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AI Agent 时代获客:让买家代理先评估你的产品

Our AI Agent Picked Render Over Railway and Vercel. I’d Barely Heard of It. That’s How You Get Leads in The Agent Age.

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直接揭示了 AI Agent 如何改变 B2B 采购决策路径,给出了具体的三步行动指南,独立开发者和小 SaaS 可立即执行。

I asked our agent for SaaStr AI Connect a simple question this week: if we wanted to move hosting, where should we go?

本周我向 SaaStr AI Connect 的代理提出了一个简单的问题:如果我们想迁移托管服务,该去哪里?

It came back with a full evaluation and one line at the top: “For hosting the app, I’d pick Render.”

它返回了一份完整评估,并在顶部用一行字总结:“对于托管应用,我会选择 Render。”

In the comparison table, next to Render, it added “(my pick).”

在对比表格中,Render 旁边标注了“(我的首选)”。

I had never heard of Render. Maybe I should have (it’s well funded and raised at $1.5B earlier this year), but I never had. I couldn’t have told you what they do.

我从未听说过 Render。也许我应该知道(它资金充足,今年早些时候以 15 亿美元估值融资),但我确实不知道。我也说不出它是做什么的。

Now Render gets tested first.

现在 Render 成了第一个被测试的对象。

The Agent Wrote the Requirements Before It Named a Vendor

代理在指定供应商之前就写好了需求

Before recommending anyone, the agent listed what Connect needs from hosting:

在推荐任何厂商之前,代理列出了 Connect 对托管服务的需求:

  • An always-on web server for the site and the API.
  • An always-on background worker. Connect has a separate worker process that runs the schedulers, refills, warm-ups and email builds.
  • Long-running jobs. Our email builds take minutes.
  • Logs kept for days. That’s a pain point for us today.
  • Deploys without downtime, and sized machines. We’re on a large one now.
  • 用于网站和 API 的始终在线 Web 服务器。
  • 始终在线的后台工作进程。Connect 有一个独立的进程来运行调度器、刷新预热缓存以及构建邮件。
  • 长时间运行的任务。我们的邮件构建需要几分钟时间。
  • 日志保留数天。这是我们当前的痛点。
  • 无停机部署,以及合适规格的机器。我们现在使用的是大型实例。

I didn’t write that list. The agent did, because it knows the codebase better than I do. It started from the workload. Most human buyers start from the brands they already know.

这份清单不是我写的,而是代理写的,因为它比我更了解代码库。它从工作负载出发进行考量。大多数人类买家则从他们已经熟知的品牌开始。

Five Options, One Pick, One Crossed Out

五个选项,一个首选,一个被划掉

Here’s how the agent scored the field, in its own words:

以下是代理对其评分领域的描述,原话如下:

  • Render (my pick): “Built for exactly this shape.” Web service plus background worker plus scheduled jobs, health checks, zero-downtime deploys, longer log retention, choice of machine sizes.
  • Railway: Very easy, pay-per-use, also handles web plus worker. “A bit less mature for heavy production.”
  • Fly.io: Fast and flexible, but more hands-on. You manage more of the setup.
  • AWS / Google Cloud: Maximum control and scale, but needs real ops work. “Overkill for now.”
  • Vercel / Netlify: Struck through. “Not suitable [for this app].” Built for short web requests, and we run minutes-long jobs and background workers. We’ve used Vercel many times before and it was great, so in fact I assumed it would be the default choice here. But not for this app at least. Not according to the SaaStr AI Connect agent, at least.
  • Render(我的首选):“正是为此类形态而构建。”支持 Web 服务加后台工作进程加定时任务、健康检查、零停机部署、更长的日志保留期以及可选的机器规格。
  • Railway:非常简单,按使用量付费,也支持 Web 加工作进程。“在重度生产环境中略显不成熟。”
  • Fly.io:快速且灵活,但需要更多手动操作。你需要管理更多的设置。
  • AWS / Google Cloud:提供最大的控制和扩展能力,但需要真正的运维工作。“目前属于杀鸡用牛刀。”
  • Vercel / Netlify:被划掉。“不适合[此应用]。”它们专为短 Web 请求而构建,而我们需要运行持续数分钟的任务和后台工作进程。我们以前多次使用过 Vercel 且体验很好,所以我实际上原本以为它会成为这里的默认选择。但对于这个应用来说并非如此。至少根据 SaaStr AI Connect 代理的判断是这样。

We Use Vercel in Other Apps, But Here It Lost on One Sentence

我们在其他应用中使用了 Vercel,但在这里它因一句话而落选

Vercel and AWS were the names I knew going in, along with some rough familiarity with Railway, The agent crossed Vercel out on a single criterion: long tasks.

在入手时,我知道的名字是 Vercel 和 AWS,对 Railway 也有一些粗略的了解。代理仅凭一个标准就将 Vercel 划掉了:长时间任务。

I haven’t checked whether that’s the full picture of what Vercel can do today. For this purchase, it doesn’t matter much. That’s what the agent believes, and the agent made the shortlist.

我尚未核实这是否全面反映了 Vercel 今天的能力。对于此次采购而言,这并不重要。这是代理的看法,而代理据此确定了候选名单。

If your product gets filtered out on a belief that’s stale or incomplete, you never find out. There’s no lost deal in the CRM and no closed-lost reason to review.

如果你的产品因为过时或不完整的认知而被过滤掉,你永远不会知道。CRM 中不会有丢失的交易记录,也没有可供审查的关闭-丢失原因。

Most Important: Render Got a Qualified Lead From a Buyer Who Didn’t Know Its Name

最重要的一点:Render 从一个不知道自己名字的买家那里获得了合格线索

Count the steps: requirements gathered, five vendor categories compared, one eliminated, one selected, a test queued up. I was involved in two of them. I asked the question, and I said OK, test it.

数一下步骤:收集需求、比较五类供应商、淘汰一个、选定一个、排队进行测试。我参与了其中的两个环节。我问了这个问题,然后说好的,测试一下。

My brand awareness of Render going in was zero. It still won the first slot.

我对 Render 的品牌认知度为零。但它仍然赢得了第一个位置。

In the old motion, a vendor had to reach me. Here, the vendor had to be legible to the agent doing the evaluation for me.

在旧的模式下,供应商必须主动联系我。而在这里,供应商必须对为我进行评估的代理清晰可辨。

What We’d Do This Week on the Vendor Side

本周我们在供应商侧要做什么

1. Ask as many different agents as you can the question your buyer’s agent is getting asked. For Render’s category, that’s “where should I host an app with a web server, a background worker, and jobs that run for minutes?” Run it through Claude, ChatGPT, Gemini and the coding agents. Write down whether you show up and the exact sentence used to describe you.

1. 尽可能多地询问不同的代理,让他们回答你的买家代理会被问到的问题。对于 Render 所在的类别,问题是:“我应该在哪里托管带有 Web 服务器、后台工作进程和运行几分钟的任务的应用程序?”让 Claude、ChatGPT、Gemini 以及代码代理都回答这个问题。记录下你是否出现,以及用来描述你的确切语句。

2. Find your strikethrough. Each of the four non-picks lost on one short phrase: “less mature for heavy production,” “more hands-on,” “overkill for now,” “not suitable.” Find the phrase attached to you. If it’s wrong, fix the docs and public pages agents read. If it’s right, that’s a roadmap item.

2. 找出你的‘被划掉的短语’。四个未被选中的供应商都因短短一句话而落选:‘重型生产环境成熟度不足’、‘需要更多手动操作’、‘目前属于杀鸡用牛刀’、‘不合适’。找到与你相关的那句话。如果这句话是错的,就修复代理会阅读的文档和公开页面。如果这句话是对的,那就把它作为路线图上的项目。

3. Say plainly what shape of customer you’re built for. Render won on “built for exactly this shape.” The agent matched a workload description to a product description. Web plus worker plus scheduled jobs is a sentence a machine can match.

3. 直白地说清楚你为哪种类型的客户打造。Render 胜在‘正是为此类场景构建’。代理将工作负载描述与产品描述进行了匹配。Web 加工作进程加定时任务,这是一句机器可以匹配的语句。

Render Goes First

Render 排在第一位

We’ll test it against the two things the agent flagged as our real pain: the worker process and log retention. If it doesn’t hold up, Railway is next on the agent’s list.

我们将针对代理指出的我们真正的痛点——工作进程和日志保留——进行测试。如果它无法胜任,Railway 将是代理列表中的下一个选项。

I’ll report back on what we find.

我会汇报我们的发现。

That’s how you get leads in The Agent Age.

这就是你在代理时代获取线索的方法。

更进一步:量化金融体系

看懂新闻只是起点——沿量化金融路径,把它变成能交付的工程能力

进入量化体系 →

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