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Agent Skill · 研究检索

retention-and-engagement(保留和参与)

retention-and-engagement 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

retention-and-engagement 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 42,785。

总安装 1,042周安装 43GitHub Stars 3下载 341核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:retention-and-engagement(保留和参与)
来源仓库:https://github.com/oldwinter/skills
仓库路径:skills/retention-and-engagement
安装命令:
npx skills add https://github.com/oldwinter/skills --skill retention-and-engagement
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/oldwinter/skills --skill retention-and-engagement

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。通过 npx skills add 命令从指定 GitHub 仓库安装使用。安装前需确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

retention-and-engagement 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/retention-and-engagement

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/oldwinter/skills --skill retention-and-engagem…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

retention-and-engagement 怎么安装?

在终端执行 npx skills add https://github.com/oldwinter/skills --skill retention-and-engagement。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

retention-and-engagement 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

retention-and-engagement 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

retention-and-engagement 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

retention-and-engagement 用的人多吗?

公开数据是累计安装 1,042 次,近一周安装 43 次,下载 341 次,GitHub 3 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

retention-and-engagement 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
retention-and-engagement

保留和参与 · 本页

1,0423需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Retention & Engagement

Category: Growth

Source: https://refoundai.com/lenny-skills/s/retention-engagement


Retention & Engagement | Refound AI

Lenny Skills Database SKILLS PLAYBOOKS GUESTS ABOUT SKILLS PLAYBOOKS GUESTS ABOUT Growth 29 guests | 47 insights

Retention & Engagement Retention is the ultimate measure of product value. If users don't come back, you haven't solved a real problem. The goal is to build habits that bring users back daily, especially in the critical first seven days, while removing friction and providing immediate rewards that satisfy present bias.

Download Claude Skill

Read Guide

The Guide 5 key steps synthesized from 29 experts.

1 Prioritize the first seven days obsessively The zero-to-seven day window is when you either lock in user behavior or lose them forever. Once users reach a seven-day streak or milestone, loss aversion kicks in and retention flattens. Focus disproportionate experimentation and resources on this critical onboarding period.

Featured guest perspectives

"We've looked at the data for our retention curves, and what we found is that once you get to seven days, loss aversion kicks in, and you retain. So, going from a one to a two-day streak, huge jump in retention... Once you hit day seven, it flattens out."

— Jackson Shuttleworth "One of the things that I'm constantly reminding myself of is that a tool like Codex naturally is a tool that you would become a power user of... it's just critically important to go look at your D7 retention."

— Alexander Embiricos 2 Get users to the 'aha moment' faster Shorten 'time to value' by exposing users to the product's 'special sauce' as quickly as possible. Removing adoption blockers is just as important for retention as adding new features. Create a dedicated 'blockers' team to systematically eliminate friction points.

Featured guest perspectives

"I think it is important to get someone into a product and very quickly have them experience some special sauce, something that's amazing about the product... shortening the time to scene and having that incredible moment and seeing the true value of the product."

— Dylan Field "I've consistently seen that improving onboarding is one of the highest leverage opportunities for both signup conversion and increasing long term retention. Getting people to your aha moment more quickly and reliably is so incredibly important."

— Kristen Berman 3 Use positive reinforcement over negative feedback After a user 'fails' (loses a game, misses a target), surface their successes rather than highlighting mistakes. This emotional recalibration dramatically improves retention and engagement. Build feedback loops that are encouraging rather than discouraging.

Featured guest perspectives

"When you lose a game now as opposed to surfacing your blunders and your horrible stuff that you did, we flip it on its head and so we show you your brilliant moves, your best moves, and we have coach say something encouraging... That change alone was pretty dramatic for us. It grew game reviews by 25%, subscriptions by 20%, user retention by a lot as well."

— Albert Cheng 4 Build a gamification system with three pillars Effective gamification requires a tight core loop (daily habits), a metagame for long-term motivation (leaderboards, paths), and a profile that reflects the user's accumulated investment. Each element reinforces the others to create sticky behavior.

Featured guest perspectives

"Jorge actually had this model of gamification patterns having essentially three pillars to it. You have the core loop, you have the metagame, and then you have the profile... Build a core loop that rewards daily habits. Implement a metagame (like leaderboards or paths) for long-term striving. Ensure the user profile reflects their accumulated progress and investment."

— Albert Cheng 5 Create proactive and reactive win-back experiences For mature products, dormant users are often a larger pool than new users. Design specific 'resurrection' experiences that help returning users re-onboard. Build win-back flows triggered by specific drops in measurable engagement milestones.

Featured guest perspectives

"It's actually worth spending some time making sure that that resurrected, for lack of a better word, experience inside the product is really excellent and that you find novel ways to try to bring them back."

— Albert Cheng "The only way to catch them if they fall is if you're measuring something meaningful along the way... We also have a map where it's the experience to get them to a certain value moment, but then that win back experience to get them back in should they fall out for any reason."

— Gia Laudi

✗ Common Mistakes

Masking poor retention with explosive top-line growthOptimizing local conversion rates while restricting the top of the funnelOver-simplifying onboarding to the point where the product loses its identityFocusing on acquisition over retention and expansion ✓ Signs You're Doing It Well

30-40% Day 1 retention for consumer apps, 60%+ week-one retention for free productsCurrent user retention rate (CURR) is your most impactful metric for DAUUsers report they'd be 'very disappointed' without the productDormant users are successfully re-engaging through resurrection experiences

All Guest Perspectives

Deep dive into what all 29 guests shared about retention & engagement.

Albert Cheng 5 quotes

Listen to episode →

"User retention is gold for consumer subscription companies. If you don't retain your users, then a lot of the onus is on getting them to pay on day one." Tactical: Focus on retention before aggressive day-one upselling. "When you lose a game now as opposed to surfacing your blunders and your horrible stuff that you did, we flip it on its head and so we show you your brilliant moves, your best moves, and we have coach say something encouraging, 'Losing, just part of learning, keep it up.' That type of thing. That change alone was pretty dramatic for us. It grew game reviews by 25%, subscriptions by 20%, user retention by a lot as well." Tactical: Audit product feedback loops to ensure they are encouraging rather than discouraging after a user failure.Surface 'brilliant moves' or successes even in a losing context. "I think when you have your D one retention somewhere around the 30 or 40% mark, that's quite solid I think for a consumer app. If it's much lower than that, then sometimes I might question the intent of the user or the ability for that, you to I guess acquire just mathematically acquire enough users such that you can grow a big enough daily active user base." Tactical: Benchmark Day 1 retention at 30-40% to validate product-market fit and acquisition scalability. "It's actually worth spending some time making sure that that resurrected, for lack of a better word, experience inside the product is really excellent and that you find novel ways to try to bring them back." Tactical: Create a specific 'resurrected user experience' that helps returning users catch up or re-onboard.Use social notifications (e.g., 'your friend joined') to trigger resurrection. "Jorge actually had this model of gamification patterns having essentially three pillars to it. You have the core loop, you have the metagame, and then you have the profile." Tactical: Build a core loop that rewards daily habits.Implement a metagame (like leaderboards or paths) for long-term striving.Ensure the user profile reflects their accumulated progress and investment.

View all skills from Albert Cheng →

Alexander Embiricos 1 quote

Listen to episode →

"One of the things that I'm constantly reminding myself of is that a tool like Codex naturally is a tool that you would become a power user of... it's just critically important to go look at your D7 retention. Just go try the product, sign up from scratch again." Tactical: Prioritize D7 retention as a primary success metricRegularly dogfood the 'first-mile' experience by signing up from scratch to identify onboarding friction

View all skills from Alexander Embiricos →

Aishwarya Naresh Reganti + Kiriti Badam 1 quote

Listen to episode →

"In ChatGPT, if you are liking the answer, you can actually give a thumbs up. Or if you don't like the answer, sometimes customers don't give you thumbs down, but actually regenerate the answer. So that is a clear indication that the initial answer that regenerator is not meeting the customer's expectation. So these are the kind of implicit signals you always need to think about." Tactical: Monitor 'regeneration' rates as a key metric for response quality.Track implicit user signals to identify where the product is failing to meet expectations.

View all skills from Aishwarya Naresh Reganti + Kiriti Badam →

Archie Abrams 2 quotes

Listen to episode →

"The way we think about churn is really going back to Shopify as a kind of our mission and what we want to do, which is to increase the amount of entrepreneurship on the internet. And so as a business, we want to make it as easy as possible to get started with your online store, with your business. But most businesses do ultimately fail. And so the way we look at it is can we lower the barriers to getting started and get as many people in the door trying their hand at entrepreneurship?" Tactical: Lower barriers to entry to maximize the number of users attempting to use the product.Focus on power-law metrics (like total GMV per cohort) rather than average per-user retention. "The simplest way to increase my signup to activated thing is just make it harder to sign up. Nuts and bolts, that will always happen is when you have teams on that local conversion rates, you get all these weird team incentives, because they're optimizing to basically implicitly make it harder to do the step before them." Tactical: Monitor if conversion rate improvements are coming at the cost of total volume from the previous funnel step.Incentivize teams based on the absolute number of users reaching a milestone rather than the percentage rate.

View all skills from Archie Abrams →

Bangaly Kaba 1 quote

Listen to episode →

"It turned out that what was happening anecdotally is that people were revving up Instagram, following a bunch of people, following a lot of celebrities... and then when they actually went to make their first post... none of their friends were following them. And so there was posting into an echo chamber." Tactical: Prioritize human-to-human connections in the onboarding flow to ensure users receive likes and comments on their first posts.Reduce 'account access churn' by making it easier for users to log back in via trusted devices or saved credentials.

View all skills from Bangaly Kaba →

Crystal W 1 quote "If it's a free product, 60%. It has to be at least 60%. If it's a free product, we go over a week. If it's a paid product, I usually look at that more as maybe 20 to 30%." Tactical: Aim for 80% retention among friends and family as an early signalLook for the step immediately preceding conversion to identify the highest leverage friction pointsImplement 'pause' or 'snooze' features to prevent permanent churn when users feel overwhelmed

View all skills from Crystal W →

Dylan Field 2 quotes

Listen to episode →

"I think it is important to get someone into a product and very quickly have them experience some special sauce, something that's amazing about the product... shortening the time to scene and having that incredible moment and seeing the true value of the product." Tactical: Identify the 'special sauce' moment and move it earlier in the user journeyUse collaborative 'multiplayer' moments to demonstrate value quickly "Specific things that he's encouraged us to focus on are not just innovative features but a consistent emphasis on fixing the blocking issues that might prevent a user from adopting... removing the blockers is as important for retaining users as adding cool new stuff." Tactical: Create a dedicated 'Blockers' team to systematically remove friction pointsMonitor metrics to see how striking down individual blockers improves activation

View all skills from Dylan Field →

Elena Verna 2 quotes

Listen to episode →

"It was 12 months plus of usage that had to happen before sales contracts can be created on sustainable way... it takes a year of usage to escalate the problem from individual to a company-level solution." Tactical: Measure the time from first sign-up to enterprise contract to set realistic sales expectationsMonitor behavioral signals like 'admin switches' or visits to 'terms of use' pages as high-intent indicators "Growth teams are often too obsessed about removing friction... just removing steps or yanking or simplifying things to an oblivion where you lose an identity of what you even do or what you're capable of doing is a completely failed growth tactic." Tactical: Focus on reducing 'cognitive load' (confusion) rather than just the number of steps in a flow.Avoid 'simplifying onboarding' as a standalone goal; ensure it solves a specific problem like lack of education or user drop-off.

View all skills from Elena Verna →

Gia Laudi 2 quotes

Listen to episode →

"Recurring revenue businesses, you cannot think about marketing and growth and the business overall as ending an acquisition, otherwise you're not in business anymore. And the vast, vast majority of these models don't take post-acquisition, retention, expansion, all of that into account." Tactical: Incorporate post-acquisition metrics into your growth modelFocus on retention and expansion as core components of the marketing and growth function "The only way to catch them if they fall is if you're measuring something meaningful along the way. We have that storyboard that we were talking about. We also have a map where it's the experience to get them to a certain value moment, but then that win back experience to get them back in should they fall out for any reason." Tactical: Create proactive customer experiences (in-app or email) to guide users to valueDesign reactive 'win-back' flows for users who fail to reach specific milestones

View all skills from Gia Laudi →

Gina Gotthilf 1 quote

Listen to episode →

"I really believe that... the most important thing for the growth of anything tech, maybe in general, is retention. Of course, you need acquisition, but retention is important. And I simplify it a little bit because retention, I don't think of it in terms of like, wow, I must retain this user. It's like, is this thing valuable or not? That's what retention is to me. Either it's actually providing real value or it's not. If it's providing real value, people stick around. It's as simple as that." Tactical: Treat retention as a proxy for product-market fit and core value.Prioritize understanding why users leave over simply acquiring more users.

View all skills from Gina Gotthilf →

Jackson Shuttleworth 3 quotes

Listen to episode →

"What Duolingo really focuses on is, how do we help users build habits around language learning? Getting user come back the next day is the biggest problem to solve." Tactical: Focus on the daily return as the primary problem to solve. "We've looked at the data for our retention curves, and what we found is that once you get to seven days, loss aversion kicks in, and you retain. So, going from a one to a two-day streak, huge jump in retention, two to three day streak, slightly less but still huge and it's up until day seven. Once you hit day seven, it flans out." Tactical: Focus disproportionate experimentation on the zero-to-seven day user experience.Use the seven-day mark as the target for 'locking in' user behavior. "The metric that is most effective, where a percentage change in that metric is most effective at driving DAUs is current user retention rate (CURR). And this is just users who are not new or resurrected, getting them to come back tomorrow." Tactical: Prioritize CURR over new user acquisition or resurrection for sustainable growth.

View all skills from Jackson Shuttleworth →

John Cutler 1 quote

Listen to episode →

"Our CS team developed 110-page bulk of research from working directly with customers around retention engagement, then we had a PM and a great content writer, Archana, zero in and kind of make it palatable, then we did ARC for it. So, it didn't just magically appear... It's a company filled with passionate experts of these things, and it was like tested, iterated, tested, iterated, expanded, tested, put into motion, put into practice."

View all skills from John Cutler →

Jules Walter 1 quote

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"I was able to ship changes in the new user experience, especially on mobile. That moved the needle by a lot, like double-digit percentages... We're talking about top line metrics like activation." Tactical: Prioritize the new user experience (onboarding) to impact top-line activation.Apply growth frameworks specifically to mobile user flows to find high-leverage improvements.

View all skills from Jules Walter →

Kayvon Beykpour 1 quote

Listen to episode →

"The reason that the Periscope app failed, it really comes down to a few things. One, we did not address the core problem that retention wasn't good. Our poor retention was mapped by just an incredible surge in top-line user growth." Tactical: Prioritize fixing retention issues even during periods of massive user acquisition.

View all skills from Kayvon Beykpour →

Kristen Berman 3 quotes

Listen to episode →

"I've consistently seen that improving onboarding is one of the highest leverage opportunities for both signup conversion and increasing long term retention. Getting people to your aha moment more quickly and reliably is so incredibly important." Tactical: Focus on getting users to the 'aha moment' quickly and reliably. "We are all present bias, which means we prioritize our present self over our future self, so there are plenty of reasons that somebody, your customer, your user should take an action, but you actually have to give them a reason to take an action today." Tactical: Build in immediate rewards like completion checkboxes or social notifications to provide instant gratification. "When you want to get somebody to do something more, you make it easier. When you want someone to do something less, you make it... Put up barriers." Tactical: Use 'Are you sure?' popups or labels to slow users down in a 'hot state'.Introduce logistical friction to redirect users toward better behaviors.

View all skills from Kristen Berman →

Laura Schaffer 1 quote

Listen to episode →

"The analogy I have for this is pilling a hot dog. So if anyone's got a dog or an animal you have to feed a pill to, it's like you can't just feed the pill to the animal, it's never going to happen. But if you shove it inside of a hot dog, which looks good and that's exciting, then you can get them to consume it more easily." Tactical: Identify the 'bogeyman'—the specific step that psychologically trips up your usersBury scary technical tasks (like configuring a phone number) inside comfortable environments (like documentation)Prioritize the user's psychological readiness over the logical sequence of setup steps

View all skills from Laura Schaffer →

Lauryn Isford 1 quote

Listen to episode →

"Onboarding is that first really important choke point that from which downstream of onboarding so many important metrics and results flow for the business, from converting someone to a paid customer to closing a deal to growing, how many people in an organization are using your product. So, all of that really comes back to onboarding and if you can get that right, lots of good things will follow." Tactical: Treat onboarding as the primary gateway to long-term retentionFocus on reducing cognitive load during the initial user experienceAlign onboarding goals with the user's desired outcome rather than the business's feature list

View all skills from Lauryn Isford →

Madhavan Ramanujam 1 quote

Listen to episode →

"To stop churn, you need to attract customers who won't leave. That sounds counterintuitive, but that's the best way to actually stop churn... The way to stop churn is to start acquiring customers who won't leave. And that is the most important thing. So if you look back at your data and say, 'Who are the types of customers who actually tend to stay longer?'" Tactical: Analyze historical data to identify characteristics of long-term, loyal customersFocus acquisition spend on segments with naturally high retention rates

View all skills from Madhavan Ramanujam →

Nick Turley 1 quote

Listen to episode →

"We don't care at all how much time you spend in the product. In fact, our incentive is just to solve your problem and if you really like the product, you'll subscribe, but there's no incentive to keep you in the product for long." Tactical: Optimize for 'time to value' rather than 'time spent'Monitor 'smile curves' in retention where users return and increase usage as they learn to delegate to AI

View all skills from Nick Turley →

Nikita Bier 1 quote

Listen to episode →

"If you can't demonstrate value in the first three seconds, it's over... You really have to craft onboarding everything to ensure that that's where the design part comes in." Tactical: Invert the time-to-value so the core experience happens within seconds of opening the appEliminate any onboarding steps that delay the primary value proposition

View all skills from Nikita Bier →

Patrick Campbell 1 quote

Listen to episode →

"There is strategic retention and then there's tactical retention... tactical retention, it's typically about 25 to 40% of your churn problem, which is a significant amount, but you don't really look at it because again, you're like, 'I've got to go focus on features.'" Tactical: Optimize cancellation flows by asking 'Why are you leaving?' followed by 'What did you like about the product?'Implement automated recovery funnels for failed credit card paymentsOffer salvage offers, pause plans, or maintenance plans during the offboarding process

View all skills from Patrick Campbell →

Sahil Mansuri 1 quote

Listen to episode →

"Take your best sales people and make them CSMs... What we cannot under any circumstances do is lose our existing customers because replacing them is going to be impossible. So it's kind of like you got your leaky bucket, you got to patch that leak really, really fast and really hard." Tactical: Move top-performing Account Executives to Customer Success (CSM) rolesShift product marketing to focus on research and benchmarks for existing customersCreate exclusive content or data reports that help current customers survive the downturn

View all skills from Sahil Mansuri →

Sarah Tavel 4 quotes

Listen to episode →

"The test for me, of whether you're building a product that has the ingredients to create a retentive product on a micro level, just at the user level, is that the product should get better the more you use it, and you'll have more to lose by leaving it." Tactical: Ensure the product experience personalizes or improves based on user inputCreate 'mounting loss' by making the product a repository for user identity or data "I particularly love to look at that on a weekly active user completing the core action pieces of like, are users completing the core action? How is that changing overtime for each of the cohorts? And then also, looking at activity level within those cohorts." Tactical: Track weekly cohorts based on sign-up dateMonitor the 'smile graph' where users become more retained over time rather than just dwindling "Until you reach a point with your cohorts where there is a plateau, you have more work to do on figuring out the retention of your users." Tactical: Analyze cohort plateaus to determine if the 'leaky bucket' problem is solved "The happiness loop, the idea is you have a lot of new sellers coming in, and of course you have new buyers, but you want to make sure that you are matching your buyers with the sellers that are going to give them the best experience." Tactical: Use search ranking to reward suppliers who provide the best user experienceAllow for healthy churn of low-quality suppliers to protect the buyer experience

View all skills from Sarah Tavel →

Sean Ellis 2 quotes

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"It's usually much more function of onboarding to the right user experience than it is about the kind of the tactical things that people try to do to improve retention." Tactical: Prioritize activation and onboarding over late-stage retention features.Focus on 'speed to value' to ensure users reach the 'aha moment' quickly. "One of the things I've always said is just ignore the people who say they'd be somewhat disappointed. They're telling you it's a nice to have. They're as good as gone, so just ignore those guys." Tactical: Segment your engagement data by user sentiment (must-have vs. nice-to-have).

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Sri Batchu 1 quote

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"At Facebook, it was 10 friends the first seven days. At Instacart, it was three orders in the first month. And at Ramp, for our activation... we've got four events that the customer needs to do in the first 30 days." Tactical: Analyze data to find the number of key actions in a specific timeframe that predict long-term engagementAlign the activation team specifically around driving those 'magic number' events

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Sriram and Aarthi 1 quote

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"Facebook knew that it needed to get you to 10 friends in 14 days. If you got your 10 friends in 14 days, you were probably going to use Facebook." Tactical: Identify the 'magic number' of actions or connections that correlates with long-term retention.Prioritize new user experiences that drive users toward that specific milestone.

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Zoelle Egner 1 quote

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"I think they [templates] can be tremendously helpful if you are horizontal because they help to narrow the surface area for a user, so they understand how to connect the dots between their problem and your product." Tactical: Use templates to narrow the 'surface area' for new usersFocus templates on specific use cases rather than generic product featuresLeverage templates to facilitate expansion within existing company accounts

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Hila Qu 3 quotes

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"I think [the aha moment] as a moment, as a first time a user experienced value of your product... At GitLab we actually did a bunch of analysis. We ended up have something along the line of two users, two features used in the first 14 days." Tactical: Define the 'Aha Moment' based on data correlation with retentionLook for multi-user or multi-feature usage milestones in collaborative products "I think how I think about retention, there are two steps. One is how to build a habit in their usage pattern, so that they are using this maybe every week, every day. The key to do that is, first of all, your product need to have a high enough frequency. If you are using this once per month, it's not likely you can build this into a habit." Tactical: Build habit-forming or collaboration features directly into the workflowIdentify or add high-frequency use cases to the product "The second part around retention is I actually think extension is part of retention. Basically you already have a steady usage flow... What are the right moment to prompt you to think about maybe buying more? And there are three buckets of product-led extension. The first one is up upgrade to a higher tier. The second one is buying more seeds, buying more license. The third one is if you have some sort of a consumption add-on component." Tactical: Trigger upgrade prompts based on specific usage data signalsOffer consumption-based add-ons to increase account value

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Josh Miller 1 quote

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"what I'm really proud of is, 12 months later we've been inching it up and up and up, despite getting further away from the earliest most passionate adopters. So, our retention curve's going up and up a little bit" Tactical: Monitor cohort-over-cohort retention improvements to validate product changesLook for 'D5/D7' retention in the low-to-mid 30s or 40s for high-utility software

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Create a folder in your project root and add the skill file:

.claude/skills/retention-engagement/SKILL.md 3 Start using it

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