Pluno

• 1. overview (707 chars)

  Pluno is an AI agent extension installed in the browser. Its core selling point is not "clicking buttons for you", but "skipping the interface and directly calling the API behind the web page". Officials claim that it is 10 times faster than Claude's browser extension and saves 10 times tokens. It measured a task success rate of 92.2% on 312 real tasks and 24 tools, which is significantly better than Browser Use, Notte, Stagehand and other similar tools. It was listed on Product Hunt on June 30, 2026, receiving 179 votes and ranking 8th on the list that day. It is worth noting: Pluno itself is engaged in B2B customer service AI. Browser Agent is their new product line for operations and individuals. The main page of the official website currently promotes Customer Service Agent, and Browser Agent is included in the /browser secondary page.

• 2. Product background (737 chars)

  Pluno is not a new company that just does browser automation. It first launched AwesomeQA in March 2022, adding Stack Overflow-like Q&A capabilities to the Discord server; in May 2025, it launched Escalation Copilot for Zendesk, and in May 2026, it launched Troubleshooting Agent (automatically troubleshooting code, logs, and Sentry to locate the root cause of work orders). Browser Agent is their fourth Product Hunt release, and it has moved the "understanding the system and automatic execution" capabilities that originally served customer service scenarios to the SaaS web pages that ordinary people use every day. Korbi, the company’s technical co-founder, took to the PH comments section to personally explain the product philosophy. Judging from the pricing in Euros, data hosting in Europe, and Microsoft Azure and GDPR/SOC 2, this is a European-focused team.

• 3. Product functions and usage experience (1473 chars)

  The idea of ​​​​traditional browser agents is to take screenshots, look at the screen, find buttons, and simulate clicks. The co-founder of Pluno described it as "letting a robot wear boxing gloves to sew clothes." Pluno does the opposite: it decompiles the API calls issued by the web front-end itself, reuses your logged-in session, and directly calls these interfaces in local extensions. In their words, it is equivalent to "a tailor-made MCP server for every web application you use."   The actual usage is four steps and takes about two minutes to get started: install the Chrome extension, invoke it as a sidebar or floating window on any web page, give commands in plain English, and it bypasses the UI and uses the API to get things done. The official examples are very specific: "Turn off Notion and Slack email summaries" "Export last month's Stripe payments into CSV" "Reassign owners to 200 HubSpot contacts" "Archive Linear issues closed 30 days ago" "Rebuild the last quarter dashboard in Amplitude". It can string data across applications, has pre-training covering 50,000+ tools, and can learn new applications on the spot.   In terms of speed, the actual test feedback is basically consistent with the official caliber: the third-party evaluation pidune took 3 days to run the order synchronization, inventory warning, email triggering and other processes. The API call took an average of 2.3 seconds, while the comparison tool took 31 seconds. Self-learning made the third run 12% faster than the first. When the target application hides internal APIs (such as session-signed requests in web workers, GraphQL locked into the safelist), Pluno will return to the click interface to learn the process first, and then reuse the discovered APIs.

• 4. Pricing and business model (590 chars)

  The browser agent has not yet announced long-term pricing. New users will be given a free quota of US$50 during the launch period, and the billing method after that has not yet been clarified. Another customer service product line of the company uses Euro subscriptions based on the volume of work orders (the basic fee starts at about 850 euros/month, plus AI Copilot 49 euros/seat/month, Deflection AI 0.90 euros/time solution and other modules), but that is a Zendesk scenario and cannot be applied to browser agents. In other words, early users can now experience it for free, but it is still unknown what the "regular price" will be in the future - this in itself is a risk point that needs to be pointed out.

• 5. User reviews (1185 chars)

  Positive voices focus on "fast" and "token saving". Some people in the PH comment area became fans after installing the extension. They said that handling errors on a website is much faster than taking a screenshot and throwing it to Claude. "It is much more reasonable to talk directly to the API." There are also people who opened a second Chrome instance specifically to run Pluno to do chores. User comments under the Chinese PH mirror are also very direct: "I switched to Pluno after using Claude, and it is much faster." "API direct connection saves a lot of tokens, and is cost-effective." "One-click deployment is so convenient." pidune gave it a 3.5/5, confirming that the speed claims are true and the API priority route really works.   Negative feedback mainly comes from "roughness": when Notion triggers API current limiting in the pidune test, Pluno only responds with a general "task cannot be completed", without retrying or notifying, and the workflow fails silently; Klaviyo integration repeatedly reports 429, and the documentation only mentions current limiting but does not provide retreat suggestions; the execution process lacks visual feedback, and users have to switch to the external dashboard to know whether the task is running or stuck. For those who need to click on the logs step by step for auditing, most of the actions are hidden behind the API and are "invisible", which is also a flaw.

• 6. Industry evaluation (946 chars)

  Putting Pluno on the browser proxy track in 2026, its differentiation is very clear: others are still "looking at the screen", while it directly "adjusts the interface". Neodrop’s critical review pointed out this double-edged sword – bypassing the UI is indeed fast, but permissions, auditing, and responsibility boundaries also become like a master key; when AI can touch the underlying interface, how much meaning is left in the human shell of the web page becomes a good question in itself. Technical discussions on PH also focus on boundaries: many modern applications do not have stable callable APIs (safelist's GraphQL will drop 500 other requests), and requests signed by sessions cannot be extracted and replayed at once. In these scenarios, clicks must still be returned, and Pluno's relative advantage will be weakened. Someone also reminded: The premise of whether the browser proxy is fast is that you can see where it failed - when handing over, you should leave "what was clicked, what was inferred, where it was stuck, and what needs to be approved", otherwise the fast proxy will just create uncertainty faster.

• 7. Controversies and Risks (1236 chars)

  The first is reliability. There are no retries, no visual logs, and no backoff for current limiting, which means that it is easy to use in "forgiving" automation, but rough when approaching production-level robustness. Secondly, the cost is not transparent: long-term pricing has not been released, and early users are confused about the renewal bill. The third is the tension between security and permissions: the official promise is that "every action will be confirmed by you, your data will not be used to train the model, sensitive information such as credentials will be stripped before entering LLM, one-click suspension or removal at any time, GDPR and SOC 2 Type II compliance", but "in the background 10 How to avoid deadlocks and blind spots between "automatic execution at double speed" and "manual confirmation of every step" requires actual experience verification; whether "you approve every action" in batch tasks is a pop-up window one by one or a batch authorization, the document does not make it clear. The fourth is the boundary of capabilities: if you cannot pass CAPTCHA, you will be stopped immediately if you encounter an application whose login/submission is blocked by the verification code. The fifth is identity confusion: the home page of the official website mainly promotes the customer service agent, while the browser agent is hidden in /browser. The daily express corresponds to the latter. Readers should not be misled by the home page.

• 8. Applicable groups and usage suggestions (739 chars)

  Suitable for: ops/RevOps, founders and managers, people who are stuck in SaaS and repeatedly do cross-tool transfers/batch changes/import data - especially if there is at least one person in the team who understands API configuration. Not suitable for: Users with no technical background at all, who need to click logs step by step for audit compliance, or who rely heavily on CAPTCHA-protected sites. As for alternatives, if you want stability rather than speed, you can look at Sharpify, which is more fault-tolerant and more elegant automation; if you want pure customer service scenarios, Pluno's own Zendesk line is more mature. Trial suggestion: First use the $50 quota during the release period to run a few linear, reversible small tasks, focus on observing its performance in current limiting and error reporting, and then decide whether to connect to the core process.

• 9. Summarize (426 chars)

  Pluno Browser Agent has brought a truth that no one has said to the table - a lot of "browser automation" should be background operations, bypassing the UI and directly connecting to the API, which is what software should be like. Its current speed and self-learning are indeed good, but the three shortcomings of reliability, cost transparency and audit visibility determine that it still belongs to the stage of "those who dare to use it will be happy first, and teams need to be cautious when implementing it".

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  AshleyReed007

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  API 直连的思路确实聪明，省 token 又省时间，之前用其他 browser agent 总觉得笨笨的。

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  暖阳809

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  试了两天 Pluno，不得不说是真快。跟以前用 Claude 浏览器插件的感觉完全不一样，不用看它在那慢慢点按钮，直接说需求它就给结果了。配置起来也很顺手，比 Zapier 那种拖来拖去的省事多了，两分钟搞定一个自动化流程。

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  opmlqpu

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  速度是很快没错，但这个错误提示也太敷衍了，动不动就「Task could not be completed」，也不说为什么，查了半天才发现是 API rate limit。如果能有自动重试和详细日志就好了，现在这个版本对生产环境来说还是不够可靠。

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  TylerSmith

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  用 Pluno 批量导出 HubSpot 的客户数据，几十秒搞定，之前手动导出加整理起码半小时起。这效率提升太明显了。

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  DonnaRoberts_88

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  一键部署，太方便了。

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  miWAT

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  隐私方面还是有点顾虑，毕竟是浏览器扩展，要读取网页历史和数据，虽然他们说不训练模型，但把敏感数据送进 LLM 之前到底怎么处理的，写得不够清楚。如果能给个数据流向的可视化图就好了，不然真的不太放心直接把生产 CRM 连上去。

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• 

  Jack961

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  Pluno 跟 Claude 对比，速度上确实是碾压级别的。试了导出 Stripe 数据，Claude 还在那转圈它已经出结果了。

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  Mary_Hall_77

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  作为一个跨境运营，每天要在 Shopify、Notion、Slack 之间倒腾数据，Pluno 简直就是拯救我的神器。之前用 Zapier 一套流程配下来头晕，这个直接说人话就行。

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  邓英

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  有些复杂网站适配确实不太好，遇到反爬或者签名校验严格的页面就抓瞎了，不过大部分常用的 SaaS 都还 OK。

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  Ann_Morris_77

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  感觉 Pluno 更适合有技术背景的人用，纯业务的同事上手还是有点门槛，SDK 配置那步他们一脸懵。希望团队做好心理准备，最少需要一个懂 API 的人来维护。

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  Virginia.Jimenez_2023

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  用了几天 Pluno 跟同事打赌它能坚持多久不掉链子，结果还真挺稳的。就看后续定价了，别一上来就太贵。

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  GeraldCook00742

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  今天试了让 Pluno 自动整理 Linear 上的 issue，然后同步到 Notion 做周报数据源。跑了一整天，中间因为 rate limit 卡了一次，得手动重启，如果能自动重试就好了。不过速度确实没话说，比以前快太多了。

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• 

  c2zvv

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  刚发布那天的 50 美元额度挺大方的，现在日常用还没扣完。速度是真的香，拿来做数据导出和批量操作省了好多时间。

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  Kathryn.Perry_7

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  同一个工作流跑了三遍，每次都比上次快一点，自我学习这个机制不是噱头，实测第三遍快了差不多 10%。不过大概跑个五六次就稳定了，不是无限优化的那种。

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  DeFiKing_dev

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  说白了，Pluno 就是一个跑得飞快的实习生，但你得盯着它别闯祸。权限给少了不好使，给多了又担心。适合尝鲜，生产环境先别全量上。我觉得先用它处理低风险的场景比如导出报表、清理测试数据这些比较稳妥，等成熟了再扩大范围。

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  BruceBailey_7

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  用过 Claude 后换了 Pluno，速度快太多了！

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  JAndersonZ607

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  试了一下从 SAP 抓发票数据，居然跑通了。之前这种活要么自己写脚本要么外包，Pluno 几句话就搞定了，少加了三天班。

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  SamanthaMitchell_X

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  卡在 CAPTCHA 了，有些网站有验证码就直接挂掉。新工具嘛，可以理解，希望后续能有个 fallback 机制让用户手动过验证。

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  Timothy_KingSr

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  最大问题是没有回滚机制，万一执行错了还得手动恢复。如果能加个执行历史回放就完美了，至少知道它刚干了什么。另外也没有监控面板，跑后台任务的时候完全不知道进度，只能自己去外部系统查。

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  xJaxonJackson_88

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  太强了，设置静默时间那个场景我试了，说了一句「周一早上九点把上周订单汇总发到 Slack」，真就做到了。

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  mICHAEL917

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  API 直连省了好多 token，性价比高。

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  BrendaLee007

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  感觉 Pluno 的甜点区在 Ops 场景。十几个 SaaS 之间来回倒数据这种事，以前不是写脚本就是用 Zapier 配半天，它一句话搞定。特别是做跨平台的数据同步，简直是 ops 团队的万能钥匙。

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  EugeneHernandez

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  试了一次从旧 CRM 批量迁移客户数据到新系统，两千多条记录，不到一分钟跑完。换做手工操作，够一个实习生干一天的。

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  XP79XTBE

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  翻了一下他们的隐私协议和条款，写得还算坦率，没藏着掖着。不过条款里说 AI 执行的动作责任在用户这边，这点得注意。要是哪天 Pluno 乱发了邮件或者改了配置，最后还是你自己兜底。

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  Anna_HowardK

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  说比 Claude 快 10 倍可能是营销话术，但快个五六倍是有的。关键是稳定，不像其他 browser agent 动不动就卡在某个弹窗上。不过非技术型团队用起来可能会比较痛苦，错误提示不够友好，需要有人能看懂 API 文档才搞得定。

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  TerryWood

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  Chrome 商店页面显示才 9 个用户、1 个评分，版本 1.0.76 刚更，数据权限披露挺重（web history、user activity 都碰）。不是说它不安全，是提醒早期产品验证还薄，重要操作先小步试，别一上来就接核心流程。

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  SAall

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  比较在意的是它执行时没有可视化反馈，有时候不知道任务跑到哪一步了，只能干等或者自己去查。希望加个进度条啥的。

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  PWilsonIII594

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  目前定价还没完全公开，只给了首日 50 美元额度。希望后续价格别太离谱，现在用着挺顺手的不想换回原来的方案了。

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  AmeliaOrdóñez

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  刚开始用时觉得「这不就是个自动化工具吗」，用了两天就真香了。特别是清理 Linear 里几百个过期 issue，一句话搞定太爽了。

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  trueAmadorCasares_2024

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  直连 API 这思路我认可，但「权限、审计、责任边界」一下全交给一个浏览器插件，像把万能钥匙放桌上。它要的座位太靠前了——web history、user activity 都碰，刚上线用户验证又薄，得多留个心眼。隐私政策也写得很白：AI 生成的动作可能不准，责任仍在客户这边，所以真接核心系统前建议先小步试。

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