AGI 中的“A”代表广告。
The A in AGI Stands for Ads

原始链接: https://ossa-ma.github.io/blog/openads

## OpenAI:并非衰落,而是变现 近期关于OpenAI财务状况的猜测大多没有根据。尽管计算成本巨大(预计2025年为80-120亿美元),但该公司发展势头良好,表现出令人印象深刻的增长:2025年6月年收入达100亿美元,预计2025年为200亿美元,每周活跃用户8亿,付费用户3500万。然而,这种增长是由转向广告驱动的。 OpenAI最近在其免费和低级别ChatGPT计划中引入了广告,目标是在2026年产生10亿美元的收入,到2029年扩大到250亿美元。这一策略利用了ChatGPT的“高意向”用户群——那些积极寻求信息的人,可能比传统社交媒体广告获得更高的CPM。 作者估计了一个保守的每用户平均收入(ARPU)轨迹,预计到2026年达到5.50美元,到2029年可能达到50美元,这得益于自助式广告平台,甚至交易性的“对话式商务”。虽然来自Google Gemini的竞争是一个因素,但OpenAI强大的产品团队和战略招聘(例如,前Meta广告负责人Fidji Simo)使其具备显著的广告收入增长潜力。最终,作者讽刺地得出结论,OpenAI对AGI的追求可能越来越多地由……广告资助。

## 人工智能中广告不可避免的崛起 最近在Hacker News上进行了一场讨论,内容集中在广告是否会渗透到所有层级的人工智能服务中,甚至包括付费订阅服务。核心论点是,那些*能够*为无广告体验付费的用户,也是广告商最有价值的目标,这与谷歌在搜索方面的策略相似。 虽然有人指出像Kagi这样的无广告替代方案,但这些方案属于利基市场,运营规模也明显较小。担忧不仅限于传统的横幅广告,还包括对“原生”广告的预测——微妙的偏见融入人工智能的回复中,甚至是在文本本身中动态生成产品植入。 许多评论者认为,维持人工智能发展所需的巨额资金,不可避免地会导致像OpenAI这样的公司优先考虑广告收入,从而可能损害用户体验。甚至有人认为广告的存在证实AGI(通用人工智能)不会很快到来,因为对盈利的关注优先于一切。最终,这场讨论凸显了一种悲观的观点:广告不是人工智能的失败标志,而是其最终命运。
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原文

AIOpenAIIts all ads?Bakwaas-free ReportingHalf-SatireHalf-TruthWhat are these tags even for?

The World is Ads The World is Ads

Here we go again, the tech press is having another AI doom cycle.

I've primarily written this as a response to an NYT analyst painting a completely unsubstantiated, baseless, speculative, outrageous, EGREGIOUS, preposterous "grim picture" on OpenAI going bust.

Mate come on. OpenAI is not dying, they're not running out of money. Yes, they're creating possibly the craziest circular economy and defying every economics law since Adam Smith published 'The Wealth of Nations'. $1T in commitments is genuinely insane. But I doubt they're looking to be acquired; honestly by who? you don't raise $40 BILLION at $260 BILLION VALUATION to get acquired. It's all for the $1T IPO.

But it seems that the pinnacle of human intelligence: the greatest, smartest, brightest minds have all come together to... build us another ad engine. What happened to superintelligence and AGI?

See if OpenAI was not a direct threat to the current ad giants would Google be advertising Gemini every chance they get? Don't forget they're also capitalising on their brand new high-intent ad funnel by launching ads on Gemini and AI overview.

Let's crunch the numbers.

Quick Recap of OpenAI's 2025

March: Closed $40B funding round at $260B valuation, the largest raise by a private tech company on record.

June: Hit $10B ARR.

July: First $1B revenue month, doubled from $500M monthly in January.

November: Sam Altman says OpenAI expects $20B ARR for 2025.

Reached 800M WAU, ~190M DAU, 35M paying subscribers, 1M business customers.

January 2026: "Both our Weekly Active User (WAU) and Daily Active User (DAU) figures continue to produce all-time-highs (Jan 14 was the highest, Jan 13 was the second highest, etc.)"

January 16, 2026: Announced ads in ChatGPT free and Go tiers.

Yes, OpenAI is burning $8-12B in 2025. Compute infrastructure is obviously not cheap when serving 190M people daily.

Predicting OpenAI's Ad Strategy

So let's try to model their expected ARPU (annual revenue per user) by understanding what OpenAI is actually building and how it compares to existing ad platforms.

The ad products they've confirmed thus far:

Rollout:

  • Q1 2026: Limited beta with select advertisers
  • Q2-Q3 2026: Expanded to ChatGPT Search for free-tier users
  • Q4 2026: Sidebar sponsored content + affiliate features
  • 2027: Full international expansion, self-serve platform

Testing starts "in the coming weeks" for logged-in adults in the U.S. on free and Go tiers. Ads will be "clearly labeled and separated from the organic answer." Users can learn why they're seeing an ad or dismiss it.

Their principles:

  • Answer independence: Ads don't influence ChatGPT's answers
  • Conversation privacy: Conversations stay private from advertisers, data never sold
  • Choice and control: Users can turn off personalization and clear ad data
  • Plus, Pro, Business, and Enterprise tiers won't have ads

We'll see about that

They also mentioned a possibility of conversational ads where you can ask follow-up questions about products directly.

Revenue targets: Reports suggest OpenAI is targeting $1B in ad revenue for 2026, scaling to $25B by 2029, though OpenAI hasn't confirmed these numbers publicly. We can use these as the conservative benchmark, but knowing the sheer product talent at OpenAI, the funding and hunger. I think they're blow past this.

Personal speculations on integration:

  • Self-serve platform: Advertisers bid for placements, super super super likely, exactly what Google does, probably their biggest revenue stream.
  • Affiliate commissions: Built-in checkouts so users can buy products inside ChatGPT, OpenAI takes commission, similar to their Shopify collab.
  • Sidebar sponsored content: When users ask about topics with market potential, sponsored info appears in a sidebar marked "Sponsored"

Now let's compare this to existing ad platforms:

Google: Intent + Vertical Integration = Highest Revenue

  • How it works: Auction-based system where advertisers bid on keywords. Ads appear in search results based on bid + quality score.
  • Why it works: High intent (search queries) + owns the entire vertical stack (ad tech, auction system, targeting, decades of optimization)
  • Ad revenue: [$212.4B in ad revenue in the first 3 quarters of 2025]https://www.demandsage.com/google-ads-statistics/ (8.4% growth from 2024's $273.4B)
  • Google doesn't report ARPU so we need to calculate it: ARPU = $296.2B (projected) ÷ 5.01B = $59.12 per user annually.

Meta: No Intent + Vertical Integration = High ARPU

Twitter/X: Engagement + No Vertical Stack = Low ARPU

ChatGPT: High Intent + No Vertical Stack = Where Does It Sit?

  • Intent level: High. 2.5B prompts daily includes product research, recommendations, comparisons. More intent than Meta's passive scrolling, comparable to Google search.
  • Vertical integration: None. Yet.
  • Scale: 1B WAU by Feb 2026, but free users only (~950M at 95% free tier).

So where should ChatGPT's ARPU sit?

It sits with Search, not Social.

Which puts it between X ($5.54) and Meta ($49.63). OpenAI has better intent than Meta but worse infrastructure. They have more scale than X but no vertical integration. When a user asks ChatGPT "Help me plan a 5-day trip to Kyoto" or "Best CRM for small business," that is High Intent. That is a Google-level query, not a Facebook-level scroll.

We already have a benchmark for this: Perplexity.

In late 2024/2025, reports confirmed Perplexity was charging CPMs exceeding $50. This is comparable to premium video or high-end search, and miles above the ~$2-6 CPMs seen on social feeds.

If Perplexity can command $50+ CPMs with a smaller user base, OpenAI’s "High Agency" product team will likely floor their pricing there.

Super Bullish Target ARPU Trajectory:

  • 2026: $5.50 (The "Perplexity Floor") - Even with a clumsy beta and low fill rate, high-intent queries command premium pricing. If they serve just one ad every 20 queries at a Perplexity-level CPM, they hit this number effortlessly.
  • 2027: $18.00 - The launch of a self-serve ad manager (like Meta/Google) allows millions of SMBs to bid. Competition drives price.
  • 2028: $30.00 - This is where "Ads" become "Actions." OpenAI won't just show an ad for a flight; they will book it. Taking a cut of the transaction (CPA model) yields 10x the revenue of showing a banner.
  • 2029: $50.00 (Suuuuuuuper bullish case) - Approaching Google’s ~$60 ARPU. By now, the infrastructure is mature, and "Conversational Commerce" is the standard. This is what Softbank is praying will happen.

And we're forgetting that OpenAI have a serious serious product team, I don't doubt for once they'll be fully capable of building out the stack and integrating ads til they occupy your entire subconscious.

In fact they hired Fidji Simo as their "CEO of Applications", a newly created role that puts her in charge of their entire revenue engine. Fidji is a Meta powerhouse who spent a decade at Facebook working on the Facebook App and... ads:

Leading Monetization of the Facebook App, with a focus on mobile advertising that represents the vast majority of Facebook's revenue. Launched new ad products such as Video Ads, Lead Ads, Instant Experiences, Carousel ads, etc.

Launched and grew video advertising to be a large portion of Facebook's revenue.

Being Realistic About Competition

ChatGPT will hit 1B WAU by February 2026.

But 1.5-1.8B free users by 2028? That assumes zero competition impact from anyone, certainly not the looming giant Gemini. Unrealistic.

Let's estimate growth super conservatively accounting for competition:

  • 2026: 950M free users (1B WAU × 95% free tier)
  • 2027: 1.1B free users (slower growth as market saturates)
  • 2028: 1.2-1.3B free users (competition from Google, Claude)
  • 2029: 1.4B free users (mature market, multi-player landscape)

The main revenue growth comes from ARPU scaling not just user growth.

Predicting 2026

Crunching all the numbers from "High Intent" model, 2026 looks different.

Base revenue from subscriptions + enterprise + API: $25-30B

Ad revenue (year 1): ~$5.2B

  • 950M free users x $5.50 ARPU
  • ChatGPT does 2.5B prompts daily this is what advertisers would class as both higher engagement and higher intent than passive scrolling (although you can fit more ads in a scroll than a chat)
  • Reality Check: This assumes they monetise typical search queries at rates Perplexity has already proven possible.

Total 2026 Revenue: ~$30-35B.

Projecting 2027-2029

These projections use futuresearch.ai's base forecast ($39B median for mid-2027, no ads) + advertising overlay from internal OpenAI docs + conservative user growth.

2027:

  • Base revenue (no ads): $39B
  • Ad revenue: $19.8B (1.1B free users × $18 ARPU)
  • Total: $58.8B

2028:

  • Base revenue (no ads): $55-60B
  • Ad revenue: $36-39B (1.2-1.3B free users × $30 ARPU)
  • Total: $91-99B

2029:

  • Base revenue (no ads): $70-80B
  • Ad revenue: $70B (1.4B free users × $50 ARPU)
  • Total: $140-150B

The World is Ads

Ads were the key to unlocking profitability, you must've seen it coming, thanks to you not skipping that 3 minute health insurance ad - you, yes you helped us achieve AGI!

Mission alignment: Our mission is to ensure AGI benefits all of humanity; our pursuit of advertising is always in support of that mission and making AI more accessible.

The A in AGI stands for Ads! It's all ads!! Ads that you can't even block because they are BAKED into the streamed probabilistic word selector purposefully skewed to output the highest bidder's marketing copy.

Look on the bright side, if they're turning to ads it likely means AGI is not on the horizon. Your job is safe!


It's 4:41AM in London, I'm knackered. Idek if I'm gonna post this because I love AI and do agree that some things are a necessary evil to achieve a greater goal (AGI). Nevertheless, if you have any questions or comments, shout me -> [email protected].

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