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20VC · · 92 分钟

OpenAI 重组:谁赢谁输,以及 Mercor 以100亿美元估值融资3.5亿美元

Harry StebbingsTim Ferriss

YouTube
TL;DR
  • OpenAI 解套了。 与 Microsoft 以及 Delaware、California 两州总检察长达成的协议已经落地:一家由约1350亿美元慈善基金会持有的 PBC,Microsoft 持股27%(相当于其130亿美元投资的10倍),员工和非营利组织各约20%;Sam Altman 仍然一股未持,而 Elon Musk 还在主张获得万亿美元级的股权方案。Rory 的判断是:“我们终于走出那个愚蠢的公司结构、不会再阻碍一切的阶段了”(we're out of the stupid corporate structure getting in the way of everything stage of business);Elon 仍可继续诉讼,但“先占者拥有九成胜算”(possession is nine-tenths of the law)。
  • IPO 交易现在已经启动。 Jason 想不出“还有哪家面向散户的 IPO 会比 OpenAI 更受欢迎”——投资者不会读完招股书里2500亿美元的云服务承诺,就会直接下单;股权转换可能再释放约2000亿美元融资空间,“让公司走完全程”,也让 Nvidia、AMD、Oracle 那些相互循环的承诺更容易获得融资。按当前轨迹,Jason 认为 OpenAI 两年左右就能冲上万亿美元估值:5000亿美元对应约120亿美元 GAAP 收入就是40倍,而“如果增长率放慢,40倍估值会直线坠落”。
  • a16z 融资100亿美元,实际规模比标题看起来小。 其中60亿美元投成长阶段,15亿美元投 AI 应用,15亿美元投基础设施,10亿美元投国防;扣除费用后,成长基金实际只够投22张2亿美元支票。模型的优势有两层:期权化——种子轮先付“愚蠢的价格”,因为买的是 B 轮期权;以及铺天盖地的新闻曝光。Rory 说:“数量本身就有质量……Andreessen Horowitz 是风险投资行业的红军。”唯一可能的输家是 LP,而且只有在晚期回报稳定在12%—13%时才会输。
  • 所有训练数据生意,本质上都是同一笔交易。 Mercor 可能以100亿美元估值融资3.5亿美元——17个月做到5亿美元收入,据称是史上最快——这是一个很好的市场,但有两个问题:毛收入中有很大一部分、具体比例未披露,要分给博士;另外,两家买家贡献了50%以上收入。按3倍回报承销,终局估值要到300亿美元,也就是按5倍收入估值做到60亿美元训练数据收入——“令人沉重……足以让人停下来想一想”。Rory 的框架是:“从上到下,这整件事就是押注 AI 资本开支超高速增长的一笔大赌注”(this whole thing top to bottom is one big-ass bet on AI capex hypergrowth);Jason 则补上 Chuck Prince 那句“只要音乐还在,就得继续跳舞”的类比。
  • 超晚期融资是另一种资产类别。 对于 Ramp 据报从230亿美元升至300亿美元的融资,Jason 说:“我甚至不把它看成上行轮,幅度不够。”稀释可能让每股价格保持不变。Rory 认为,这些公司是“藏在私人市场里的公开股票”(public stocks hiding in private)——Stripe 从910亿美元升到1100亿美元,也不会让人期待中型股突然涨3倍;而一家在300亿美元估值做融资、收入已达数十亿美元的公司,没人会真的按基金整体3倍回报或30% IRR 来承销。
  • Carta 数据证明,不加筛选的广撒网策略行不通。 2018年547家 Series B 公司中,三分之二回报低于2倍,但只要填满5倍和10倍回报的区间,组合整体仍可达到约3倍净回报。把整个年份当作指数买入,即使其中有 Figma 的100倍回报,也只能得到约0.2倍;只有 Y Combinator 拥有规模化生产种子的商业模式。市场上有三种策略:广撒网、精选和期权化;a16z 投了72个种子项目,而第二名只有27个,说明期权化正是它的超能力。
  • 卖掉还是继续跑:Synthesia 面临 Adobe 的30亿美元测试。 Rory 说,如果 ARR 真能在不到6个月内从1亿美元升到1.5亿美元,“那这个讨论很快就结束了——他们绝对不该卖”,因为业务正在爆发。Jason 仍会建议卖出——“我想成为那个给出这条建议的人”——因为对持股10%的创始人来说,30亿美元和100亿美元“没什么区别”,真正的问题是:“你真的想经营一家上市公司吗?” Roomba 是反面教材:Lina Khan 阻止了 Amazon 以17亿美元收购 iRobot,如今公司正走向破产。
  • Amazon 经历了地狱般的两周。 公司宣布历史上最大规模的白领裁员,比例达到10%;云业务收入份额从2018年的约50%降至如今的38%,Raymond James 估计其 AI 云市场份额只有7%。Jason 给2021年高点离任、却没有出售股份的 Bezos 打了 F;Rory 对超大规模云厂商的评分是:Google 自研模型、还持有 Anthropic 14%的股份;Microsoft 租来了模型;“而你什么都没做——所以你输了。”
摘要 · 为研究而整理的核心内容

1. OpenAI 两笔协议落地——紧箍咒解除

  • Rory 对当天新闻的总结是:OpenAI 已与 Microsoft 以及 Delaware、California 两州总检察长达成和解,完成重组,现在可以正常融资;新的主体是一家 PBC,类似 Patagonia 所代表的“另一种美国公司”,位于全球资本最充足的慈善机构之一之下。Elon 仍可以继续诉讼,但“先占者拥有九成胜算”——一旦总检察长放行、转换完成,想要逆转就非常困难。
  • 最终结构大致符合各方杠杆推演:Microsoft 持股27%,员工约20%,非营利组织约20%。Rory 从诉讼律师角度看,这件事的核心是:经验丰富的律师会先问“这个案子值多少钱?”经历所有人 drama 之后,“最终和解金额就是这些案件本身的价值”。
  • 真正前所未有的地方在于:Sam Altman 仍然没有任何股份;就在同一轮新闻里,Elon 还在主张自己应该获得万亿美元级的方案,“这样机器人就不会杀死我们”。Jason 说:“我们以前见过有人什么都不持有吗?太疯狂了。”Rory 认为这件事有两面性:“你不能因为这个人的其他十亿美元级实体让他买完 McLaren,就指责他反资本主义。”
  • Rory 认为赢家包括 Microsoft:130亿美元投资换来10倍回报,加上知识产权、Azure 合同和剩余收入分成;“从股东角度看,公司发展团队应该拿一颗金星,说实话,Microsoft 的研发部门可没有这待遇”,消息公布后股价也上涨。另一个赢家是1350亿美元慈善基金会——“如果在2016年有人这么说,我会笑出来,但他们在大局层面确实成功了”;还有 Bret Taylor,5年内两次成为最佳董事长:先把 Twitter 以440亿美元价格塞到 Elon 手里,现在又完成这笔交易。Rory 的结论是“没有输家”,没人应该拿到超过其所承担风险对应的回报。

2. 史上最受散户欢迎的 IPO,以及万亿美元倒计时

  • Jason 的结构性判断是,股权转换可能把可获得的股权融资扩大约4倍:如果 OpenAI 能以接近2万亿美元的估值 IPO,就可能再融资约2000亿美元,“公司可能需要这笔钱才能走完全程”。Harry 补充说,所有因 OpenAI 采购承诺而上涨的股票,现在都可以指向一个真实存在的公司结构;他仍然“怀疑 Oracle 能否收齐那份云合同的最后一美元”,但如今为合同融资“只是银行业务和数学问题”。
  • 对散户需求,Jason 的判断非常绝对:“我实在想不出还有哪家面向散户的 IPO 会比 OpenAI 更受欢迎。”买家不会认真读招股书里的风险提示,也不会细看2500亿美元的第三方云服务承诺,只会说“让我也买点 OpenAI”。Jason 认为,投行“可能愿意半卖半送地做这单,只为出现在史上最大 IPO 的承销名单里”。
  • 2026年成为万亿美元公司?Jason 认为按当前轨迹“大概还要两年”,除非市场出现一轮狂热。5000亿美元市值对应约120亿美元“无聊的 GAAP 收入”就是40倍;“2021年我们见过这种情况:如果你按收入40倍交易,而增长率开始放慢,情况会很难看,估值会直线下坠。”与此同时,SoftBank 正在以约3000亿美元估值完成新股融资,同时以5000亿美元估值做员工老股转让——同一证券、两个价格,“一个小时赚40%的 IRR”。
  • 对浏览器,Jason 只是耸耸肩:“很难追踪科技 VC 和 X 到底创造了多少故事……它可能像 MCP——有意思,但未必是 VC 们想象中的游戏改变者。”他怀疑普通消费者是否真的需要一个新浏览器,而不是继续在旧浏览器里输入 ChatGPT。

3. a16z 的100亿美元:比看起来小的“红军式”融资

  • 这笔资金的分配是:成长基金60亿美元,AI 应用15亿美元,AI 基础设施15亿美元,国防10亿美元。Jason 对此感到意外:“说实话,我原以为他们规模很小。”Sequoia 新设的2亿美元种子基金,并没有比 Harry 约1.25亿美元的种子投资额度大多少;而在 YC Demo Day 后、种子轮估值已达到5000万美元的环境下,15亿美元 AI 应用基金“其实走不了多远”。Jason 算了一遍成长基金的规模:60亿美元扣掉费用后约48亿美元,也就是22张2亿美元的支票。“没那么大。”
  • Rory 承认,规模带来两个真实优势。第一是期权化:一个100亿美元级巨头可以选择根本不为种子轮定价——它买的是 B 轮期权;“任何期权的交易价格都会高于资产的内在价值”,所以它可以支付一个所谓“愚蠢的价格”。第二是铺天盖地的新闻曝光,但 Jason 已经不再买账:“不需要开出1000万美元支票,也能获得媒体报道。”
  • 有一段交锋值得保留。Rory 对 Harry 说,如果你因为节目而赢得交易,“你实际上是在说,你赢得这笔交易不是因为我苦干30年、给投资人带来数十亿美元回报,而是因为我上了一个播客。如果这句话不成立,那 Marc Andreessen 从一开始就是100%正确的。”投资不是媒体生意,但 a16z“用媒体策略把牌桌倾斜了”;Rory 欣赏那些能清晰表达战略、又能把战略执行出来的人。他用“红军”来形容对方:“数量本身就有质量……他们拿到100亿美元,然后会把这支队伍向前推进。”
  • 最终有两种可能:风险投资变成投资银行业——“Goldman Sachs、JP Morgan 以及其他所有人都变成精品店玩家”;或者大型基金回报令人失望,资金重新转向中小盘风险投资。唯一可能的输家是 LP,如果晚期投资回报稳定在12%—13%。另一个值得注意的现象是捆绑销售:Harry 说,顶级品牌往往要求投资人每获得1美元早期项目份额,就必须向其他基金投入2美元,而且适用于所有产品。Rory 的总结是:“捆绑销售和租金攫取已经被大家完全理解。”

4. Mercor 很可能是押注 AI 资本开支

  • 这轮融资由 Felicis 领投,金额为3.5亿美元、估值100亿美元;8个月前 Felicis 还以20亿美元估值领投上一轮。Mercor 被认为以约17个月的速度做到5亿美元收入,创下最快纪录,而且是 GAAP 收入,不是 GMV。它为基础模型公司提供 RLHF 人类数据:5年前人们还在给猫打标签,如今模型已经知道怎么给猫打标签,产品变成让博士提出前沿数学、物理和生物学问题,“把模型逼到屈服”。
  • Harry 对市场的拆解是三层叠加:人才获取,再到数据获取——“数据是你提供给我们,不是我们从你那里抽取”——最后是实施层;每一层都会增加定价权。但抵消性事实是:“这些数据标注供应商的收入中,每一家都有50%以上来自两个买家。”
  • Rory 的检查清单是:“一个巨大的正面因素,一个大得惊人的、像野草一样增长的市场;以及两个负面因素。”第一是利润率:5000万美元级收入中,有很大一部分要分给医生和数学家,具体比例没有披露。第二是客户集中度:最终买家可能会说,按40的价格做。Rory 说:“我更愿意做 OpenAI,拥有8亿客户,而不是做 Mercor,只拥有两个客户。”Jason 补充了实际经营的压力:一家模型公司的8位数续约“压力大得要命”,没有人会不考虑利润率就把钱不断砸给供应商。
  • Rory 认为 Jason 最有洞察力的框架在于,必须先算终局:从100亿美元做到3倍,就是300亿美元;按5倍收入估值,需要做到60亿美元训练数据收入,“这是一个令人清醒的数字……足以让人停下来想想”。另一种选择是顺着动量继续押注:那笔20亿美元融资现在看起来已经便宜得离谱,就像今年早些时候 Anthropic 以670亿美元估值融资一样。最终结论是:“从上到下,这整件事就是押注 AI 资本开支超高速增长的一笔大赌注。”Jason 随后引用 Chuck Prince 在2007年关于继续跳舞的名言:“事实证明,你本该坐下来。”

5. Ramp 的300亿美元,以及一个还没有名字的资产类别

  • Jason 评价 Ramp 据报从230亿美元升至300亿美元的融资时说:“我甚至不把它看成上行轮,幅度不够。”他的计算是:一笔稀释后的2%种子仓位,价值从4亿美元升到4.8亿美元,“不是经典融资中那种仓位翻倍”;如果每年稀释超过10%,公司估值可能从220亿美元升到300亿美元,但每股价格几乎不变。若上一轮估值是100亿美元,这样的涨幅很惊人;“但在这里,我只能说,挺可爱的。”
  • Rory 为 Ramp 部分辩护:这是一家先天资本密集型公司,“每1美元收入需要5美元资本,因为你实际上是在重建 Amex”。因此,一家10亿美元收入的公司可能需要50亿美元资产负债表,而贷款方会要求10亿美元股权资本作为缓冲。
  • Rory 更大的重新定义是:早期风险投资、晚期风险投资之外,如今还出现了第三种东西,需要一个新的名字——“藏在私人市场里的公开股票”。Stripe 最近一次估值从910亿美元升至1100亿美元;你不会期待一家中型股突然涨3倍。“如果你在300亿美元的投前估值做公司,可能根本不是按基金整体3倍回报来承销,更不可能按30% IRR 来承销。”过去3—5年里,他认为最大的两个变化是 AI,以及这种把 IPO 市场推向超晚期的转型。

6. Carta 数据:三分之二的 Series B 不重要——精选、广撒网或期权化

  • 数据集覆盖2018年的全部547笔 Series B 投资:约35%低于1倍,18%高于5倍,约10%高于10倍,只有1笔达到100倍,也就是 Figma。Rory 对结果“非常满意”:它几乎完全符合自己基金模型中的回报区间;只要填满高回报区间,组合就能达到3.7倍毛回报、给 LP 带来3倍净回报。“这份回报原本就在那里。”Jason 的博客标题则揭示了阴暗面:三分之二交易回报低于2倍,“这会让你重新意识到,这门生意有多大一部分其实是失望。”
  • Rory 把策略分成三类:广撒网、精选和期权化。只要结果分布比平均水平中那66%的沉重负担再差一点,“数学就不成立”。Harry 的数据提供了支持:a16z 做了72笔种子期权下注,第二名公司只有27笔;期权化让你有能力承担广撒网的成本。
  • 对于 Harry 所说“如今退出规模太大,直接广撒网押中赢家就行”,Rory 做了指数测试:假设2018年有约1600家种子公司、你全部买入,即使 Figma 一家带来300倍回报,整个年份的净回报也只有约0.2倍。“唯一拥有结构性商业模式、可以弱化精选环节的,是 Y Combinator——唯一的规模化生产种子业务。”即使是明确表示“尊重地广撒网”的 David Tisch,也只会从1600家公司中挑50家。“可怜的我,还是被迫做选择。”
  • Rory 讲了一个最糟糕结果的亲历故事:你是董事会成员,公司出售失败,随后要承担关停成本,还得电汇30万或40万美元支付遣散费。这也是 Jason 现在全部使用 safe 的原因:“我只是有点承诺而已,伙计们……如果不成功,我就继续给你们每月更新写些欢快的回复。”

7. Synthesia 的30亿美元问题:ARR 爆发,还是“你真想做 IPO 吗?”

  • 目前的背景是:据报道,Synthesia ARR 达到1.5亿美元,拒绝了 Adobe 的30亿美元报价,正在以远高于此的估值融资。Rory 查了历史数据:Synthesia 4月接受 Adobe 投资时说 ARR 是1亿美元。“如果他们真的在不到6个月里从1亿美元做到1.5亿美元,那这个讨论很快就结束了。他们绝对不该卖——这家公司正在爆发。”不过他会先对 CEO 说:“现在是认真审视内心的好时候。如果业务里有某些真正让你担心的东西,现在也是坦诚说出来的好时候。”
  • Jason 仍会建议卖出:“我不是说这一定是正确决定,但我想成为那个给出这条建议的人。”除非创始人百分之百确定公司能成为一家100亿—200亿美元的上市公司。两者的错位在于:对 Accel 而言,从30亿美元到100亿美元,意味着基金回报从1倍变成3倍;但对持股10%的创始人来说,“到底有什么区别?我不认为 Jeff Lawson 拿一半的钱或两倍的钱,生活会因此变得更好。”
  • 他认为这是一个被讨论得不够多、却在18个月内两次问过创始人的问题:“你真的想经营一家上市公司吗?认真回答。”在30亿美元估值时,不会有人主动拿5亿美元来收购你——你必须假设只有 IPO 或失败两条路,或者成为 Collison 兄弟那样的公司,长期保持私人化并复利增长。Rory 认为这是一个极其出色的问题,也感到遗憾:上市被视为一种负担,正在“阻碍创业者的雄心……我希望这种看法会改变”。
  • 关于 DPI 压力,Harry 和 Jason 的判断不同。Harry 认为,非一线 GP 需要向 LP 返还现金。Jason 则询问了自己的 LP,其中包括一家承压的大学捐赠基金;对方回答:“不,我们希望你再打一张牌。”Jason 的规则是:“如果你手里的牌一般,才会有 DPI 压力……返还基金的21%有什么意义?朋友们,那不是完整的工作。”

8. 反垄断让上市公司背上更重的分量

  • Harry 分享了自己在 Benioff 举办的 Dreamforce 晚宴上的观察:现场约有10位上市 B2B 公司 CEO,不能说是压力,但“那种重量……你能从他们的毛孔里闻出来”。Mike Cannon-Brookes 的联合创始人称他为“那个不讲理的人”,这种重量已经清晰可见;而 Ramp 和 Mercor 的创始人还没有表现出那种“铁砧般的 Wile E. Coyote 重压”。
  • Synthesia 讨论的尾声回到了 Roomba:Lina Khan 领导的 FTC 阻止了 Amazon 以17亿美元收购 iRobot 的交易;Benedict Evans 用明显带讽刺意味的方式描述理由,是担心“家用吸尘器市场正在形成垄断”。iRobot 后来借了2亿美元债务续命,这笔钱已经花完,破产迫在眉睫。Rory 说:“这是当时就荒谬、后来变得更加荒谬的决定……这是一个糟糕且不公平的结果,而政府要负全部责任。”Jason 的教训是:当买方愿意支付一个只有它自己能解释的估值倍数时,“你就得接受它。”
  • 时间长度会进一步放大问题:Synthesia 可能要等18个月;Wiz 的交易至今也没有完成。“所有人都说,你6个月赚了2.5倍。不,你没有。你是2年赚了2.5倍。”在边际上,这会推动创始人继续独立发展,也会推动收购方采取“买团队”的做法;但“当你买的是一家吸尘器公司时,你要的是那些该死的吸尘器”。
  • Harry 的结论偏向运营层面:早期基金管理人应该主动推进老股交易,因为“17年做到4倍的基金,和10年做到2.5倍的基金,结果是一样的”。Rory 则用一个更技术化的目标函数总结:在满足最低 IRR 约束的前提下最大化回报倍数——比如最低约束设为25%。“一年30%的 IRR 不如4年25%,但如果那个25%开始掉到19%、18%、17%,你就已经进入了另一个世界。”

9. Amazon 经历糟糕的两周

  • 盘面信息包括:历史上最大规模的白领裁员,比例达到10%;云业务收入占比从2018年的约一半滑落到如今的38%;Raymond James 预计 Amazon 在 AI 云市场的份额仅为7%;此外还有一次造成数十亿美元损失的宕机。Harry 将其与 Sergey Brin 重返 Google 对比:“也许在 AI 到来前就退下来,并不是最优选择。”
  • Harry 先为时间点辩护,再彻底推翻这套辩护:Jassy 在2021年7月接任,正值上一个时代的顶峰,“当时产品仿佛被冻结,什么都不会变化……那是去 Miami 的好时候,因为没有任何东西在改变”。但最终评分是 F,不是 A+:“如果他卖掉了公司,那你就该给 A+。”这个 A+ 应该给 Salesloft 的 Kyle,他在2021年12月完成退出。至于裁员,Rory 直截了当地说:“Bezos 两周内就会裁掉一半员工。这是正确的做法。我不认为你甚至会在乎。”
  • Rory 的诊断是:零售业务在疫情期间投资过度,如今正在用机器人替代人工,这很痛苦,但“只是同一件事的延续”。真正的问题在云业务:AWS 核心业务没有崩溃,但所有新增算力需求——规模是原来的10倍、20倍的 AI 需求——都去了别处。超大规模云厂商的评分是:“Google 能保持相关性,是因为它有自己的模型;Microsoft 去 OpenAI 租了一个模型——现在合同也快到期了。而你什么都没做,所以你输了。”他补充说,Google 持有 Anthropic 14%的股份。
  • Rory 也提醒,不要根据一天的坏消息就过度修正判断:Amazon 的零售统治力仍然完整,因为它“能比地球上任何其他公司更快地完成配送”。修复方向是重新获得 AI 相关性,同时避免“我担心 Oracle 正在做的那种事——接下一大堆经济性很差的交易”。至于 Bezos 本人,Rory 的犬儒式解读是:拥有几千亿美元之后,“你追求的已经不是财富最大化,而是精神痛苦和快乐最大化”。

10. 闪电问答检验投资信念

  • 在估值130亿美元、收入约7亿美元、增速50%的 Brex,与估值300亿美元、收入约10亿美元的 Ramp 之间,Rory 选择更便宜的那个:“我控制不住自己。真的。”即使比较的是 Ramp 1亿美元收入和 Brex 3000万—4000万美元收入,“我可能还是会投 Brex”。他布置的作业才是更好的答案:找出让你无差别的均衡增长率——这其实是风险投资反复面对的核心问题:从60%增长率提高到70%,或者从50%提高到60%,你究竟应该多付多少钱。
  • 关于 a16z 是否是表现最好的大型平台,Rory 承认自己已经转为看多:他曾与公司各个团队的合伙人共同投资,“他们和小型基金的合伙人一样优秀——我现在非常看多 Andreessen,而以前不是”。Rory 认为,他们从创始人需求出发,通过运营卓越解决了风险投资问题;“我看过数据,他们的回报非常出色”;人员流动也可以承受,因为“每个人都可以有自己的定位……Marc 和 Ben 坐在顶端,其他一切运转良好”。Harry 从欧洲补充:“我们不会坐在那里害怕 Index 或 Accel。我们害怕 Andreessen 进入欧洲。他们才是会打败你的对手。”
  • 对估值500亿美元的 Anduril,Jason 选择退出,理由是自知之明:“我对造武器之类的事情没兴趣,那不是我的风格。”即便如此,他也承认:“聚会上没有比 Anduril 更好的炫耀资本”,而投资的心理收益之一就是可以拿来吹嘘。

Rory O’Driscoll

I just can’t think of a retail IPO that would be more popular than OpenAI. To me, going from $23 billion to $30 billion, I don’t even consider it an up round. It’s not enough.

If they really have gone from $100 billion to $150 billion in less than 6 months, then I can make this conversation really quick. There’s no way they should sell. Andreessen Horowitz is the Red Army of the venture industry.

Harry Stebbings

What you’re basically saying is, “Rory, you can win a deal not because I’ve grafted for 30 years and returned, frankly, billions of dollars to my investors, but because I’m on a P.”

Rory O’Driscoll

If that sentence is true, then 100% Marc Andreessen was right all along. I think Bezos would lay off half his company in a fortnight. It was the right thing. I don’t think you even care.

Harry Stebbings

We have so much to discuss this week. It’s my favorite show of the week.

Rory O’Driscoll

It’s in the top 2 each week, isn’t it? At a minimum.

Harry Stebbings

I would say it’s a top 2 show for sure, right?

Rory O’Driscoll

Yeah, always a top 2. Does that make you feel special now?

Harry Stebbings

They say the silver medal is the toughest one in the Olympics, but I don’t know about Rory. I’m good with it here. I’m good with it.

Rory O’Driscoll

I’ll take a silver.

1. OpenAI's Restructuring: Winners and Losers

Harry Stebbings

Okay. We were talking about where we were going to start, Rory, before this, and you were like, “I think we should start with OpenAI,” given the news today. Learning from the feedback that we get, I would love to start with you just explaining a little bit about the news that’s just come out about OpenAI and their structure, and we can start there.

Rory O’Driscoll

Sure. The big news today is that OpenAI cut their deal. They cut their deal with Microsoft, and they cut their deal with the attorneys general—plural of attorney general—of Delaware and California. That means they have been able to implement the restructuring, which means they can raise their capital, which means they’re out of the messy, complex trap they had put themselves in all those years ago in terms of their structure, and they’ve gotten it done. That’s the big-picture news.

There’s lots of information one level down about who won, who lost, and who got what economics, but that’s where we’re at. It’s still got some opposition. Elon can still litigate and say, “I don’t think you should do that because I gave this money to a charity.” But possession is 9/10 of the law, and once the attorneys general have allowed it and they’ve actually converted, it’s a lot harder to unwind.

As of this morning, as I understand it, OpenAI has the charity—the charitable foundation—which is now one of the most well-capitalized charitable foundations on the planet. Underneath that, there is the company itself, OpenAI, which is a PBC. I can never remember the initials—basically, a for-profit company, but it also has to take into account more than just shareholder maximization. I’m sorry, I’m having my dyslexia there, right?

That’s the entity that’s been created, and that’s the entity into which you can invest. There are other companies like that. I think Patagonia, for example, has the same status. This is not a crazy thing now.

This is not some weird thing, like the old OpenAI used to have this disclosure: “You should regard this as a donation. It can all go to zero.” This is a real, honest-to-goodness American corporation—a different kind of American corporation, but they can go public with this. They’ve gotten out of the straightjacket.

That’s the big news. It means, for example, that an OpenAI IPO is one enormous step closer. I’m not saying they have to, and I’m not saying they will, but it’s big news today.

I’ll just throw one thing out that jumped out at me on the deal. The overall structure—Microsoft owning 27%, the employees owning 20-something percent, and the nonprofit owning 20-something percent—those are all roughly what we expected, right? There are some nuances on how AGI worked that are a little interesting.

But the craziest thing in this deal, because it’s unprecedented, I think, in our lifetimes, is that OpenAI said Sam Altman will still have no shares—no shares in the combined entity. At the same time, we’ve got Elon Musk arguing that he deserves a trillion-dollar pay package so the robots don’t kill us, which I think he deserves. Okay, I think his VCs will say he deserves it.

There is something unimaginable to 99%—to almost all of us in the world: that he should have a trillion-dollar pay package. But the scale has to be relevant to the outputs. I don’t believe it will ensure the robots don’t kill us. It’s a little crazy, but on the other hand, Elon wants a trillion.

Everyone was saying, “Show Sam the money,” when he was fired as CEO over a very long weekend, right? The night of knives, or whatever. He was fired by this crazy nonprofit. Everyone had to revolt to bring him back.

Fast-forward to today: that same nonprofit is still in charge. Now, listen, there’s been turnover, but it’s still sort of in charge, and he has no shares. We could hypothesize why. It’s pretty transparent.

I actually think it gives him, in some ways, more power as well as less power. You can’t assail the man for capitalism when his other billion-dollar entities are the ones that let him finish off the McLaren collection.

But we’ve never seen someone own nothing like this, have we? Have we ever seen anybody own nothing? It’s crazy.

Harry Stebbings

If we just drill down on winners and losers from this restructuring change, who are the winners and losers here?

Rory O’Driscoll

I think the lesson here is one that every attorney knows. You often hear this expression from litigators: “What’s the case worth?” They look at the filings from both sides, and experienced litigators look and go, “Okay, we’ve got these 3 points. They’ve got those 5 points. In the end, we’re going to win on the 3, they’re going to win on the 5. This is the way it’s going to come out.”

Then there’s a whole lot of human drama because humans are like that, and we yell and we scream and we have juries and all, and then typically things settle out for what the case was worth. This settled out for where the cases were worth. Let me tell you what I mean by that.

When you look at the thing—and Jason said, “Not only no surprise, but no surprise for a long time”—Microsoft had a fair amount of leverage. They used it. They got a great deal. They put in $13 billion, and they got a 10x on their money as of today.

They got a lot of AI leverage. They got some going-forward IP rights. They got a significant going-forward contract for Azure business if they want it, which we can come back to. Overall, they didn’t push it to the point of breaking, but they got pretty much what they were going for, and they still have some revenue share, which surprised me.

So they got a great deal. Again, I go back to my comment: Microsoft corporate development and lawyers deserve a gold star from their shareholders in a way that, frankly, Microsoft R&D does not. The proof of this is that this morning, Microsoft stock is up nicely. They’re like, “Thank you for the $100 billion. We’re up.”

There are 3 big winners. The second big winner is, just to step back, the charitable foundation. There are some people, even today, griping and saying, “We did this all for charity. It feels wrong that there are any capitalists involved.” I get that, especially if I’d given the seed money.

But stepping back, somehow in the midst of this, we’ve ended up funding a wonderful $135 billion charitable foundation. That’s a significant contribution to whatever good they hopefully will do with that money, and they’ve already made some announcements about AI for medicine.

So there’s $135 billion out there that’s not going into someone’s pockets to buy yachts, boats, and football teams. It’s actually going to try and solve the world’s problems. Whether they can or not, TBD, but yay, because I would have laughed in 2016.

The people who started OpenAI saying, “We want to do good for the world,” have, at a big-picture level, succeeded. They’ve built something worth $130 billion that is a foundation they can be proud of.

Obviously, the employees own a third, and now it can get liquid. Yay them. The remaining investors can kind of exhale and get a sigh of relief. SoftBank can put in its $22 billion, and the investors as a group—I mean, SoftBank will own about 10%, and everyone else will own low single digits—and everyone won. Everyone got roughly what the leverage would make them get.

The final winner, I’ve got to say—and I know this is a lot—is that Bret Taylor just wins the best board chairman of the year award again, for the second time in the last 5 years. He totally won it as board chairman of Twitter, where he jammed that down Elon’s throat for $44 billion despite his opposition, and he won here today because he unraveled the mess and set it all up for a win.

It’s a really good settlement.

Harry Stebbings

There are no known losers.

Rory O’Driscoll

Well, I mean, the losers would be Elon, who feels he didn’t want any of this to happen, so he’s miffed. And the people who think, “Oh my God, it should all have stayed not-for-profit.” They feel they’re losing. There are a lot of Twitterverse comments today about that.

But pragmatically speaking, if you think about it, Microsoft put $13 billion in here, and they’ve made a 10x, which is a good return. But we’ll talk about returns. It’s not like it’s rapacious relative to the risk they took. No one else was writing OpenAI a billion-dollar check in 2019. Microsoft did, and they got that return. Absolutely not.

Harry Stebbings

Yeah. I don’t think there are any losers at all.

Rory O’Driscoll

I don’t think anyone got much more than they deserved for the risks they took and the work they did.

David George

So I can tell my LPs that the little 6% stake deal I’m doing today is okay because, look at OpenAI. I don’t need to get double digits. Point to this one. Don’t beat me up on the double digits.

Harry Stebbings

Totally. No, exactly. And you’re right, Jason. It just shows that rules of thumb are made to be broken. 90% of the time, your ownership target is a really meaningful metric, and it should run your business on it. And, you know, 10%, 1% of the time, who the hell cares? 1% of the biggest company on the planet is $5 billion.

David George

There you go. The 1 micro-thought I just had was that it’s very confusing. There’s all this circular financing: Nvidia giving them money, AMD giving them 10% of the company, and Oracle raising an unprecedented amount of debt.

So what I mean is, I don’t know how much equity OpenAI needs, but it seems to me that if they’re coming up on being the first trillion-dollar startup and more, and if they could IPO at $2 trillion—which is crazy by any historic standard—then, as a company with no stock, maybe they can raise another $200 billion, right? I mean, at least in theory, that’s a lot of capital to access. But my point is, this potentially unlocks 4 times more equity for them if the public markets are different from the private markets because of the potential valuation at which they could IPO. They may need that. They may need an extra $200 billion to go the distance.

Harry Stebbings

I think that’s an excellent point, Jason, and you’re exactly right. It means that there’s 1 more set of winners here: all those people whose stock popped because they have a [__] promise from OpenAI to buy a whole bunch of their stuff in the future with money OpenAI didn’t have. Now, at least, they can say they can go get that money.

The problem, as you know, is that I’m skeptical that Oracle will collect the last dollar of that cloud contract. But at least you can now say, hand on heart, that the company OpenAI now has a sensible corporate structure. They obviously have an amazing business, and if they need to raise another $100 billion, it’s not crazy anymore. It’s just banking and math.

So you’re exactly right. This thing may fail for you. There may be business issues around, you know, return on the thing, but we’re out of the stupid-corporate-structure-getting-in-the-way-of-everything stage of the business.

I just can’t think of a retail IPO that would be more popular than OpenAI, right? It would bring everyone out of the woodwork to put a little bit of their life savings into it, ignoring whether the valuation makes any sense. This would have to be the most popular retail IPO of all time, right?

David George

I think you’re exactly—I think, yes, you’re exactly right, and it’s now doable. I mean, people aren’t going to be reading the prospectus and saying, “Maybe we won’t make profits.” They’re not going to be reading the thing about $250 billion of cloud commitments to third parties. They’re just going to say, “Let me get some of that OpenAI,” right?

I think it would be interesting, actually, to your point, to check on the secondary valuation pop today for OpenAI trades. Right now, the weird thing is SoftBank is closing 2 separate deals. They’re closing their direct investment at roughly a $300 billion pre-money valuation, and they’re also doing a share buyback from some existing employees at a $500 billion valuation.

Literally, you have the same security trading at 2 different prices. I think that’s true for other investors, too. They’ve locked in the earlier price. When the other investors—I think D1 is in this, too—committed to OpenAI a while back, they said, “Hey, we’ll give you money at $300 billion, but you’ve got to get your conversion done first.”

So now that the conversion’s done, they’re going to put the money in, but they’ve already had a markup before the money. Oh my God, they’ve had a markup before the money’s gone in, right? Because SoftBank is marking itself up by doing business at $500 billion in a secondary, right?

Literally, you’re going to wire money at $200 billion or $300 billion, whatever the number is, and then the next day you can say, hand on heart, “The current valuation of this is $500 billion.” So there you go: you’re 40% IRR in an hour.

Harry Stebbings

Do you think there will be a trillion-dollar company in 2026?

David George

On the current trajectory, maybe. All I can answer is, on the current trajectory and without the euphoria, as you mentioned, it’s probably 2 years, because you do get some attenuation of growth at scale.

At the current thing—at $500 billion and $12 billion, let’s call them boring GAAP revenues rather than ARR—it’s kind of 40 times GAAP, and if it’s $20 billion, 25 times ARR run rate. So my guess is it would take 2 years in the normal course, but you might see that euphoria moment.

It’s not crazy. It’s not like it’s never going to happen. It’s within the trajectory; it’s within the strike zone if anything like the current growth rate continues. If it slows—I mean, as a reminder, when you’re trading, and we saw this in 2021, if you’re trading at 40 times revenues and your growth rate slows, it’s nasty and you fall sharply. But right now, they’re growing, so they can get it.

Harry Stebbings

I would love a $2 trillion IPO.

David George

Anchor from here. Actually, the interesting question will be the dynamics of the negotiation. Again, when you have master corporate financiers like Bret Taylor and Sam Altman on your side, it’ll be fun to watch the bankers beg for that. They might pretty much do it for half nothing just to be on the biggest IPO of all time.

I mean, technically, Saudi Aramco had a couple-of-trillion-dollar market cap, but nobody really cares. Let’s get real. It’s an oil company in Saudi Arabia. This would be one for the ages, and I think every banker on the planet will be making decks as we speak and calling on Mr. Altman and Mr. Taylor.

Harry Stebbings

Dude, you’d do it for free for the credit.

David George

You probably would.

Harry Stebbings

Yeah, no doubt. Is there anything on OpenAI that we haven’t covered that we should cover? Do you think the browser, the RSUs, anything that you’re like, “Ah, we have to cover that”?

David George

I mean, it’s all second-order stuff. We can come back to it if we have time, but I don’t know if it’s—I mean, that’s the big story. They’re free.

Harry Stebbings

You know, the only thing that’s mildly interesting about the browser is that I’m just waiting to see, unlike Sora and such, whether the world will really care. I just wonder how many—it’s just tough to keep track of how many stories tech VCs on X create.

It’s not that it’s not interesting, right? I mean, obviously, the browser is where we live a lot of our lives, but it could be like MCP. It could end up being interesting, but not really the game-changer that VCs and others think it’ll be. We’ll just see. I don’t know.

David George

Right. Yeah, I don’t know that every single average consumer will find it a game-changer to find a new browser rather than type ChatGPT into their browser and get enough memory. We’ll just see whether they really want it to pick its Spotify selections for us.

I just don’t know if it’s a game-changer or more of a land grab. We’ll just see.

2. Andreessen Horowitz's Raise $10BN in New Funds

Harry Stebbings

Okay, we’re going to talk about Andreessen’s new funds. Andreessen dominates so much of the venture market today: $10 billion split across $6 billion in growth, $1.5 billion in AI apps, $1.5 billion in AI infrastructure, and $1 billion in defense. My word, what a big raise.

I would love to understand: Is this just a new normal of General Catalyst and Lightspeed and the mega-platforms raising like this? Is this different? How did you analyze this news?

David George

Honestly, I thought they were small. What I mean is, I didn’t think it was small until I saw the breakdown of the funds. At first, when we talked about this before, I’m like, “$10 billion. That’s unprecedented,” right?

But when I look at that and the new Sequoia fund—the $200 million Sequoia seed fund—that’s not that big compared to 20VC. What’s the 20VC? 20VC is $150 million out of $400 million or something, right?

Yeah, Ror and Rori [?] is more A and B, but it’s not $200 million. It doesn’t really get you out of bed at scale. And $1.5 billion for AI apps, when you’re investing in ElevenLabs and friends and Replit, doesn’t seem to get you very far.

The seed funds and the AI fund for Sequoia and Andreessen were smaller than I would have expected in today’s insane world, where even $50 million at a YC Demo Day could be a low valuation. I wasn’t expecting that.

No, I thought it—look, step back. Is it the new normal? Yes, it is. The business model that Andreessen and a couple of other firms have brilliantly pursued—this is the world we live in today, and as investors, will live in for the next 4 to 5 years, right?

Somewhere down the line, you’ll either have that it works across a cycle, and then this will be the norm forever, and you could envisage a world where this is a little like where venture becomes more like investment banking, where there’s Goldman Sachs, JPMorgan, and the rest of us are boutique players, right?

Or the other thing that could happen is the returns from the bigger funds are slightly disappointing, and there’s a little bit of a tilt back to more mid- and small-cap venture. But this is the dominant modality today. This is what top-dog venture investing looks like: this kind of scale, this kind of dollars at work. There are 4 or 5 other firms doing this.

Harry Stebbings

Is there any excuse to say that I can’t compete with Sequoia? I mean, scale can outbid them.

David George

I think you can compete with a $200 million seed fund or a $1.5 billion A/B fund. I think you can compete. I agree that the sentence, “I can’t compete at seed with Andreessen because of check size,” doesn’t make sense, except in one very derivative way, right?

Because I agree, at the end of the day, someone’s raising $10 million, and you have $10 million, the other guy has $10 million, and of course, right, there could be one—there are 2 arguments against what you’re saying, though, right? There are 2 ways in which the fact that one checkbook comes with $10 million out of, let’s just pick it, a $400 million fund, and one checkbook comes with $10 million out of a $10 billion colossus—

Rory O’Driscoll

Right? Let’s just say there are 2 ways in which the colossus has an advantage. The first is that they can literally decide they’re not pricing this round; they’re buying an option on the next round. If Harry’s trying to make his money on seed and they’re simply trying to set themselves up to make the money on the Series B, they can, by definition, pay a higher price, because any option always trades higher than the intrinsic value of the asset in question by virtue of the time value.

So they can pay a quote-unquote stupid price because they have a different model. The second way they can win—and I’m really internalizing this now—is the wall of news. At the end of the day, when you have a $10 billion fund, you always have shit going on. You don’t talk about your bad stuff, but provided you’re modestly competent—and these guys are far beyond modestly competent; they’re extraordinarily competent—you always have some good news in the portfolio. You always have exciting things, and you’re probably going to be in some winners.

Harry Stebbings

I don’t buy the wall of news anymore.

Tim Ferriss

What? Okay.

I’ll tell you why I don’t buy a wall of news. I’ve learned this first from Dr. Harry Stebbings, and now I’ve learned it from others. Harry’s in some great, great investments that he quietly but relentlessly reminds us of—the complexities and the, how he says it with his British accent. How do you say “more” in British?

“Mur.” He elongates the vowel or something like that, right? And he tells us all the great stories. What I’m saying is, you can get coverage. You don’t have to write $10 million checks to be the with-participation fund guy. You really don’t. The scale could do 50 deals if it wanted, with participation from Rory from Scale, who we love from the pod.

So, I think the option thing is a bigger deal. I just wonder, if you have a $200 million seed fund at Sequoia, how many options can you afford before your whole fund is options? That’s the question. The one thing I will say is that the with-participation thing does not work for publications, and this is very in the weeds and granular. With participation, playing in rounds with smaller checks does not work unless you have an existing brand. For a random tier-two or tier-three firm, if you were to do with participation—not the TechCrunches, the big—

Harry Stebbings

You have to end the fifth paragraph—

Rory O’Driscoll

No, they honestly don’t. They really don’t. And so, yes, we do—

Harry Stebbings

He has a following now after this pod. He’s got a pretty big following. Rory now would be—

Rory O’Driscoll

Even if I did—which I would stop; it makes me cringe—but even if I did, you’d be proving my point. What you’re basically saying is that Rory can win a deal not because I’ve grafted for 30 years and returned, frankly, billions of dollars to my investors, but because I’m on a shit pod.

If that sentence is true, let me finish. If that sentence isn’t true, then 100% Marc Andreessen was right all along. He said it’s not. I don’t think, in the end, investing is a media business. But I do believe that—and I’m going to give them enormous credit—I admire people who pull off a strategy, articulate a strategy, and pull it off.

They tilted the table with their media strategy. Here I am on this podcast, in my little, tiny, humble way, trying to say, “Okay, this is the new game, right?” So I do disagree with you, Jason. I think the wall of sound is a combination of the $10 billion, the media presence they generate, and all things. I think, at the margin, the bigger funds are harder to beat. You just have to say that it’s not by any means impossible.

But what I’m saying is, I think Andreessen Horowitz’s $10 billion raise—and, by the way, I think the structure of it actually also makes sense: the 3 different individual funds and then the growth fund. It makes sense, I think, both for structural investing reasons and probably also for human capital management reasons. You can give your chief lieutenants each a little fief where they can feel in charge, which is a good way to keep them.

I think the strategy works, and as I said, provided the long-term returns are there, in terms of tilting the field of play in their favor, I think it’s been successful.

Harry Stebbings

I would argue, actually, that there are massive advantages to them. I get you, Jason. We’ve got $275 million for a Series A fund versus their $1.5 billion. That is a lot more money for management fees to pay great people. That is a lot more carry. That is a lot nicer office space, which founders do get wowed by, like it or not. That is a lot more events to host where you can have serendipity.

There are a lot more things that I think scale and AUM buys that do increase.

Tim Ferriss

One of my favorite expressions is from the Russian Red Army: “Quantity has a quality all its own.” In other words, when you want to take Berlin, at some point what you do is just get 2 million people willing to die and march them forward.

Andreessen Horowitz is the Red Army of the venture industry now. They got the $10 billion, and they’re going to march it forward.

Harry Stebbings

But listen, we can move on. Here’s my point you guys didn’t address. Of course it’s $10 billion. It’s $10 billion of 30% carry, $10 billion of 2% fees, and $10 billion of all this. But when you break apart the funds, I really don’t think Sequoia having $200 million is that different from what Harry has.

I don’t have $1.5 billion for their AI app funds. I think it’s only twice the scale. I just don’t think air cover is an excuse. You have to work twice as hard as they do. That sounds right. You should have to work about twice as hard, but it’s not really $10 million in a billion. When you break the funds up, it’s not.

Tim Ferriss

I agree with that. You do have to work twice as hard. I totally agree with that. But, as a comment here—and again, I mean, hard-nosed as a comment—the definition of a good strategy is if you have a strategy that doesn’t require you to work that hard. Therefore, by definition, having $10 billion is a good strategy.

I think the interesting thing, and we said this before, but my bigger concern is that the only people for whom this might be a net negative are the LP investors. As I say, we don’t know that yet. Maybe it’ll be a wildly successful strategy, in which case it will run the table. Or maybe it’ll be modestly successful, in which case, in 5 or 7 years, the LPs will start going, “That latest-stage fund gives me a good return, but it’s 12% or 13%, and maybe I could get that in the markets now that there are more IPOs. Maybe we should just throttle back our allocation.”

Some version of that. But until something like that happens, for every other player in the market, having $10 billion is better than not having $10 billion. That’s where the game is.

Harry Stebbings

I also think, for everyone listening, they don’t often understand the stapling that is required to be in these funds. If you’re an LP and you want to be in the early-stage fund, very often, with top-tier brands, you have to put in 2 times that into another fund to get that $1 in the other. You don’t get your pick of which fund. Very often, you have to be across all of them.

Tim Ferriss

Yes. When you see that, you realize that, intuitively, leaders of venture firms understand the concept of bundling at their core. Bundling and rent extraction are fully understood.

3. Mercor Raises $350M at a $10BN Valuation

Jason, you said something about this company, Mercor—I think it was. I think it might be a 20VC company, to be fair. They announced yesterday they’ve raised $350 million at a $10 billion valuation, led by the person who led their last 2 rounds at $2 billion only 8 months ago, which is Felicis.

This company has gone to $500 million in revenue faster than anyone else, I believe, in history. I think it was 17 months. Again, this is not bias—I hate freaking biased shows. I sometimes listen to them. A lot of people say it’s not real revenue; it’s GMV. I want to hear how you guys felt about this round and the speed of revenue acceleration. If it’s real revenue, I want your thoughts.

It is quote-unquote real revenue, in the sense that they ship things and get paid. GAAP requires you to book it as revenue. Maybe step back and give people some context. What Mercor does is provide humans with specialist knowledge, and their customers are the large foundation-model companies.

They bring this human talent to bear to help the foundation-model companies train the models by providing human feedback. People would have heard of RLHF, reinforcement learning from human feedback. These are the humans that do that.

If I’m OpenAI and I want to teach my latest model how to do advanced math, what I need is a whole bunch of doctorates and PhDs who understand math and are available to pose questions to the model, judge the model’s answers, and give feedback on which answer is correct and which answer is not.

By doing that, by giving this human feedback, I think of it as pounding the model into submission, where it eventually says, “Okay, I’ve learned this shit,” by adjusting the weights. That’s what’s going on here, right? It’s an astonishing amount of training.

We think of this all as happening in NVIDIA GPU chips. There’s an astonishing amount of human training that is required to make these models work.

Harry Stebbings

Right. So that’s kind of the market these guys are playing into. Scale AI, which was partially acquired by Meta, is in the same broad market.

Mercor has done an amazing job because, 5 years ago, as Jason said—I love the expression—we were labeling cats. You had people, often overseas, charged with labeling cats and not getting a lot of money. I think Mercor realized that the market today is not labeling cats. It’s, in fact, answering complex physics questions, math questions, and bio questions, because the models know how to label cats now. What they need to do is reach the outer edges of human knowledge.

It’s a very different set of humans that you need. Mercor did an amazing job of assembling all these high-end folks and making that product available to the model companies. That’s what they do. In that context, the growth rate isn’t surprising because these model companies have grown faster than any company in human history.

They’re spending $300–400 billion on compute. They’re probably spending $3–4 billion on RLHF, and they were spending zero 5 years ago. It’s an explosive growth market. It didn’t happen in a vacuum; it happened because our customers want their stuff.

I’ve spent quite a lot of time in the market, which will surprise you, Rory, to hear—that I’ve been thinking about markets more deeply. It all started with talent acquisition: if you got the talent and could provide it, fantastic, we’ll pay you. That’s pillar 1. Pillar 2 is data acquisition: you provide it to us; we don’t extract it. You provide it to us, and then you measure the quality of it, too.

Now we’re adding the third pillar, which is the implementation layer. We now expect you not only to do those first 2 things, but also to implement them efficiently and make sure our models get off the ground more effectively. With that, you also see increased pricing and the willingness to spend much, much more from the model providers.

The other thing I will say is that you have a concentration of buyers unlike any other industry. 2 buyers are 50% plus of every one of these labeling providers’ revenue. There is real revenue concentration there. They’re high-quality customers, but you do have that dynamic as well.

David George

Agreed. That was well put because it actually makes it an interesting question from an investing perspective. On the one hand, there’s nothing better than a customer who has an urgent and compelling need, who’s well-funded—we just agreed they’re well-funded—who wants you to grow with them and wants you to help them get a bunch of stuff done.

What you’re saying is exactly right. OpenAI and all these companies had simple requests 5 years ago. The more the complexity goes up, the more you meet that complexity as a vendor. Mercor has done that in spades. The more revenue they’re going to give you, the more they’re going to be shoveling money at you because you’re solving their problems.

They’ve got a lot of shit to solve. They don’t need to be thinking about this. “Mr. Mercor, if you can make this go away and get me 5,500 doctors, this data, and this answer, and integrate it into our system, I will pay you money because money I have in spades. Time I don’t got.”

Rory O’Driscoll

For sure. But I’ve got to imagine you guys—and especially Harry—would know better than me. I don’t think it’s stress-free. I have a portfolio company that was doing a vaguely similar attachment to a large AI business model, where the contract was growing to 8 figures. That renewal was stressful AF.

Harry Stebbings

Yes. [Laughter]

David George

Nobody, once you get to 8 figures, says, “I know these guys have more money and time than engineers.” There’s a point where you turn around and say, “Maybe we should do a little something ourselves.” OpenAI is building its own chips. I’m not saying this happened at Mercor or Scale AI; I’m just saying Harry’s point about having to radically go up the value chain means more revenue but also more stress.

I don’t think anyone’s just shoveling money at Scale AI and Mercor without even thinking about the margins.

Rory O’Driscoll

I totally agree, and that’s what makes your venture fun and challenging: you’ve got 1 enormous positive, a great big, honking market growing like a weed. You’re exploding, and then you’ve got 2 negatives.

The first is that your margin profile isn’t amazing because the gross revenue is $500 million, but you give 70% of it to the doctors and mathematicians who are doing all of whatever it is. Some percentage—I’m not going to speculate. The second fact you have against you is massive customer concentration.

At some point, they’re going to say, “I’m giving you $200 million,” which means you’re making 30% on that—$60 million. Hell, maybe you do it for $40 million, right? From a long-term value-extraction perspective, you prefer to be OpenAI and have 800 million customers rather than be Mercor and have 2.

When you look at those positives and negatives, what you say to yourself is that this is fundamentally a bet that the AI capex train will keep running for 2, 3, or 4 more years. If the AI capex trade slows down and OpenAI is only—

Enough is 2–3 years at least. You’re right, Jason—at least 3–5 years. In other words, it’s a permanent new thing in growth because OpenAI isn’t going to focus on getting efficient until it’s dealt with hypergrowth.

As long as it’s not getting efficient, you probably can lean in. If it slows down, then the positives—the growth rate—go away, and all the negatives come back to bite you. If you were to say to a public-market or hedge-fund guy, “Find me a bet that has the maximum exposure to hyper-AI-capex growth,” this would be right up there with Nvidia. I’d say, “Yeah, I like this risk, man.”

Harry Stebbings

If you’re doing this at $10 billion, what are you underwriting it to? What does that math look like?

Rory O’Driscoll

As we’re going to discuss later, you should be underwriting anything to a 3x. You’ve got to be at $30 billion to make it worth your while. At $30 billion—even at 5x revenue—my God, that’s $6 billion. You’re underwriting a lot of training data. That’s a sobering thing.

Harry Stebbings

In the short term, though—in the short term—

David George

If they’re at $500 million at $10 billion, growing at an unprecedented rate, we’re all ignoring gross margins in 2025. It’s only 20x revenue. This is actually where we’re seeing revenue compression, right? We talked about this with Cliff and others. He doesn’t like the revenue compression at Canva, right?

Where this 20x ARR was—was your last deal lower than that, Harry and Rory? Higher or lower than 20x ARR on the last deal you did?

Harry Stebbings

It was higher and higher. [Laughter] And, Jason, you’re exactly right. You actually said something else there that was really insightful. Your comment is that there are 2 modes of thinking about an investment.

There’s 1 mode that says, “Pencil me out the next 5 years. How do I think about the end state? What market do I have?” And therefore, what return are you underwriting? I think if you assume 5x revenue and you want to be at 3x, you’re underwriting $30 billion, which means $6 billion in training revenue. That makes a man pause.

On the other hand, you can say it’s growing 5x, and if the multiple just stays constant and it grows 5x for another year, I’ll be 5x up. In fact, that’s just what happened on the last round. It was at $2 billion—I don’t know—at $100 million, and now it’s at $10 billion at $500 million.

Near-term revenue traction is saying to everyone, as long as this keeps happening, you can go quickly. When you look back now, we’re talking about whether it’s worth $10 billion, but go back and give them credit: you look at the $2 billion that somebody paid 6 or 7 months ago, and you’re like, “Oh my God, that seems cheap,” because they’re at $500 million already.

When hypergrowth happens, it’s tempting, and it often pays, to lean into that growth. The Anthropic round at $67 billion earlier this year now looks dirt-cheap. If the hypergrowth comes at the size of growth we’re dealing with now—which is, to your point, Jason, triple, triple, double, double—I don’t know what the word is, but if you grow 5x or 7x, you can grow into almost anything.

This whole thing, top to bottom, is 1 big-ass bet on AI-capex hypergrowth. As long as it keeps happening, I don’t want to quote Chuck Prince, but we all know the quote.

David George

No, we don’t. You were young then, Harry. Chuck Prince famously said in 2007, in some version, “As long as the music is playing, you’ve got to stay on the floor and keep dancing.” It turned out you should have sat down and not danced anymore, obviously, given the way 2008 happened.

In other words, when things are working, everyone just tends to lean in.

Harry Stebbings

Well, when things are working, everyone just tends to lean in. Maybe Ramp is a fundraising machine. They raise every few months.

Rory O’Driscoll

Yeah. I mean, every—it’s nuts. Reports say they’re raising a new round at a $30 billion valuation, reportedly. What are they doing with all the money? Do they need it? Is this a game of customer acquisition and brand? Do we just do rounds now to continuously stay relevant?

To Jason’s point, we talked about this a few weeks ago on the last raise, and I have nothing to say that I feel like I didn’t just say in those comments.

David George

Yeah, there does appear to be a combination of insane demand for the product, for the company, for the stock, and an ability to use that to create this aura of inevitability. To some extent, as I remind you, this is more than most companies: this is one where constant growth requires lots of capital because you're in a capital-advancing business.

You probably have—every dollar you add of revenue takes $5 of capital because you've got to finance purchases, because you're effectively recreating Amex. So it may well be—I haven't seen the numbers—that there's a larger demand for capital here than the average deal, right? I'm sure they can leverage some of that, but if you're going to $1 billion, you probably have a $5 billion balance sheet. I remember doing the math at one point in time. So if someone's lending you $4 billion of that, they're probably going to want a $1 billion equity cushion.

Going from $23 billion to $30 billion, I don't even consider it an up round. It's not enough. Let's say I'm a seed investor. I've probably had a ton of dilution. So, let's imagine I'm down to 2%, which would be great. I have a $400 million position at the last round. Right now, it's worth $480 million with dilution after this next round.

I mean, it's a lot, but it's not doubling my position like a classic round is. These little rounds—$22 billion, $25 billion, $30 billion—and then, with a lot of dilution—not maybe at Ramp, but with a lot of AI companies—you could see 10% annual dilution in these companies or more. You might go from $22 billion to $30 billion and have the same price per share. It's possible, right?

I just don't really care about these micro-step-ups that look great. You're like, “$30 billion.” Well, if the last round was at $10 billion, impressive, right? If the last round's at $3 billion, like Mercury, impressive. Here I'm like, “Meh.”

Harry Stebbings

That's cute, but I'm pushing back for real.

David George

For real. For real.

Harry Stebbings

No, I know it's for real. I know you.

David George

But another spin on what you're saying is, with the exception of the new AI companies, that probably is the kind of IRR you should expect to get in a mature growth private company, right? Remember, one of my insights over the last—I mean, sometimes I just realize the obvious—is that there's really early- and late-stage venture, and then there's venture for companies that already could comfortably be public.

I think we need a different word for that. It's not even late-stage; it's private-as-public. It could just as easily be a small- or mid-cap stock at this point in time, public, right? You don't expect mid-cap stocks to gap up 3x in a year. You expect the overall market to go up 11%; the best companies grow 30%–40% year-on-year.

So I look at this and go, there's no reason to assume that the return to the stock should be different just because it's held in a different corporate structure. The company is the company, independent of whether it's public or private.

The reason I mention this at such pedantic length is I think, as you think about these late, super-late growth-fund things, the return they will realistically get, absent the AI lift, is some version of the small-cap, high-growth public-market return, right? For those guys, because you're going in, Jason, with your venture rule of thumb—and even on a late-stage company doing $50 million, going to $100 million—it should be that 2x–3x step-up, financing event to financing event.

When you're doing $1 billion, you're near profitable. You should be public. You're going to see these much smaller percentage step-ups because you really are in a different asset class. You're public stocks hiding in private, which is why Stripe's most recent change was from $91 billion to $110 billion. It's the same kind of thing, right?

But you just said we're still underwriting. Harry asked you what we're underwriting to. You said at least 3x. So if I'm going to underwrite to 3x and I did the last round at Ramp at $23 billion, it's not really getting me to my 3x.

Rory O’Driscoll

No, listen. You are, dare I say it, confusing on your pronouns, right? You said we're underwriting, or you're underwriting, to a 3. I'm trying to underwrite to a 3x.

David George

If you're running money and doing companies at a $30 billion pre-money valuation, you're probably not underwriting to an overall 3x on your fund. Now, you might get—let's be fair—the most iconic company of its generation, OpenAI, will give you a 10x.

But I don't think you are underwriting to a 3x when you're doing ultra-late-stage, billion-dollar revenue run-rate, $30 billion valuations, and you're definitely not underwriting to a 30% IRR, right?

I'm with you.

Yeah.

Rory O’Driscoll

Well, listen, my only meta point is—and Harry's made this in the early days—the massive dilution at Anthropic and others, right?

Harry Stebbings

Totally.

David George

I'm just less excited. I found that the things that move the needle for my little portfolio—some of these headline rounds don't always do it. It's not always that simple, right? It could be years have gone by. There could be massive increases to the round, massive dilution, and you might have forgotten that the last round was pretty high, too, back in 2021.

You might even be flat or down. It looks great, but they're not always as sexy for the IRR or the markup as you might expect. That's all.

Rory O’Driscoll

I, by the way, totally agree with that, and I think that's because you're busy trying to turn $10 million into $100 million or $200 million, but there's someone else out there who's very happy to turn $1 billion into $2 billion.

David George

Very happy indeed. And it's going to make more money than you, just to make it even sadder, dude, right? Way more money. And keeping your IRR above 40% is not easy in the later life of a fund. It gets really hard, right?

Rory O’Driscoll

Agree. But for those guys, again, I go back to—and for those guys, a different game. So, yeah, the 2 biggest changes of the last 3 to 5 years have been the advent of what's happening in AI and the transformation of the late-stage and IPO marketplace to this ultra, ultra-late stage, where companies are way beyond the IPO threshold and still private. Those are the 2 biggest changes in the game.

I completely agree. And on the second, I go back to actually Jason's point on the modest size of the Andreessen funds, because when you take the $6 billion growth fund—minus fees, you're at $4.8 billion—you've got 22 $200 million checks. It's not that much. It actually feels very reasonable in terms of size.

David George

To their credit, in that chart that went around, they did do a good job of recycling.

Yes.

They did an excellent job of recycling.

And recycling is good. So we can assume they get the full $6 billion out, but fair point. It's not a lot of checks.

4. Spray and Pray: Does it Work: Data Breakdown

Harry Stebbings

David George is very, very good. I'm always impressed by him. I want to move to spray and pray. There are different models of venture. You can be concentrated, or you can be spray and pray. Spray and pray, for those that don't know, is obviously having a broadly diversified portfolio, investing in lots of different companies rather than a few with more money.

There's always a question of whether spray and pray works. There was some data released by Carta. What did the data say, and how do we think about spray and pray today?

Rory O’Driscoll

I disagree. I read the data. I also read, Jason, your blog post on disaster, and I think your characterization of spray and pray is wrong, to be very direct. I think the data was awesome. Let's start with the comment: the Carta data was awesome and very pleasing.

Stepping back, what it told people—for listeners—is they looked at all 547 2018 Series B investments, and then they did a histogram of where they came out: less than 1x, 1x to 2x—

Harry Stebbings

Oh, that was Series B.

Rory O’Driscoll

So, 547, and then 18% of them were greater than 5x, about 10% of them were greater than 10x, and 1 deal—Figma—returned 100x, right? That's a pretty sizable chunk of information. What's it telling you?

I found it really interesting because, in fact, we typically do A's and B's, and I was very happy. By the way, it was exactly what the distribution for our fund model—we think—has to be, which is 30%. They were actually 35%; we would have said 30% less than 1x.

We do wider buckets: 1x to 5x, 50%. They broke that into 2 buckets, and greater than 5x, 20%. So the distributions on 547 deals match pretty much what we're saying, right?

That's a long answer. So if you hit those 3 buckets correctly, the blended return—I know it from our fund model—is 3.7x gross, 3x net to the LP, right? So if you look at that business, if you look at all those things, and you get enough slots in the buckets—in each of the buckets, the good buckets, the 5x bucket and the 10x bucket—you end up with a 3x net to the LP.

So the first piece of good news is, if you do it right, the return was available to you. The interesting thing is, to your point, is the right strategy spray and pray, and I don't think that's what it—and that's why I was jumping back on it—I don't think that's what it said.

I think it says you have to pick very carefully because, obviously, if you do a lot of deals—I mean, Jason picked on the negative. Looking at the same data, Jason picked on the negative, which is two-thirds of all deals are less than 2x, which means they just don't help.

Harry Stebbings

Correct, Jason. That was the point you made in the blog, right?

David George

Yes.

Harry Stebbings

And what it says is that picking is so important.

David George

But did it say that?

Harry Stebbings

I know you didn’t say that, but I think the data says that.

David George

But first of all, you’re right. To me, the data was shocking as someone who is a concentrated investor, because this is scary risk for me, but it did blend out to 3x net. Plenty good, right? So, you’re right. At Series B, everyone thinks they’re a great picker, don’t they? This isn’t pre-seed. Everyone’s a great picker at Series B, right? So, does everyone have the same log-normal distribution across these deals? I don’t know.

Rory O’Driscoll

No, they probably don’t. I wouldn’t say everyone. I’d say 3 things: everyone thinks they’re a great picker, not everyone is a great picker, but the third sentence is you have to be a great picker to win, right?

Because if you look at it, you kind of articulated those 2 strategies. You can, again, be faced with this opportunity set of 547 Series Bs in 1 year. That’s a very clear data point, right? I think if you don’t pick, if you’re not a good picker, you will end up with more.

Remember, Jason’s a different set of buckets, but his buckets are more scary. He said 2/3 of all these deals are less than 2x. If you skew, instead of 66%, 75% or 80% in that less-than-2x bucket, your math doesn’t work. It’s not that hard to be that bad because, on average, it’s 66%. My point is that it requires a fair amount of discipline and picking to pull this off.

I don’t think the spray-and-pray strategy would work here. It might work at seed. I’m not as familiar with seed, but here the cost of spraying just gets too high. The picking doesn’t work. The only way it doesn’t—and I can see Harry doing his “I don’t agree” face—is that I think there are actually 3 approaches: there’s picking, there’s spraying, and then the third one, which someone big like Andreessen can do, is optioning.

5. The Role of Option Checks Venture Capital

David George

Right? You can spray if you have option value, if you’re just doing options. But if you spray and that’s the only way you make your money, the probability of being wrong is just too high.

Harry Stebbings

So, that’s exactly what I was going to say, which is actually in reference to an amazing graph that was released a month or so ago about seed bets by multistage firms. Andreessen did 72 seed bets, compared to Sequoia at number 2 with 27.

Exactly to your point there, Rory, you said you can’t win without being a great picker. I’m not saying Andreessen aren’t great pickers. I’m not saying anything against them, but you can if you have 72 option bets.

Rory O’Driscoll

Agreed. There are 3 strategies: spray, picking, and optioning, right? To do the optioning strategy—and the beauty of when you can option is that you can afford to spray more. Optioning allows you to spray more, right?

No, I think it’s super clear at every stage. Again, it goes back to structure. Once upon a time, you thought seed was all about option value and anything beyond that wasn’t because we were dealing with gargantuan sums of money. It is now plausible that, for some people, As and Bs are partially options.

Really, if you’re going to deploy $200 million in the growth round, you don’t want to be totally slipshod at the A and the B, but you can think of it as more option value, right? That is absolutely a superpower that a wall of money gives you, right?

I can’t afford to do that because most of my money goes in on my initial round. At most, 50% or 60% comes in follow-ons. So, I can’t afford to be wrong on 2/3 of my money to be right on 1/3. That’s not going to make me a dollar, right? So, poor me, I’m stuck having to pick.

Harry Stebbings

Does the ever-expanding size of the outcomes we’re seeing today favor a spray strategy? Before, $30 billion was an insane valuation for a company. Now, we’re kind of like, “Meh,” with Ramp, $10 billion with Miro, and we’re not blown away by it. The outcome sizes are getting so much bigger. Does that not favor a spray strategy?

All that you need to do if you’re early is get into the winners. Who cares—not who cares, but $500,000 or $2 million, it doesn’t matter. Spray the $500,000, because the only thing that matters is Miro and Ramp, and everyone is in yours.

Rory O’Driscoll

No, because what you’re doing is taking a plausible theory and extrapolating it to the point where it no longer holds true. You can spray as much as your bankroll will allow you. The more bankroll you have, the more you can build up option value.

Well, step back. You could be talking about 2 things, Harry, and you’ve got to break them apart. Are you saying simply spray because I’m not going to make my money on follow-ons, but it’s the seed argument? I have to be in the very best deal, and I have to cover wide versus concentrated to do that.

Harry Stebbings

Mhm.

Rory O’Driscoll

Right. That’s 1 thread. The separate thread would be: how much easier is the spray constraint if I also have option value at the back end, right? That’s easier. There’s no doubt. The more option value—let’s agree on the following: the more option value you have at the back end because you have a $10 billion fund, the easier it is to spray because you can amortize the cost of the losses over the 1 winner, provided you get to stick $500 million in the winner. The rest is noise.

Harry Stebbings

Mhm.

Rory O’Driscoll

But if you’re a seed fund and you’re David Tisch today—and he won’t mind me calling him out—he explicitly does, respectfully, spray and pray. He does 50-plus companies in a portfolio with low ownership, but he is in some of the biggest companies, including Ramp, consistently.

Again, going back to the Carta data, what I like about Carta is it’s actual data, not words. There were 547 Series Bs in 2018. I’m going to guess the graduation rate is probably about that, which implies 800 As. That probably implies 1,600 seeds.

So, even what you are pejoratively calling “spray and pray” is doing 50 deals out of 1,600. There’s still a huge element of picking involved in that. The only people on the planet who have a structural business where they can deemphasize picking because they can write option checks at scale is Y Combinator. They have a structural advantage in terms of their economics. They are the only people who’ve built a mass-production seed business.

But for everyone else, if you’re trying to pick even 50 and there are 1,600 places, right? We know that at the B, only 500 of them get to the B. There are 1,100 places to put that money. That doesn’t work out.

It’ll always be true that if you pick the single largest outlier in any vintage—if 1 of those deals was Figma, where the B made 100x, so probably the A made about 200x and the C probably 400x or 500x—I don’t know, right? Of that order of magnitude. The numbers are available.

Even if it’s 300x, if you did an index and did every deal, you made a 0.3x. If you did all 1,600 deals equally, it’s only a 0.2x return. You understand what I mean? If you put $1 into everything, your Figma check doesn’t, quote-unquote, return the fund.

If you did the whole industry, maybe OpenAI would. Maybe there is 1 deal so big that it would literally return the vintage, such that if you just bought the entire vintage, you’re good. That probably happens maybe once every decade or 2. Most of the time, even at the seed stage, if there’s not an element of picking to it, you can’t just say spraying is my point. There’s an element of picking up and down the stack.

Harry Stebbings

It’s funny. I was more on the Jason headline: only 1 in 3 deals double investors’ money, per Carta deal. That’s sobering. It makes you remember how much of this business is disappointment.

You remember your deals. You remember your 10x’s and your 15x’s and your 20x’s, and you just forget. And I think, actually, the best investors—

David George

Just learn to become numb to it, Rory.

Rory O’Driscoll

I don’t. I get all sad. I’m a bit lame. I had a shitty outcome this morning, and I’m really upset by it.

Harry Stebbings

Yeah, you get vested.

Rory O’Driscoll

Well, you know, I had the worst, which is when a company gets bought by another company and you get stock at some insanely high price.

David George

That’s not the worst. No, the worst—let me, dude. The worst is you’re on the board, you try to sell the company, it doesn’t close, you’re on the hook for shutdown costs, and you have to wire $300,000 or $400,000 just to pay severance costs, which you should do as a board member and you’re probably legally obliged to do, and then write that money off straight away because you waited too long. That’s the worst.

Harry Stebbings

Wow. I thought my day was bad. That’s perspective for you, kids.

David George

That’s why I just do everything on a SAFE. I have no rights, no visibility, no financial statements, no understanding of anything. But if it goes south, I could just ghost them.

Harry Stebbings

Are you serious, though, Jason?

David George

What?

Harry Stebbings

About just doing everything on a SAFE?

David George

No, but the SAFE does have some comforts. I do like the post-money cap as a seed investor. I don’t have to worry about the pool or other things. And I like the fact that it’s a medium commitment.

It’s like I’m not the only guy. I don’t always love being the only guy on the cap table, the only director. The SAFE is like, “Listen, I’m only sort of committing, guys.” Good luck to you. If it goes great, I’ll invest some more. If it doesn’t, I’ll write cheery responses to your monthly updates.

But you didn’t ask me to get married and commit, so I’m not committed.

Harry Stebbings

You think I'm joking, but the stuff Rory talks about is awful, right? This end-of-life stuff, or a decade of a struggling company where you're on the board. I'll take the SAFE over that—the unsafe SAFE—because the commitment is low. Founders should be founders: if you're going to raise on a SAFE, you can't expect too much.

Speaking of commitment and marriage, I'm really intrigued to hear your thoughts on this one, Jason, because you've said, “Oh, I encourage founders to sell. I encourage founders to sell when the offer comes in.” So, there's no regrets?

Synthesia, one of the hottest, fastest-growing AI companies, is now at $150M in ARR. It reportedly turned down a $3B offer from Adobe to be acquired, and it's going to be raising a new round at well north of $3B following this. Jason, if you were on the board, would you have told them to sell for $3B?

David George

I mean, yes. I'm not saying it's the right decision, but, one, he's been at it for a while. Synthesia is one of these stories, like Replit and Vercel, that blew up with AI, but it's a journey, right? There is competition, and it's been a while. I would tell him to take it unless you're 100% sure you're going to build a $20B public company, a $10B public company. And if you are, do it. I like to stress-test it, right? I'm not saying that's the right thing to do, but I want to be the guy that gives that advice.

Harry Stebbings

$10B or $20B? Those are 2 different outcomes.

David George

Even $10B is not really worth it for a founder. It is worth it for the VCs. Accel gets another play, right? $3B to $10B for Accel. Here's the issue: $3B to $10B for Accel is a huge difference, right? So, let's say they own 15%. Out of a what, $450M fund? Who knows? Let's make it up, right? Instead of a 1x fund return, it could be a 2x or 3x. You make that bet as a VC all day long, right?

For the founder, let's say they own 10%. What the hell's the difference? There's no difference. We've had billionaires on ours. You've had billionaires, Harry. I don't think Jeff Lawson would be living a better life with half the money or twice the money. It's the same dude. There is a weird disconnect between $3B and $10B here for VCs versus founders, because 1x your fund to 3x—that's a lot more carry.

Harry Stebbings

So, I would say with Accel and Index, you're absolutely right. They'll absolutely take the risk for another turn because they have the luxury of doing so. They don't need to return cash to LPs in the same way that maybe other managers do. If you are not a tier-one GP, though, you will want to provide DPI to your investors.

David George

I don't believe that. I don't see it. I've asked my LPs. I've asked a few others. If you're a strong manager, okay, if you have a track record, and their goal is not a 3x seed fund, but if they really want 5x or north from you, the game is you've got to keep playing another card.

No matter what they say, I've asked my LP. I guess it's a small set. “Do you want more money back?” I even asked my most conservative LP, like a university endowment that isn't that big, that is small, right? It has stress. I ask, “Do you want your money back?” I mean, with a gain, they're like, “No, we're just telling you we're really worried about it. We really want DPI, but we don't want it. We want you to play another card.”

I think if you tell them, “I seeded into Synthesia, and we've got a chance to 3x it,” they're going to tell you to go for it. The fund—we're going to trust the fund manager's discretion here. I just don't know that there's this massive DPI pressure if you have a hot hand. I think there's DPI pressure if you have a mediocre hand, in which case, so what? Because it's not enough DPI.

What's the point of returning 2% or 20% of your fund? Hooray, I got an exit today. I returned 2.1% of my fund. That's not the full job, friends.

The first question really should be—it's actually what Jason said—is, Victor, how do you feel about the business? I admire Synthesia enormously as a company. We tried to contact them; they didn't get back to me. They got the deal done. I'm so disappointed. We have another investment in the space. I love the space. I admire Synthesia a ton and many of the investors there.

I think the first question is: how do you feel about the business? And you threw out a statistic there. They said they're at $100M in ARR when they took the Adobe money in April. I checked, right? If they really have gone from $100M to $150M in less than 6 months, then I can make this conversation really quick. There's no way they should sell, because that thing's exploding, right? It's a great category, and it probably is. That probably sounds right to me.

The other reason I tell CEOs this: I would tell Victor to sell at $3B. It's okay if he says no. I would do it because I wanted to be the guy. Even if it wasn't in my direct interest as a gambler, I would tell him to sell. I want to be the guy that has that conversation with him.

There's another thing that's underdiscussed, and I've had this conversation twice with founders in the last 12 to 18 months in similar situations: are you really an IPO guy? There was one where I loved everything about this company. I loved the founders. I loved everything. There's nothing negative, and I told them to take the offer even though I didn't want them to as an investor.

I told them to take the offer because they said, “Are you sure? You're such a great set of founders, but I don't know if today I see you living the life these public companies see. I just don't see it—the way you have to do it, the constraints, the stress. I just don't think that's what you want to do. So I think you should take the deal, because I don't know if, if it's Synthesia or Synthesia Prime, you're going to get another offer like this before the IPO.”

That's the thing. You have to assume it's IPO or bust. And if you're not that guy, then you're going to bring in an outside CEO, or you're going to—it's just a mess. So that's the question I have: do you really want to run a public company for real?

That's an excellent question, Jason. Genuinely, that is really an excellent question, because you're right. At $3B, there's not going to be a ton of people coming to you offering $5B. You either have to cash out, or persevere and settle down and just become the Collison brothers and compound privately forever, to universal bewilderment, or you have to go public.

And the fact, by the way, that it is perceived by so many CEOs as a pain in the butt is, in my view, the thing about being public that has to change, because what you're doing is allowing this thing to get in the way of people's entrepreneurial ambitions. I think you're right that it's a pain, and I think it's a shame that it's a pain, and I hope it changes.

Harry Stebbings

I mean, I was at this Dreamforce Marc Benioff dinner. It was great, and I saw maybe 10 public-company B2B companies that we know, that have all been on Harry's show, and Rory's invested in some of them. I got some hugs. Believe it or not, I don't give the hugs. I like to get them.

David George

Yeah, some crushing weight there, too. I saw it. The weight of being a public company is so heavy today, right? We could see it when we had Jeff Lawson on, and Cliff didn't have any of it at Canva. He didn't have any of the weight. It's just crushing.

Harry Stebbings

I have Mike Cannon-Brookes on the show from Atlassian.

David George

Yeah, some crushing weight there, too. I saw it. The weight of being the unreasonable man—his co-founder calls him the unreasonable man—the guy who wills things into existence. You could see the weight of that on his face.

Harry Stebbings

And when I look at Ramp and Mercury, these are epic companies, right? But I don't see that weight yet. I'm not saying it's not the hardest job in the world, don't get me wrong, right? But I don't see the deep crow's feet, and Aaron Levie going gray at 28 or whatever. I just don't see that level of anvil-level Wile E. Coyote weight on their heads yet.

That'll go to something about Anduril and capital efficiency. Rory, I just have to ask you: you said there, “Hey, we tried to get in contact with Synthesia. They didn't get in touch.” I've learned over time, if you want to be in Anduril, the next best thing is just to pay the higher price for Anduril, not to try and be in the next one.

You said you've got another player in the space. Why not just be in Synthesia? And do you not think this market takes the way most markets do in terms of composition, with the winner accruing the most value?

David George

I do. I think it's a broad market. We have a very different product.

It's kind of real-time interactivity versus asynchronous avatars. So there's a big difference in terms of the interactions. A company called Tavus, basically: instead of pre-recording an avatar saying something or having it be real-time, you actually have real-time interactivity with the avatar. Right? So, at a high level, it's the same conceptual trend.

Harry Stebbings

But I agree, because we looked at a Synthesia wannabe at the time. I'm not going to mention the name, and we decided Synthesia was the one. I'm not—you're not in the business of doing modest number twos.

David George

Agreed.

Harry Stebbings

So you're playing the broad trend in a different part, in a related but different market.

David George

I agree. You never want to do the number one. They wouldn't have me; I couldn't get into them, or they had just raised a round. You had to pay up for the later round. I made that mistake in 2013.

I won't mention the 2 companies. We had missed the rounds that were the typical-scale round for company A. We actually had a chance, with a lot of networking, to do a very late-stage round in company A, or we could do a more normal-scale round in company B in exactly the same market.

These were the 2 most head-to-head companies I've ever done. We did B, we got a 2X, and we didn't do A—we left a 15X on the table. Literally, every time we discuss this at the off-site, one of my partners—I love them dearly—the canonical example has become that decision.

I'm like, "Am I going to hear about this till I die, people?" Right. I know I got that one wrong, but they're right to mention it.

Harry Stebbings

True. Exactly. You never want to do the way-behind, exact-same-category number two if they're way behind. It's just too hard.

6. Amazon's Struggles: How Do They Return to Greatness in AI

David George

Yes, I've made that mistake. I remember the week I got that learning. I can tell you exactly where I was when I took those 2 phone calls. Don't do that.

Harry Stebbings

Okay. We can do Anduril capital efficiency. We can do Amazon layoffs. We can do the Amazon cloud wars or Oracle debt. You choose.

David George

I feel bad for Roomba, but you choose.

Harry Stebbings

Oh, you want to do Roomba?

David George

Kind of. Kind of, because this whole talk is about how everything's up and to the right. Poor Roomba gets an offer from Amazon to buy them for $1.7 billion—

Harry Stebbings

—and then gets blocked by antitrust.

David George

They raised $200 million of debt to finance the gap, and now it's all spent, and they're probably going to go bankrupt. This is why maybe, maybe, maybe you take the Synthesia offer.

Harry Stebbings

I've owned maybe a half-dozen Roombas over the years. It's a tough, tough end to a founder journey, isn't it? Sorry, maybe that's not the story you wanted to pick. You go ahead.

David George

Do you sue the government in that case?

No. I think in the UK it's called Crown immunity. It's hard. I mean, I can't remember, because you can't sue the government. In the UK, you have Crown immunity, where literally the governments are protected from incredibly dumb acts because they're the government. I think over here we have more rights, but still—and I'm winging it here now—I can't remember: If the DOJ blocked something on antitrust grounds, can you take them to court? Those DOJ decisions have been overturned.

I can't remember: In this case, did they take it to court, or did they just decide to fold? If they decided to fold, then you probably can't sue, because you had a statutory remedy and you chose not to take it.

I mean, so again, zooming out for people, the story here is that iRobot had a deal to be sold to Amazon, and the FTC, led by Lina Khan, chose to block that deal because, as I think Benedict Evans said, of an incipient monopoly in the household vacuum-cleaner marketplace. Very tongue-in-cheek.

It was an absurd decision at the time, and it only got more absurd since, because, unfortunately, the poor company—which is a consumer hardware business with all the gross-margin profile that that requires—struggled on a standalone basis and now faces the risk of going bust. It's a horrible and unfair outcome for which the government, Lina Khan, and the FTC are entirely responsible, based on an outdated, stupid, and foolish paper.

There's just nothing but a belief—and a foolish belief—about how things work, beyond doubt. It's also another reminder that there's the whole "how antitrust killed the company" story. It's the edge of the no-politics rule, right, but not past it.

Harry Stebbings

It's also a reminder that when you're going into the M&A process, sometimes the acquirer will pay a multiple that only sort of kind of makes sense—a revenue multiple that makes sense for them, but you couldn't get it otherwise. When you get one of these deals, it's tragic that it died, but you've got to take it. You've got to take it.

If you're Synthesia, you're looking at Wiz and Figma going, "God, do I want to put myself in that potential 18-month waiting period?"

Exactly. By which time, I'll be $400 million in revenue, being acquired for $3 billion. You think you're getting this great multiple—oh, they're paying me 30 times revenue—but the damn thing's going to close in 18 months, by which time you might be down to 10 times, and it's just not going to feel that much. I don't think Wiz has closed yet. I could be wrong. I think it was the crazy one that hasn't closed. It's crazy, right?

If you think about it, everyone's like, "Yeah, you got a 2.5X in 6 months." No, you didn't. You got a 2.5X in 2 years, right? This prolonged antitrust process really is kind of sand in the gears for a lot of these M&A decisions and, at the margin, probably pushes people to either A, push on, or B, in the case of the crazy deals, when the acquirer only wants the people, they do the Silicon Valley acqui-hire routine. But when you're buying the vacuum-cleaner company, you want the freaking vacuums, right?

7. Why IRR is a BS Metric and What Matters More

That duration period, though, is also why I think it's our responsibility as early-stage managers to be much more proactive in secondary markets, because we get cash back way sooner. The age-old thing of a 4X fund over 17 years is the same as a 2.5X fund over 10, and duration matters and time matters.

IRR is king. It's not the only king, because, obviously, back to Jason's comment—he was just sneering at a 4X, because, look, in this very show Jason was saying, "Oh, it's only a 30% IRR ramp from the $22 billion to $30 billion." From an IRR perspective, that looks amazing. So I don't think IRR matters. I actually think, for the record, the formulation of the optimization function is the maximization of the multiple subject to a constraint on a minimum IRR, just to be a total geek here.

Basically, you should know what your target IRR is. Let's just say it's 25%. You want to maximize the multiple, provided you don't dip below 25%. That's actually what you're trying to do, right? So, for example, a 30% IRR in 1 year isn't as good as a 25% IRR for 4 years. But if you hold on too long and that 25 starts dipping to 19, 18, 17, then you've gone to a different place. That is the rule, right?

In the end, you want the maximum amount of capital to invest, and you get that because you're held accountable at the investor level, on the IRR basis. At some point, they're looking at you, they're looking at the public markets, and they're saying, "Risk-adjusted, I need my 20%." So it is the constraint, because it's what prevents money from coming down the spigot to you, but you're actually trying to maximize your multiple.

So the shit is hitting the fan at Amazon before we do agree or disagree: 10%, the largest layoffs in history; 10% of white-collar employees, which is very sizable. They're falling behind in the cloud wars, from 50% of cloud revenues in 2018 to 38% today. Raymond James sees Amazon's AI cloud share falling to 7%. Then we had the outage—billions of dollars in damage. I mean, this was a bad fortnight.

You know what? Maybe it's not fair, but what I was thinking is, contrast this with Sergey Brin coming back to Google and everything else happening. Maybe this was a tough time for your founder to leave and go to Miami. Maybe this wasn't a very stable time to do a transition, right? I mean, Jeff Bezos had a long time as CEO, but maybe this wasn't the perfect age for stepping down. Just before AI hit was suboptimal for Amazon.

David George

Or maybe it was brilliant for Jeff, because you're implying that, had he stayed, all these bad things wouldn't have happened. It's plausible, just given his world's top 2 or 3 entrepreneurial achievements of the last 3 decades.

But it's just worth pointing out what the 2 big problems they have are. The first problem is that, in their retail business, they overinvested for COVID, and now they're trying to replace people with robotics because the technology is there. That's just something that had to be done. That's just more of the same.

In cloud, it's less that their core AWS business has folded up. It's that all the new compute—which is 10X and 20X larger in terms of demand for these customers—is AI-related compute. You neither built something compelling standalone, nor have you partnered—except, to be fair, a little bit with Anthropic—and you haven't found a way to get some of that compute, right? It's not clear.

Harry Stebbings

But he had 4 years. Andy Jassy took over on July 5, 2021. Bezos checked out right at the peak of the last era, when products were frozen in time for a decade, when AWS was the same product for a year.

So were most of the companies we invested in—all 3 of us—in 2021. They were the same products as in 2015. It was a great time to go to Miami, because nothing was changing in tech. Stock prices and revenue were going up, but the products were the same.

So why wouldn't you retire? There's not going to be any change.

David George

Punched out at the top. No, he gets an A++ for marketing.

Harry Stebbings

No, I think he gets an F.

David George

Oh, God.

Harry Stebbings

If he sold his company, he'd get an A+.

David George

That's true.

But my last deal, Salesloft, was in December 2021, at $2.5 billion. That was the last deal of the era. Kyle and the team get an A+ for timing.

Harry Stebbings

I want to congratulate Kyle. Exactly. This is not—

David George

This is not the same. This is punching out of 2021 and not punching back in, like Sergey.

Harry Stebbings

Cynical comment here, but you're right. When you've got a couple hundred billion dollars, my guess is you're not maximizing money. You're maximizing psychic pain and joy. My guess is his psychic joy over the last 3 or 4 years, doing what he's been doing, has been significantly higher than the psychic pain that would have been involved in realizing, one, you've never done a big acquisition in your life; and, two, you've got to do a huge corporate deal in AI to matter.

All those people you hired in 2021, trying to do the right thing for core and expand, you've all got to lay them off. So I don't think it would—

David George

Jassy laying off half his company in 4 years was the right thing. I don't think you even care.

Harry Stebbings

Well, he'll have that chance.

David George

But again—

Harry Stebbings

I mean, Chegg had to bring poor Dan Rosensweig out of retirement to run Chegg after laying off 80% of the company. They had to bring him back. They've got to bring Bezos back, I think.

And to be fair, one thing we shouldn't do here—and you saw a lot of it with Google, too—is overcompensate. If you look at the two, there was a bunch of bad news in 1 day, and it is bad, right? There's a lot going on with the layoffs, but going back to your position in retail, it's broadly good. You're a little schlocky in terms of the shopping experience, but you have dominance because of your distribution, and you're doubling down on that.

You're reinvesting in robotics, you're cutting costs, and Amazon wins in its retail business because it can deliver shit faster than anyone else on the planet, pretty much anywhere. You're doubling down on that, so that's a win.

On the compute business, on the AWS business, your problem is that you're just not relevant in the new world. So knuckle down and figure that out. To be fair, of the 3 hyperscalers in the pre-AI world, Google was able to be relevant because it had its own model. Microsoft went and rented a model from OpenAI, and now the contract is nearly up. They did it to make a lot of capital gain, but they didn't actually, in my view, develop something compelling that they own from it. And you did nothing, so you lose.

They've got a set of problems on the AWS side. They have to get AI-relevant without, frankly, doing what I fear Oracle is doing, which is taking on a whole bunch of subpar economic transactions. They do have a good slug of Anthropic, not as much as Google, which I think owns 14%.

Google owns 14% of Anthropic.

David George

Google. Yes, Google wins. Again, we should be promoting all these corp dev guys. They're doing great.

Harry Stebbings

Unbelievable. I think people forget that. Guys, we're going to do agree or disagree. I've got 3 statements. Tim, you love this. Come on, you can hide your excitement, Tim. It's too much.

Rory O’Driscoll

I hate it.

Harry Stebbings

No. Oh, I know, when the previous hour and a half wasn't—

Tim Ferriss

I did research. That's the difference between us.

Harry Stebbings

Oh, dear. Very fair point. Can't disagree with this.

First one: I would rather own Brex at $13 billion than Ramp at $30 billion. Ramp is at $1 billion in revenue. Brex is at $700 million. They're both around break-even to moving toward profitability, and you've given me all the information except the only information I need, which is the growth rate.

Tim Ferriss

Brex said 50%. They just said they're growing 50% now. I don't know what Ramp is. This is where my cognitive bias—

Harry Stebbings

I'm going to go for Brex because it's lower.

Tim Ferriss

I can't help myself. You think I'm kidding. I can't help myself, for real. If you gave me a great deal at $100 million—if you gave me Ramp at $100 million and Brex at $30 million or $40 million—I'm still going to do Brex, probably.

I could assign a homework assignment that would make this an interesting discussion. We have all the data points we need: the relative size, the valuation, and the growth rate of Brex, right at 50%. The correct question is: What growth rate should Ramp have such that you're indifferent between those 2 prices?

If Ramp is at 100, you probably want Ramp. If Ramp is at 50, you definitely want Brex. It's actually the fundamental question in all of venture: How much extra do you pay for how much extra growth?

If you could buy Brex at whatever it is—$700 million—growing 50% for $13 billion, and Ramp at $1 billion at $30 billion, there is an equilibrium growth rate that would make you indifferent between those 2 prices. It's actually a very fun exercise because it's the core problem you face over and over again in venture: How much extra do you pay for 70% growth over 60% or 50%?

You pay almost 2 to 2.5 times the revenue multiple. How much more growth would you want from that? I'm missing $700 million. I—

Harry Stebbings

This is your job on the show, Tim. You've got to tell me.

Tim Ferriss

Yeah, I know. It's hard to think and talk at the same time.

Harry Stebbings

Keep going. You weren't relying on us for analysis, were you, Tim?

Tim Ferriss

Yeah, I was. Keep going.

Harry Stebbings

Come on.

Andreessen Horowitz deserves the prize for best-performing mega-platform of the last 12 months.

Tim Ferriss

They're going to get the prize. No matter what I say, it doesn't matter. They're getting the $10 billion. That's prize enough for those guys. They'll be fine.

I've been impressed by them. I've invested with them across the board. One thing people often say about Andreessen Horowitz, with absolute respect to them, is that they have so many people, and that almost suggests that they can't all be good. They have so many people, so, whatever.

I have worked across the board with the different partners. They are as good as the partners at smaller firms with 3 to 5 partners, and they have been fantastic. I am a big bull on Andreessen Horowitz now, where I was not before. I agree they've been operationally excellent.

What they brought to the venture business from 2007 or 2008 onward was solving the problem from the founder back, with operational excellence. On that, they've delivered in spades. They figured out what the founder wants, and they've aggregated and delivered it.

I've always said the question was whether the return profile of that would be excellent. I've seen the numbers; they've been excellent. That was the question, and they pulled it off. I agree with you on the human-capital thing, and that's why I think the way they have it is smart.

Obviously, they just lost—I can never pronounce the German name—but a very impressive guy. I've heard him speak. He's going to do his own thing.

They have a constant churn, and I was thinking that even that's okay because they have a platform that transcends. They'll find other good people. They have the little pockets to play with, so they can give you your little information world, they can give Chris his crypto world, and everybody can have their thing.

It's just like investment banks, where you're the second co-head of North America, everyone's got a great title, and Marc and Ben sit at the top and life is good. It's a well-functioning scale machine. The take 15 years ago was that venture couldn't scale, and it's to be determined how far it can scale, but they've scaled it far more than anyone else would have thought 10 years ago. For that, they get a prize.

Harry Stebbings

When we sit and look at Series A, we don't sit and get frightened by Index or Accel or the big European players. We sit and get frightened by Andreessen Horowitz coming into Europe. They're the ones who beat you.

Tim Ferriss

Okay, good to know.

Harry Stebbings

Well, look, I think you want to be in the top 2 choices for a founder at your stage. That's when you win in venture. It would be nice if you're in every stage and every deal, right?

I think Andreessen Horowitz has elements of that today: a top-2 choice in so many stages, from so many types of founders. Y Combinator has that in a sliver, as do others. If you're not, it's just a different game than when you're a top-2 choice. That's what you want.

Tim Ferriss

I agree with you. There's only 2 people who can be in the top 2, right?

Harry Stebbings

Final one: Of all the companies that could be public but are private late-stage companies, I would rather be a shareholder today in Anduril, the hottest, at $50 billion. Agree or disagree? And if you disagree, which would you rather own?

Tim Ferriss

No. One, I'm not interested in the company personally. At this point in life, I just want to do things I'm interested in, to a fault. I'm not interested in building weapons and stuff like that. It's just not my vibe.

Two, I don't go to enough parties in San Francisco because if I did—and this sounds facetious, but you know what? I'm joking. I'm never really jokingly joking, as it does—there's no better brag at a party than, “Anduril, you did it right.”

It's the ultimate Founders Fund brag. It's just the ultimate brag. And if 1 of the psychic benefits of investing is bragging, right? At many levels, there are different types of bragging. There's bragging because I have a sense of worth in my life that I don't have; I'm bragging because I wrote a tiny check, but I'm validated in my soulless job. There are so many levels of validation, but I just don't go to enough of those parties since 2020.

So if I did, I'd want to have that one on my chips to talk about at parties, but I don't care. And I'm not into bombs and weapons, so I'm out on this one. [snorts]

Harry Stebbings

The amount of self-knowledge embodied in those last 2 minutes from Tim is just stunning. I mean, the therapy is clearly working, dude. But [laughter]—

Tim Ferriss

It's just called being happier.

Harry Stebbings

I think it's actually called getting older and wiser. I love it.

Rory O’Driscoll

Maybe. Maybe.

Harry Stebbings

Listen, guys, on that incredibly hearty note, thank you. This has been fantastic, and I've loved it.

Tim Ferriss

All right, rock and roll. Thank you, Harry. Thank you, Rory.

Harry Stebbings

Thank you.