Makes your agent actually understand social platforms.

  • Xiaohongshu
  • TikTok / Douyin
  • Instagram
  • LinkedIn
  • X

Social media platforms are hard to access for agents. Scrapers get you banned.Socai, instead, deeply reconstructs the structures of popular social platforms so that your agent can directly operate them in your browser.

Or, paste installation guide to your agent

Read this repo and install the CLI, and add it to your skills: https://github.com/socai-io/socai .
小红书

AI 账号选题研究

你

我在运营一个面向产品经理的 AI 工具账号。请调研小红书近一周互动表现较好的选题,以及评论区仍在追问的问题;从中选出 3 个适合我做的题目,并列出参考笔记和切入角度。

socai result
3 个值得做的选题

同一份周报,实测 3 个 AI 做 PPT

优先做[01][02]

评论追问的是“能不能交付”,已有内容却多停在生成效果。

怎么切入

固定一份产品周报,对比结构、改模板、导出后可编辑性和返工时间。

展开执行建议 +

标题:AI 做 PPT 到底省了多久?把改稿时间也算进去。附同一份输入文档和对照表。

一段访谈,怎么变成可追溯的需求池

第二篇[03][04]

产品经理需要原话、需求与负责人对应,单纯转写不够。

怎么切入

用同一段多人访谈,展示原话 → 需求 → 行动项 → 飞书表格。

展开执行建议 +

用自录演示素材。重点检查说话人、需求出处、负责人和截止时间,保留工具没识别出的部分。

知识库不只测答对,也测什么时候答错

适合做系列[05][06]

用户担心引用不实和版本冲突,需要看到工具的边界。

怎么切入

准备新旧版本冲突、原文没有答案和引用定位三类题,逐题核对。

展开执行建议 +

标题:我故意给 AI 知识库出了 3 道坑题。每次换一组文档,沉淀同一套测试方法。

参考笔记 / 作者评论里的需求赞收藏评论
[01] 同一份周报,让 3 个 AI 各做一遍 PPT阿乔的效率实验“别只看生成截图,能不能改模板、导出后还乱不乱?”2,1844,860236
[02] AI 做汇报,最费时间的其实是改稿产品小周“想看从原始文档到最终可汇报版本的全过程。”1,3263,012148
[03] 一小时用户访谈,怎么整理成需求清单Mia 的产品笔记“多人说话会不会串?原话和需求能一一对应吗?”1,7424,105193
[04] AI 会议纪要好看,但行动项还是得自己补工具箱不吃灰“能区分谁负责、什么时候完成,再导入飞书吗?”9862,240121
[05] 把 50 份产品文档丢进知识库后,我问了 10 个问题林同学的知识库“答得像真的,但引用能跳回原文哪一段吗?”1,5683,780207
[06] AI 知识库答错时,怎么发现它在编不加班实验室“新旧版本冲突时会听谁的?搜不到会直接说吗?”8121,96698
Instagram

Creator discovery

You

We’re launching a lightweight commuter backpack. Find 10 Instagram creators in North America with 10k–100k followers who post about everyday outfits, commuting, or weekend trips. Check their recent posts and comments, and skip accounts that are mostly ads. Put their profiles, follower counts, best examples, and reasons to partner in a table. Pick your top 3.

socai result
10 creators
CreatorLocationFollowersMedian viewsPaid / 12 postsWhy they fit
Maya Bennett★@maya.movesToronto, Canada38.4k22.6k2A natural fit for the daily carry story.
Evan Brooks★@evan.offhoursSeattle, USA62.1k44.1k1The strongest fit for work-to-weekend versatility.
Nina Park★@nina.everydayeditNew York, USA24.8k18.3k2A smaller creator with a clear office-to-city aesthetic.
Leo Turner@leo.ontherouteChicago, USA45.2k29.8k3Useful for testing comfort during an active commute.
Sofia Reed@sofia.packs.lightVancouver, Canada71.6k38.2k2Good fit for a light-packing product demonstration.
Jordan Ellis@jordan.citykitBoston, USA19.3k12.4k1A focused option for organization and laptop storage.
Amelia Chen@amelia.weekdaywearSan Francisco, USA53.7k27.5k3Strong styling context for a clean, everyday silhouette.
Miles Foster@miles.smalltripsAustin, USA32.8k20.7k2A practical option for compact travel content.
Chloe Martin@chloe.daybydayMontreal, Canada16.9k9.8k1An approachable option for a routine-led introduction.
Sam Rivera@sam.lightlypackedDenver, USA86.4k51.2k3Broad reach across practical gear and weekend routines.

Maya Bennett

One bag, three stops: subway → desk → evening class.

Posts & partnership notes +
What’s in my 9-to-6 bag?

41.2k views · 2.1k likes · 86 comments

The rain-proof commute test

28.7k views · 1.7k likes · 54 comments

“Does a 16-inch laptop fit without making it bulky?”

A recent tote collaboration may create a category conflict. Confirm exclusivity and audience geography before outreach.

Evan Brooks

Friday at the office. Saturday on the coast. Same backpack.

Posts & partnership notes +
48 hours, one small bag

78.4k views · 3.8k likes · 112 comments

My train-to-trail essentials

52.3k views · 2.4k likes · 73 comments

“Could this work as a personal item on a flight?”

Outdoor followers may expect weather protection. Check product claims and request a current audience breakdown.

Nina Park

Three office outfits. One backpack that works with all of them.

Posts & partnership notes +
A week of outfits, one bag

31.6k views · 1.5k likes · 67 comments

Office to dinner, no bag swap

24.9k views · 1.1k likes · 48 comments

“Can you show what it looks like with a long coat?”

Style appears to drive the discussion more than technical features. Lead with silhouette and request a wear test.

TikTok

Content research

You

We’re launching an 80 cm standing desk for small apartments. Find recent TikToks about compact workspaces. Break down their hooks, demos and comment questions, then give us 3 videos to shoot this week.

socai result
3 ideas to shoot this week
01

The 80 cm corner test

22 seconds · Overhead + wide shot

“This gap is my entire home office.”
167k–284kreference views [01][02]
  1. 0–3s

    Measure the empty corner; hold on the 80 cm mark.

  2. 3–16s

    Add the desk, monitor, laptop and mouse in one fixed shot.

  3. 16–22s

    Show the seated position and the remaining mouse space.

Evidence & production notes +

Make the footprint visible with a tape measure. Show the laptop, monitor and mouse together so the space can be judged.

“Can it fit a monitor and a laptop together?”

What would you need to fit on this desk?

Show actual equipment dimensions and the desk depth on screen.

02

Work mode. Home mode.

25 seconds · One room, fixed camera

“At six, I want my living room back.”
126k–193kreference views [03][04]
  1. 0–3s

    Open on the whole room during a working day.

  2. 3–18s

    Close the laptop, stow cables and tuck the chair in.

  3. 18–25s

    Return to the same wide shot in evening mode.

Evidence & production notes +

Use the same wide shot for both states. Show exactly where the chair, laptop and cables go.

“Where do all the cables go when you’re done?”

Would this work in your living room?

Keep every accessory visible; identify any tray sold separately.

03

Answer the wobble question

18 seconds · Tripod + close-up

“No music. Just the typing test.”
142k–218kreference views [05][06]
  1. 0–3s

    Show the loaded desk and height setting in a wide shot.

  2. 3–13s

    Type normally, then raise the desk without cutting.

  3. 13–18s

    Hold on the monitor edge while typing at full height.

Evidence & production notes +

Answer the objection directly. A fixed camera and continuous take make movement easier to evaluate.

“Can you test it at full height with a monitor arm?”

What should we test on it next?

List the monitor weight and arm used; show movement as recorded.

Reference / creatorVideoViewsLikesComments
[01] smallspace.miaAn office in this 80 cm gap?284k18.2k412
[02] roombytheinchThe smallest desk I can actually work at167k9.4k238
[03] studio.afterhoursMy living room at 9 AM vs 6 PM193k12.1k305
[04] rentalresetA work corner that disappears after work126k7.8k184
[05] deskcheck.eliBut does it wobble when you type?218k15.6k367
[06] setupbykaiSmall standing desk, real typing test142k8.9k221
X

Customer discovery

You

I’m building client-reporting software for small agencies. Find people on X complaining about reporting, check the replies, and summarize the recurring problems. Who should I talk to first, and what should I ask?

socai result
6 conversations, 3 recurring problems

Stop rebuilding the deck

The data is already available. Reformatting it for each client is the repeated work.

Build: Generate reports in the client’s existing template.

[01][04]

Explain the numbers

Clients want a short explanation and next actions. Account context sits outside the dashboard.

Build: Combine metric changes with account notes in an editable summary.

[02][05]

Make discrepancies traceable

Date windows, late conversions and metric definitions create mismatches after delivery.

Build: Save the delivered snapshot and show why later numbers differ.

[03][06]
WhoProblem / workaroundAskPriority
Morgan LeePaid media agency · 8 clientsManual report assemblyDashboard + slide decks
Read thread

“Friday again. Eight clients, eight slide decks, same screenshots from three ad platforms. There has to be a better way.”

We use a dashboard already. The slides are still manual because every client wants a different format.

@morganrunsops
Could you walk me through the last report, from data export to client delivery?Talk first
Priya ShahGrowth agency · 12 clientsWriting the client narrativeDashboard + account-manager notes
Read thread

“Our dashboard takes ten minutes. The “what changed and what are we doing about it?” email takes two hours.”

The numbers are not the hard part. Explaining why they moved means chasing the account manager.

@priyaagencyops
Which parts of the explanation need the account manager, and which could come from the data?Talk first
Daniel OrtizBoutique agency · 5 clientsData reconciliationDated spreadsheet exports
Read thread

“A client asked why last month’s numbers changed after we sent the report. Now I’m comparing three exports to find out.”

Late conversions and different date windows. We need to know what the client saw when we sent it.

@danielbuildsagency
What needs to stay frozen after delivery, and how do you handle later corrections?Talk first
Jess WalkerFreelance media buyer · 4 clientsManual report assemblyClient-specific slide templates
Read thread

“Spent more time fixing chart labels in the monthly deck than looking at the campaign. This cannot be the best use of a Friday.”

Each client has their own slide template. Copying the data is easy; fixing the layout is not.

@jesspaidmedia
Which layout changes repeat every month, and which are genuinely client-specific?Follow up
Owen ChenSEO agency · 10 clientsWriting the client narrativeManual email summaries
Read thread

“Clients don’t read dashboards. They read the three sentences explaining whether this month was good or bad.”

We send a short summary and next actions. Every account lead writes it differently.

@owenonaccounts
What makes a summary useful enough for a client to act on?Follow up
Amara BrooksPerformance agency · 7 clientsData reconciliationSpreadsheet + reporting checklist
Read thread

“The client’s spreadsheet, our dashboard and the ad account all say something different. Reporting day is now reconciliation day.”

Usually attribution windows or timezone settings. We document the choices, then someone changes them.

@amaragrowthops
Who owns the metric definitions, and where do those decisions get lost?Follow up
Instagram

达人发现

你

我们准备推出一款轻量通勤背包。请找出 10 位粉丝量在 1 万至 10 万之间、内容以通勤、日常穿搭或周末出游为主的北美 Instagram 达人。查看他们近期的帖子和评论,排除商业内容过多的账号;把账号数据、代表帖子和合作理由整理成表格,再推荐最合适的 3 位。

socai result
10 位达人
达人地区粉丝播放中位数广告 / 12 篇推荐理由
Maya Bennett★@maya.moves加拿大·多伦多38.4k22.6k2通勤随身物品与容量演示契合度高
Evan Brooks★@evan.offhours美国·西雅图62.1k44.1k1适合展示工作日到周末的用途切换
Nina Park★@nina.everydayedit美国·纽约24.8k18.3k2擅长办公室穿搭,适合突出包型
Leo Turner@leo.ontheroute美国·芝加哥45.2k29.8k3骑行通勤可展示背负舒适度
Sofia Reed@sofia.packs.light加拿大·温哥华71.6k38.2k2轻装旅行,适合演示重量与容量
Jordan Ellis@jordan.citykit美国·波士顿19.3k12.4k1收纳讲解细致,适合展示电脑分区
Amelia Chen@amelia.weekdaywear美国·旧金山53.7k27.5k3通勤穿搭稳定,适合简洁日常款
Miles Foster@miles.smalltrips美国·奥斯汀32.8k20.7k2短途出行场景明确,适合紧凑收纳
Chloe Martin@chloe.daybyday加拿大·蒙特利尔16.9k9.8k1日常记录亲切,适合生活化种草
Sam Rivera@sam.lightlypacked美国·丹佛86.4k51.2k3兼顾工作与周末,实用装备受众较广

Maya Bennett

一个包串起地铁、办公室和晚间课程。

代表帖子与合作建议 +
我的朝九晚六通勤包

41.2k 播放 · 2.1k 赞 · 86 评论

雨天通勤实测

28.7k 播放 · 1.7k 赞 · 54 评论

“放下 16 英寸电脑后会不会显得很鼓?”

近期有托特包合作,先确认品类排他与受众地域。

Evan Brooks

周五上班,周六去海边,同一个背包。

代表帖子与合作建议 +
48 小时,一个小包

78.4k 播放 · 3.8k 赞 · 112 评论

从火车到步道的随身物品

52.3k 播放 · 2.4k 赞 · 73 评论

“可以作为飞机上的随身小件吗?”

观众关注防雨能力,需确认产品实测表现。

Nina Park

三套办公室穿搭,搭配同一个背包。

代表帖子与合作建议 +
一周穿搭,同一个包

31.6k 播放 · 1.5k 赞 · 67 评论

下班赴约,不用换包

24.9k 播放 · 1.1k 赞 · 48 评论

“能看看搭长大衣的效果吗?”

先展示外形与穿搭,再补充实际背负体验。

抖音

内容研究

你

我们准备推出一款适合小户型的 80 厘米升降桌。请查找抖音近期有关小空间桌搭的视频,分析它们的开场方式、产品演示和评论区问题,并为团队提出 3 个本周就能拍摄的方案。

socai result
这周就能拍的 3 个方案
01

80 厘米办公角挑战

22 秒 · 俯拍+全景

“我的整个办公室,就这么一条缝。”
167k–284k参考播放量 [01][02]
  1. 0–3秒

    量出空角落,停在 80 厘米刻度。

  2. 3–16秒

    固定镜头下摆上桌子、显示器、电脑与鼠标。

  3. 16–22秒

    展示坐姿和剩余鼠标空间。

需求依据与拍摄细节 +

用卷尺展示占地,同时摆上电脑、显示器和鼠标,让观众自己判断空间。

“显示器和笔记本能一起放下吗?”

还想在这张桌上放什么?

标注真实设备尺寸和桌面进深。

02

上班模式,下班模式

25 秒 · 固定机位

“六点以后,我想把客厅还给自己。”
126k–193k参考播放量 [03][04]
  1. 0–3秒

    全景拍下白天工作中的客厅。

  2. 3–18秒

    合上电脑、收好线材、推入椅子。

  3. 18–25秒

    回到同一机位,展示晚间状态。

需求依据与拍摄细节 +

前后保持同一全景机位,逐一交代椅子、电脑和线材的去向。

“收工后那些线都藏哪儿了?”

你家客厅也能这样安排吗?

配件全程可见;单独售卖的理线托盘需说明。

03

正面回答晃不晃

18 秒 · 三脚架+特写

“关掉音乐,直接听打字声。”
142k–218k参考播放量 [05][06]
  1. 0–3秒

    展示桌面负载与高度设置。

  2. 3–13秒

    正常打字,连续拍摄升桌过程。

  3. 13–18秒

    最高处继续打字,特写显示器边缘。

需求依据与拍摄细节 +

固定镜头、一镜到底,让观众直接判断桌面与显示器是否晃动。

“装显示器支架、升到最高再试试?”

下一步还想让我们测什么?

标注显示器重量与支架型号,保留真实晃动。

来源 / 作者视频播放点赞评论
[01] 小米的小家80 厘米的角落,能放下一个办公室吗?284k18.2k412
[02] 一寸一寸布置家这么小的桌子,真的能办公吗167k9.4k238
[03] 下班后的客厅早上九点和晚上六点的客厅193k12.1k305
[04] 租房改造日记下班后就消失的办公角126k7.8k184
[05] 阿立测桌子打字的时候到底晃不晃?218k15.6k367
[06] 凯的桌搭小升降桌,真实打字实测142k8.9k221
X

客户需求发现

你

我在开发一款面向小型代理商的客户报告软件。请在 X 上查找讨论报告制作痛点的人,结合回复梳理反复出现的问题,并告诉我应该优先访谈哪些人、具体询问什么。

socai result
6 条讨论,3 类反复出现的问题

别再重复拼幻灯片

数据已经齐全,重复劳动在于适配不同客户的版式。

产品机会: 沿用客户现有模板生成报告。

[01][04]

把数字讲明白

客户需要简短解读与下一步行动,关键背景却散落在看板之外。

产品机会: 结合指标变化与客户备注,生成可编辑的总结。

[02][05]

让数据差异可追溯

日期窗口、延迟转化与指标定义,造成交付前后的口径不一致。

产品机会: 保留交付快照,并说明后续数字为何变化。

[03][06]
访谈对象问题 / 现有做法访谈问题优先级
Morgan Lee投放代理商 · 8 个客户手工拼报告数据看板+幻灯片
查看讨论

“又到周五。八个客户,八份幻灯片,来回截三个广告平台的图。总该有更好的办法吧。”

已经用看板了。但每个客户要求的版式不同,幻灯片还是得手工做。

@morganrunsops
能带我走一遍上次报告从导出数据到发给客户的全过程吗?优先访谈
Priya Shah增长代理商 · 12 个客户撰写客户解读看板+客户经理备注
查看讨论

“看板十分钟就做完了,写“发生了什么、接下来怎么办”的邮件却要两个小时。”

难的不是数字,是解释变化原因。还得追着客户经理要背景。

@priyaagencyops
哪些解释必须依赖客户经理,哪些可以直接从数据得出?优先访谈
Daniel Ortiz精品代理商 · 5 个客户核对数据差异按日期保存的表格
查看讨论

“客户问,为什么报告发出去以后上个月的数据又变了。我正在对照三份导出来找原因。”

转化延迟回传,加上日期范围不同。需要保留客户当时看到的版本。

@danielbuildsagency
交付后哪些数字必须固定?后续修正怎么告知客户?优先访谈
Jess Walker独立投手 · 4 个客户手工拼报告客户专属幻灯片模板
查看讨论

“调整月报图表标签的时间,比看广告效果还长。这不该是我周五的工作重点。”

每个客户都有自己的模板。复制数据容易,修版式最费劲。

@jesspaidmedia
哪些版式调整每月都重复,哪些确实是客户独有的?后续跟进
Owen ChenSEO 代理商 · 10 个客户撰写客户解读手写邮件总结
查看讨论

“客户不看数据看板,他们看的是解释这个月表现好坏的那三句话。”

我们发简短总结和下一步行动,但每个负责人写法都不一样。

@owenonaccounts
怎样的总结能让客户据此做决定?后续跟进
Amara Brooks效果营销代理商 · 7 个客户核对数据差异表格+汇报检查清单
查看讨论

“客户的表格、我们的看板、广告账户,三边数字都不同。汇报日已经变成对账日。”

通常是归因窗口或时区设置。刚把口径记下来,又有人改了。

@amaragrowthops
谁负责指标定义,这些约定通常在哪一步丢失?后续跟进

Built with Socai

JEV × SOCAI

Typed decisions. Real social evidence.

Jev chooses each bounded research operation. The local socai CLI runs it in your signed-in Chrome; captured cards stay visible while a source-linked report streams in.

DIRECT QUICKSTART
npx github:socai-io/jev-social#v0.1.13 onboard
npx github:socai-io/jev-social#v0.1.13