人均营收新基准:$237K中位数与AI驱动的高效能拆解
The New Normal in Revenue Per Employee: $237K Is the Median, $655K Is the Top Tier, and Six B2B Leaders Now Clear $1.5M
用详实数据打破“每30万收入招一人”的旧范式,并给出按职能划分的精简比例,是制定2027年人力规划的直接参考。
For 15 years, B2B ran on one planning ratio that almost no one questioned: Every $200K to $300K of new revenue needed another person. Boards approved hiring plans against it, CFOs modeled against it, and founders raised money to fund it.
15年来,B2B行业一直遵循一个几乎无人质疑的规划比率:每新增20万至30万美元的收入就需要增加一名员工。董事会据此批准招聘计划,CFO据此进行建模,创始人也据此融资以支持扩张。
That ratio still describes the median older B2B / SaaS company. But it no longer describes most of the leaders. In 2026, a handful of public B2B companies, plus Anthropic and a few private ones, are running at 5x to 35x the median. Most of them are growing faster than the median at the same time.
该比率仍描述了中位数级别的成熟B2B/SaaS公司。但它已不再描述大多数领军企业。到2026年,少数上市B2B公司以及Anthropic和几家私营企业的这一比率已达到中位数的5倍至35倍。其中大多数公司在实现更高增长的同时,增速也快于中位数水平。
Here’s the data, and what it means for your 2027 plan.
以下是相关数据及其对你2027年规划的意义。
The ICONIQ Baseline: $237K for the Typical Company, $655K for the Best Growth Companies
ICONIQ基准线:典型公司为每人23.7万美元,最佳增长公司为每人65.5万美元
Start with the benchmarks most boards still use.
首先从大多数董事会仍在使用的基准开始。
- ICONIQ’s State of Software 2025 puts the typical B2B company at $237K of ARR per FTE.
- But ICONIQ’s 2026 Pacesetter Index shows the median top-growth company at $100M+ ARR running $655K per employee, while still growing 115%.
- ICONIQ also found GTM teams are 21% to 43% smaller at the same ARR than they used to be. The cuts showed up in sales and marketing headcount first.
- ICONIQ《2025年软件行业状况》报告指出,典型B2B公司的每位全职员工(FTE)对应23.7万美元的年经常性收入(ARR)。
- 但ICONIQ的《2026年领跑者指数》显示,ARR超过1亿美元的中位数高增长公司,每位员工贡献65.5万美元,同时增长率仍达115%。
- ICONIQ还发现,在相同ARR水平下,GTM(市场进入)团队规模比过去缩小了21%至43%。这些削减首先体现在销售和营销人员数量上。
A Few Examples at Scale: Palantir, Anthropic, Applovin, etc.
大规模案例举例:Palantir、Anthropic、Applovin等
The methods aren’t identical. Anthropic and Bending Spoons report the number themselves. For Nvidia, AppLovin and Palantir, I annualized the latest quarter and divided by the last disclosed headcount, from each company’s most recent 10-K. Any company that hired since then is overstated. Nvidia sells chips and systems, so it’s B2B but not software. Even with those caveats, the gap to $237K is too large to be a methodology artifact.
计算方法并不完全相同。Anthropic和Bending Spoons自行公布数据。对于Nvidia、AppLovin和Palantir,我根据各公司最新10-K文件中披露的最新季度数据进行了年化处理,并除以最后公布的员工人数。此后有招聘的公司数据会被高估。Nvidia销售芯片和系统,因此属于B2B但不属于纯软件领域。尽管存在这些限制条件,与23.7万美元之间的差距过大,不可能是方法论造成的偏差。
AppLovin Does $1.92 Billion a Quarter With 876 Full-Time Employees
AppLovin每季度营收19.2亿美元,仅雇佣876名全职员工
AppLovin is the most extreme software example on the list. Q2 2026 revenue was $1.92B, up 53%, with an 84% adjusted EBITDA margin. At year-end 2025 it had 876 full-time employees and 22 part-time employees and interns.
AppLovin是名单中最极端的软件案例。2026年第二季度营收为19.2亿美元,同比增长53%,调整后EBITDA利润率高达84%。截至2025年底,该公司拥有876名全职员工和22名兼职员工及实习生。
That works out to roughly $8.8M per full-time employee on an annualized basis. AppLovin sold its apps business in 2025 and kept the ad platform it sells to advertisers. The company that remains is mostly software plus a team of under 900.
按年化计算,每名全职员工约贡献880万美元。AppLovin在2025年出售了其应用业务,保留了面向广告主的广告平台。剩余的公司主体主要是软件业务,加上一支不到900人的团队。
Anthropic Tripled Headcount and Still Went From $1.4M to $6.6M
Anthropic员工数翻三倍,人均营收仍从140万美元增至660万美元
Anthropic’s S-1 reports TTM revenue per employee of over $6.6M as of Sep 30, 2026, up from $1.4M a year earlier. Revenue for the first half of 2026 was $16.3B, up from $1.2B in the first half of 2025.
Anthropic的S-1文件报告显示,截至2026年9月30日,其过去十二个月(TTM)每位员工的营收超过660万美元,而一年前仅为140万美元。2026年上半年营收为163亿美元,而2025年上半年为12亿美元。
Anthropic still hired. Its own workforce research says headcount tripled over the past year, and it does 2x to 4x the revenue per employee that Google and Meta did at the same age, adjusted to 2025 dollars. Technical roles fell from 61% to 56% of headcount, while sales, finance and recruiting grew faster.
Anthropic 仍在招聘。其内部劳动力研究指出,过去一年的员工人数翻了三倍,且按 2025 年美元计算,其人均收入是 Google 和 Meta 同期水平的 2 到 4 倍。技术岗位占员工总数的比例从 61% 降至 56%,而销售、财务和招聘岗位的增长速度更快。
The hiring that didn’t scale with the company was administrative. Anthropic added people in sales and research and kept clerical headcount almost flat while it tripled.
未能随公司规模同步扩张的招聘主要是行政类岗位。Anthropic 增加了销售和研究人员,而在员工总数翻三倍的同时,几乎保持了文职人员数量的稳定。
Palantir Nearly Doubled Revenue on 4,634 People
Palantir 在 4,634 名员工的规模下营收几乎翻倍
Palantir’s Q3 2026 revenue was $2.31B, up 96%, with a 62% adjusted operating margin. Full-year guidance is now $8.53B to $8.534B. U.S. commercial revenue was $984M, up 148%, and passed U.S. government for the first time.
Palantir 2026 年第三季度营收为 23.1 亿美元,同比增长 96%,调整后营业利润率为 62%。全年营收指引现为 85.3 亿至 85.34 亿美元。美国商业营收为 9.84 亿美元,同比增长 148%,并首次超过美国政府业务。
On its 4,634 full-time employees at September 30, 2026, Q3 annualizes to ~$2.0M per employee. Headcount is up just 205 people from year-end 2025, while quarterly revenue grew 96%. A year earlier, Q3 2025 annualized on 4,414 people was ~$1.07M per employee.
截至 2026 年 9 月 30 日,Palantir 拥有 4,634 名全职员工,第三季度年化人均营收约为 200 万美元。与 2025 年底相比,员工人数仅增加 205 人,而季度营收增长了 96%。一年前,基于 4,414 人的 2025 年第三季度年化人均营收约为 107 万美元。
Cloudflare and Atlassian Cut Headcount and Grew Faster
Cloudflare 和 Atlassian 裁员但增长更快
The best evidence that this isn’t just about AI-native companies comes from two established B2B leaders.
证明这不仅仅关乎 AI 原生公司的最佳证据来自两家成熟的 B2B 行业领导者。
Cloudflare had 5,156 full-time employees at the end of 2025 and announced a ~20% cut in May. Growth went from 34% to 36% the following quarter, and then 39% the most recent quarter. Revenue per employee went from ~$496K to ~$690K, a ~40% jump. Internal AI tool usage was up more than 600% in three months. Most of the cut was in G&A. Q3, reported November 5, held growth at 39% on $782.5M in revenue, and headcount ended the quarter at about 4,700, with G&A down 14% year over year and sales and marketing up 2%.
Cloudflare 在 2025 年底拥有 5,156 名全职员工,并于 5 月宣布裁员约 20%。随后一个季度的增长率从 34% 提升至 36%,最近一个季度进一步升至 39%。人均营收从约 49.6 万美元跃升至约 69 万美元,增幅约 40%。内部 AI 工具的使用率在三个月内增长了 600% 以上。大部分裁员发生在 G&A(一般及行政)部门。11 月 5 日公布的第三季度数据显示,在 7.825 亿美元营收的基础上保持 39% 的增长率,季度末员工人数约为 4,700 人,G&A 部门同比减少 14%,销售和营销部门则增长 2%。
Atlassian cut about 1,600 people in March, more than 900 of them in R&D. Five months later, cloud revenue grew 31% to $1.213B, against 23% guidance in February. Net revenue retention stayed above 120%.
Atlassian 于 3 月裁减了约 1,600 人,其中超过 900 人来自研发部门。五个月后,云营收同比增长 31% 至 12.13 亿美元,高于 2 月份指引的 23%。净收入留存率保持在 120% 以上。
Bending Spoons Went From $1.12M to $2.57M in Two Years
Bending Spoons 在两年内人均营收从 112 万美元增至 257 万美元
Bending Spoons’ revenue per full-time employee went from $1.12M in 2023 to $1.64M in 2024 to $2.57M in 2025. Q1 2026 adjusted operating margin was 51.2%, up from 37% a year earlier. More than 90% of its code pull requests are written or co-written by AI.
Bending Spoons 的全职员工人均营收从 2023 年的 112 万美元增至 2024 年的 164 万美元,再到 2025 年的 257 万美元。2026 年第一季度调整后营业利润率为 51.2%,高于一年前的 37%。其代码拉取请求中超过 90% 由 AI 编写或共同编写。
Bending Spoons runs the most aggressive version of the playbook: buy a product, cut most of the team, and run it with a small one. It cut 75% of WeTransfer’s staff. That model comes with net revenue retention of 95%, below the 120%+ at Cloudflare and Atlassian. It works for mature products with stable demand. It hasn’t been tested on products that still need to win new markets.
Bending Spoons 执行了最为激进的策略:收购产品、裁撤大部分团队,并由一个小团队来运营。它裁掉了 WeTransfer 75% 的员工。该模式带来的净收入留存率为 95%,低于 Cloudflare 和 Atlassian 的 120%+。这种模式适用于需求稳定的成熟产品,但尚未在仍需开拓新市场的产品的得到验证。
SaaStr: ~$20M With 3 Humans and About 20 Agents
SaaStr:约 2000 万美元营收,3 名人类员工与约 20 个 AI Agent
SaaStr is on track for about $20M in revenue this year with 3 humans and about 20 agents in production. That’s ~$6.7M per human.
SaaStr 今年预计实现约 2000 万美元的营收,仅有 3 名人类员工和在生产环境中运行的约 20 个 AI Agent。这意味着每名人类员工贡献约 670 万美元。
Six or so of those agents do most of the daily work. AI SDRs handle about 90% of outbound. A quote-to-cash agent has run on its own since its fourth deal, with one wrong invoice since. Agents handle first touch, follow-up, every renewal, invoicing, collections and commissions.
其中大约六个 AI Agent 承担了大部分日常工作。AI SDR(销售开发代表)处理约 90% 的外向型销售工作。一个报价到回款(quote-to-cash)Agent 自其第四个交易起便自主运行,此后仅出现过一次发票错误。这些 Agent 处理首次触达、跟进、每一次续约、开票、收款以及佣金计算。
Humans still handle every real reply, non-standard pricing, the biggest relationships, and the daily check on the agents. A recent 13-hour day went entirely to reviewing and fixing agent work. The headcount is small, and a big share of the humans’ time goes to reviewing the agents.
人类员工仍负责处理所有实质性回复、非标准定价、最重要的客户关系,以及对 Agent 的日常检查。最近有一天长达 13 小时,完全用于审查和修正 Agent 的工作成果。由于人员编制很少,人类员工的大量时间都花在审查 Agent 上。
What the New Normal Means
新常态意味着什么
The data points to a few specific numbers to plan against:
数据指向几个具体的数值,可作为规划依据:
- Under $300K per employee and growing under 30% in late 2026 is going to draw questions from your board.
- $650K+ is where the best-growth private B2B companies at $100M+ ARR already are, per ICONIQ.
- $1.5M+ is where Palantir, Bending Spoons, Anthropic and AppLovin sit today.
- 若每名员工产出低于 30 万美元,且在 2026 年底之前增长率不足 30%,将会引起董事会的质疑。
- 根据 ICONIQ 的数据,65 万美元+ 是那些 ARR(年度经常性收入)已达 1 亿美元以上的最佳增长型私有 B2B 公司所处的水平。
- 150 万美元+ 是 Palantir、Bending Spoons、Anthropic 和 AppLovin 目前所处的水平。
Where the cuts have worked, by function:
按职能划分的裁员成效:
- G&A, back office and ops: 50%+ is realistic. This is where Cloudflare cut and where Anthropic stayed lean while tripling.
- Marketing ops and demand gen execution: 30% to 50%.
- Large, mature engineering orgs: 10% to 20%, possibly more. Atlassian took 900+ out of R&D and accelerated cloud growth.
- Small, fast-growing engineering teams: keep them. A 25-person team at $20M ARR growing 60% is getting 2x to 3x more from each engineer.
- Quota-carrying sales at growing companies: leave it alone.
- Customer success: depends on ACV. At $100K+ ACVs, customers still expect a person.
- G&A(一般及行政)、后台办公及运营:50%+ 是现实的。Cloudflare 在此领域进行了裁员,而 Anthropic 在规模翻三倍的同时保持了精简的团队。
- 营销运营和需求生成执行:30% 至 50%。
- 大型成熟的工程组织:10% 至 20%,可能更多。Atlassian 从研发中裁减了 900 多人,并加速了云业务的增长。
- 小型、快速增长的工程团队:予以保留。一家 ARR 为 2000 万美元且增长率为 60% 的 25 人团队,每位工程师产生的价值是原来的 2 到 3 倍。
- 处于增长期公司的背负指标的销售团队:保持原状。
- 客户成功:取决于 ACV(平均合同价值)。在 ACV 超过 10 万美元的情况下,客户仍然期望有人工服务。
The median company will keep hiring a person for every $237K. The companies on the list above add a person for every $1.75M to $9M of revenue.
中位数公司每产生 23.7 万美元营收就会招聘一名员工。上述名单中的公司每产生 175 万至 900 万美元营收才会增加一名员工。
More Revenue-Per-Employee Data Points
更多关于人均营收的数据点
- Nvidia’s numbers are at a scale of their own. Q2 FY27 revenue was $96.2B, up 106%, and Q3 guidance is about $108B. Against ~42,000 employees at fiscal year-end, that annualizes to over $9M per employee.
- Cloudflare’s CEO expects more employees in 2027 than at any point in 2026. The cut reset the base. It didn’t end hiring.
- Atlassian’s $5M+ ARR customers grew 70% in the quarter after the cut, and RPO rose 44% to $4.8B.
- Cloudflare’s stock fell more than 20% after hours on the cut announcement, then rose 17% after hours on the next quarter’s results.
- Nvidia 的数据处于其自身的量级。FY27 第二季度营收为 962 亿美元,同比增长 106%,第三季度指引约为 1080 亿美元。以财年结束时的约 42,000 名员工计算,年化后每名员工的产出超过 900 万美元。
- Cloudflare 的首席执行官预计,2027 年的员工人数将超过 2026 年任何时期的水平。裁员重置了基数,但并未终止招聘。
- 在裁员后的季度中,Atlassian 的 ARR(年度经常性收入)超过 500 万美元的客户增长了 70%,剩余履约义务(RPO)上升 44% 至 48 亿美元。
- Cloudflare 的股票在裁员公告发布后盘后跌幅超过 20%,随后在下一季度财报发布后盘后上涨 17%。
Sources: Anthropic S-1 · SaaStr: Cloudflare, Atlassian, Bending Spoons · AppLovin FY2025 10-K · AppLovin Q2 2026 results · Nvidia FY2026 10-K · Nvidia Q2 FY27 results · Palantir Q2 2026 release · Palantir FY2025 10-K
来源:Anthropic S-1 文件 · SaaStr:Cloudflare、Atlassian、Bending Spoons · AppLovin FY2025 10-K 表格 · AppLovin Q2 2026 业绩 · Nvidia FY2026 10-K 表格 · Nvidia Q2 FY27 业绩 · Palantir Q2 2026 新闻稿 · Palantir FY2025 10-K 表格
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