking more than two minutes.
- Analyst context reinforces the gap: EU buyers increasingly expect audit logs and workspace-level permissions, while mid-tier SSO bundling creates pressure on enterprise-only SSO packaging.
## Signals
- `enterprise_demo`: 7
- `export_latency_ticket`: 5
- `churn_risk`: 3
- The signal mix suggests healthy top-of-funnel interest, but repeated export and churn signals point to adoption blockers that can weaken conversion if the launch story outruns product readiness.
## Risks
- Packaging risk: RivalBoard’s broader SSO and export availability could make our enterprise-only packaging look expensive or incomplete during launch comparisons.
- Capability risk: missing audit logs directly blocks procurement, especially where buyers expect auditability as table stakes.
- Adoption risk: confusing workspace permissions and slow CSV export can turn active evaluation into stalled rollout or support burden.
- Prioritization risk: AI-summary messaging from the competitor may distract internal focus from more urgent platform gaps that customers already cite.
## Next Moves
- Prioritize audit logs and clearer workspace-level permissions as near-term platform bets, because both are explicitly tied to procurement and buyer expectations.
- Define a launch decision on SSO packaging, including whether a mid-tier offer or temporary commercial exception is needed to counter pricing pressure.
- Triage CSV export latency as a launch-readiness issue with a concrete performance target and owner this week.
- Adjust launch messaging to acknowledge current limitations and emphasize reliability, governance, and workflow improvements over aspirational AI positioning.
## Sources
- `fixtures/e_hybrid/competitor_launch.md`
- `fixtures/e_hybrid/customer_calls.md`
- `fixtures/e_hybrid/analyst_note.md`
- `fixtures/e_hybrid/signal_events.jsonl`
## Snapshot
- RivalBoard launched team workspaces on 2026-03-27, raising the bar on collaboration packaging.
- Competitive packaging is tightening: SSO is included on RivalBoard Pro and Enterprise, while analysts note mid-tier SSO bundling is creating pricing pressure.
- Capability gaps are landing in real deals: two enterprise prospects said missing audit logs is blocking procurement.
- Customer friction also persists in core workflow areas, with slow CSV export and confusing workspace permissions for multi-brand teams.
## Signals
- `enterprise_demo`: 7
- `export_latency_ticket`: 5
- `churn_risk`: 3
- Readout: demand is concentrated in enterprise evaluation, but adoption risk is tied to governance and workflow friction.
## Risks
- Missing audit logs leaves the product exposed in enterprise procurement cycles.
- Enterprise-only SSO packaging creates avoidable pricing pressure versus competitors bundling it lower.
- Weak workspace permissions clarity can blunt the impact of any workspace launch story.
- Export latency issues risk undermining trust in day-to-day reliability during expansion conversations.
## Next Moves
- Prioritize audit logs and workspace-level permissions as near-term product commitments.
- Reassess SSO packaging so PM and GTM can respond to mid-tier competitive pressure with a clear stance.
- Tighten the workspace narrative around multi-brand team usability, not just feature parity.
- Put CSV export latency on the launch risk list so it does not erode otherwise strong enterprise interest.
## Sources
- `competitor_launch.md`
- `customer_calls.md`
- `analyst_note.md`
- `signal_events.jsonl`
Task hybrid_sales_brief
Use these files: /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/competitor_launch.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/customer_calls.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/analyst_note.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/signal_events.jsonl. Create the required brief for a sales leader focused on procurement pressure.Sales Leader Brief: Procurement Pressure
Executive takeaway
Procurement pressure is rising around auditability, permissions, and SSO packaging. The biggest deal risk is not flashy AI competition; it is failing enterprise security and admin expectations during evaluation.
Key evidence
- Two enterprise prospects said missing audit logs is blocking procurement.
- Analyst note says EU procurement teams increasingly expect audit logs and workspace-level permissions.
- RivalBoard now includes SSO on Pro and Enterprise, which increases pressure on enterprise-only SSO pricing.
- 7 `enterprise_demo` events indicate strong top-of-funnel enterprise interest, but procurement friction can stall conversion.
What this means for sales
- Audit logs are now a first-order procurement requirement, especially in EU and larger enterprise cycles.
- Workspace-permission clarity matters in multi-brand evaluations and can become a red flag if not handled well.
- SSO packaging will trigger price comparisons earlier, especially if prospects question why SSO is gated higher than rivals.
- Export latency is a secondary but real value-risk issue because 3 customers complained and 5 latency tickets were logged.
Immediate actions
- Flag all active enterprise deals lacking audit-log coverage as elevated procurement risk.
- Build a procurement-risk tracker with fields for audit logs, workspace permissions, SSO expectations, and region.
- Equip AEs with a direct response to RivalBoard’s mid-tier SSO bundling and a pricing-value defense.
- Pull product into late-stage deals where multi-brand permissions or admin controls are under scrutiny.
Recommended messaging
- Lead with security roadmap transparency where audit logs are not yet available.
- Emphasize operational fit, governance, and support quality over closed-beta AI claims.
- For pricing pushback, anchor on total admin/control value, but avoid surprise on SSO packaging.
Leadership watchlist
- Highest risk: enterprise deals in procurement without audit-log coverage.
- Emerging risk: discount pressure tied to competitor SSO bundling.
- Conversion opportunity: the current demo volume suggests demand is present if procurement objections are handled early and consistently.
Bottom line
Sales should treat procurement readiness as the main battleground: audit logs, permissions clarity, and SSO packaging are now core deal-control issues.
## Snapshot
- Procurement pressure is concentrating around governance requirements: two enterprise prospects said missing audit logs is blocking procurement, and analysts note EU buyers increasingly expect audit logs and workspace-level permissions.
- RivalBoard’s launch strengthens competitive pricing pressure by bundling SSO on Pro and Enterprise, while analysts explicitly call out mid-tier SSO bundling as pressure on enterprise-only SSO packages.
- RivalBoard also keeps CSV export on every paid plan, while three mid-market customers say our CSV export takes more than two minutes.
- Sales risk is less about lack of demand than deal friction: buyer expectations on security, permissions, and packaging are rising faster than our current story supports.
## Signals
- `enterprise_demo`: 7
- `export_latency_ticket`: 5
- `churn_risk`: 3
- Demo volume is strong, but the operational and churn signals suggest procurement objections can quickly spread into broader competitive and commercial pressure.
## Risks
- Deal-cycle risk: missing audit logs can stop procurement review before pricing or product value is fully considered.
- Commercial risk: competitor SSO bundling gives procurement teams leverage to challenge enterprise-only pricing and ask for concessions.
- Proof-point risk: slow CSV export and confusing permissions weaken seller credibility when buyers ask about operational readiness.
- Regional risk: EU procurement expectations on auditability and workspace controls may raise loss risk in regulated or multi-brand accounts.
## Next Moves
- Equip account teams with a procurement objection pack covering current audit-log limitations, roadmap language, and approved escalation paths.
- Create pricing guidance for SSO-related concessions or packaging exceptions where competitor mid-tier bundling is active.
- Add clear talk tracks on workspace permissions and CSV export, including when to position workarounds versus when to avoid overcommitting.
- Flag enterprise deals with governance-heavy procurement early so product and leadership can support save plans before late-stage stalls.
## Sources
- `fixtures/e_hybrid/competitor_launch.md`
- `fixtures/e_hybrid/customer_calls.md`
- `fixtures/e_hybrid/analyst_note.md`
- `fixtures/e_hybrid/signal_events.jsonl`
## Snapshot
- Procurement pressure is rising from both buyers and competitors: two enterprise prospects said missing audit logs is blocking procurement.
- Analyst input says EU procurement teams increasingly expect audit logs and workspace-level permissions.
- RivalBoard is also tightening commercial pressure by including SSO on Pro and Enterprise.
- Customer friction on export speed and permissions adds more scrutiny once deals move into evaluation.
## Signals
- `enterprise_demo`: 7
- `export_latency_ticket`: 5
- `churn_risk`: 3
- Readout: pipeline interest is healthy, but procurement blockers and packaging pressure threaten conversion quality.
## Risks
- Audit-log gaps can stall or lose enterprise deals before pricing or product value is fully evaluated.
- Enterprise-only SSO packaging creates discount pressure when competitors bundle SSO on mid-tier plans.
- Missing workspace-level permissions can become a compliance objection, especially for EU-oriented buyers.
- Export latency and permissions confusion can give procurement teams extra reasons to slow approval.
## Next Moves
- Arm sales with a clear procurement-risk talk track covering audit logs, permissions, and current roadmap posture.
- Review SSO packaging and approval guardrails so reps are not forced into reactive discounting.
- Flag deals with governance requirements early and route them through tighter technical qualification.
- Use export-latency and permissions complaints as renewal and late-stage risk signals in forecast reviews.
## Sources
- `competitor_launch.md`
- `customer_calls.md`
- `analyst_note.md`
- `signal_events.jsonl`
Task hybrid_churn_memo
Use these files: /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/competitor_launch.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/customer_calls.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/analyst_note.md, /Users/jammy/Desktop/龙虾架构/benchmark_skill_creator_ae_20260403/fixtures/e_hybrid/signal_events.jsonl. Create the required brief for a product ops lead focused on churn risk.Product Ops Memo: Churn Risk
Summary
Churn risk is rising from unresolved operational pain points, especially export latency and admin-control gaps that align with broader market expectations.
Risk signals
- 3 `churn_risk` events were logged.
- 5 `export_latency_ticket` events were logged.
- Three mid-market customers said CSV export takes more than two minutes.
- Customers also report confusing workspace permissions for multi-brand teams.
- Analyst note shows audit logs and workspace-level permissions are increasingly expected, especially by EU procurement teams.
Primary churn drivers
1. Export reliability/performance: repeated latency complaints suggest a day-to-day workflow failure, not a minor annoyance.
2. Permissions complexity: multi-brand teams may experience ongoing admin friction that reduces product trust.
3. Missing audit logs: while often seen as a sales blocker, this can also become a retention issue for customers expanding governance requirements.
4. Competitive comparison risk: RivalBoard offers CSV export on every paid plan and bundles SSO more broadly, increasing the chance that dissatisfied accounts explore alternatives.
Accounts most at risk
- Mid-market customers dependent on recurring CSV workflows.
- Multi-brand teams with more complex workspace/admin setups.
- Customers entering stricter compliance or procurement review cycles.
Recommended interventions
- Create a churn watchlist combining accounts with export complaints, multi-brand usage, and governance-sensitive use cases.
- Triage export latency as the top retention incident and define a target recovery timeline.
- Launch proactive outreach to customers affected by export delays before renewal risk escalates.
- Gather structured feedback on workspace-permission confusion and feed it into product prioritization.
- Tag accounts likely to need audit logs soon so CS can manage expectations early.
Operating metrics to monitor weekly
- Volume of export-related tickets.
- Count of accounts with repeated admin/permissions complaints.
- Churn-risk accounts by segment and renewal window.
- Escalations tied to compliance, procurement, or governance requirements.
Bottom line
The near-term churn threat is operational friction, especially export latency, with admin-control gaps increasing the likelihood that frustrated accounts become competitively vulnerable.
## Snapshot
- Churn risk is tied to day-to-day workflow friction more than headline features: three mid-market customers report CSV export taking more than two minutes, and workspace permissions remain confusing for multi-brand teams.
- Event signals reinforce this pattern, with repeated export-latency tickets and churn-risk events despite strong demo activity.
- Competitive pressure matters because RivalBoard offers CSV export on every paid plan and launched team workspaces, which may sharpen customer comparisons around operational basics.
- Analyst evidence suggests buyer expectations are also moving toward stronger workspace-level permissions and auditability, increasing the cost of unresolved friction.
## Signals
- `enterprise_demo`: 7
- `export_latency_ticket`: 5
- `churn_risk`: 3
- The highest operational signal is export latency, and paired churn-risk events suggest the issues are not isolated complaints but a retention pattern worth intervening on now.
## Risks
- Retention risk: slow CSV export can disrupt recurring reporting workflows and push customers toward evaluating easier-to-use alternatives.
- Expansion risk: confusing permissions for multi-brand teams can stall broader rollout, lower adoption, and create support fatigue in strategic accounts.
- Competitive risk: RivalBoard’s broader export availability and workspace positioning may make our operational gaps more visible during renewals.
- Escalation risk: unresolved workflow pain can turn active support issues into churn conversations before product changes land.
## Next Moves
- Stand up a churn watchlist for accounts with export complaints or permissions confusion, and route them to proactive outreach this week.
- Partner with engineering on a focused mitigation plan for CSV export latency, including temporary workarounds and customer-facing status updates.
- Create a clear permissions guidance pack for multi-brand teams so CSMs and support can reduce confusion before it becomes renewal risk.
- Feed a weekly product-ops summary to PM and sales leadership linking export, permissions, and churn-risk patterns to affected accounts and save actions.
## Sources
- `fixtures/e_hybrid/competitor_launch.md`
- `fixtures/e_hybrid/customer_calls.md`
- `fixtures/e_hybrid/analyst_note.md`
- `fixtures/e_hybrid/signal_events.jsonl`
## Snapshot
- Churn risk is tied to daily workflow friction more than launch hype: three mid-market customers complained CSV export takes more than two minutes.
- Workspace permissions remain confusing for multi-brand teams, pointing to operational friction in shared setups.
- Governance gaps also matter because audit logs are blocking some enterprise procurement and analysts say workspace-level permissions are increasingly expected.
- Event data shows both active demand and active risk, with notable export-related support volume.
## Signals
- `export_latency_ticket`: 5
- `churn_risk`: 3
- `enterprise_demo`: 7
- Readout: product interest is present, but retention risk clusters around export speed and permissions clarity.
## Risks
- Slow CSV export can drive repeat frustration in reporting-heavy accounts and increase support burden.
- Confusing workspace permissions can trigger user error, admin distrust, and adoption drag in multi-brand teams.
- If operational friction persists, expansion interest may not translate into durable retention.
- Governance gaps such as missing audit logs can compound churn risk in larger accounts that expect stronger controls.
## Next Moves
- Triage export latency as a save-risk issue and track affected accounts for proactive follow-up.
- Audit permission-related support patterns and identify the highest-friction multi-brand workflows.
- Create a churn watchlist combining export complaints, permissions confusion, and elevated risk events.
- Partner with product on short-term mitigations for admins while audit logs and workspace-level permissions mature.
## Sources
- `competitor_launch.md`
- `customer_calls.md`
- `analyst_note.md`
- `signal_events.jsonl`