{
  "generatedAt": "2026-10-09T23:26:45Z",
  "disclaimer": "Analysis and opinion, not investment advice.",
  "part": 12,
  "slug": "the-model-is-not-the-price",
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    "headline": "The Model Is Not the Price",
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        {
          "question": "main",
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            {
              "claim": "Reported revenue acceleration at the two leading model companies — an annualised run-rate said to go from USD 1 billion at end-2024 to USD 9 billion at end-2025 to almost USD 50 billion in May this year at Anthropic, with a similar trajectory at…",
              "date": "2026-07-20",
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              "claim": "Tae Kim anticipates a close back-and-forth for model leadership between OpenAI and Anthropic over the next six months, expects another Anthropic model release before or around its IPO, and predicts both American frontier labs should do great once…",
              "date": "2026-10-02",
              "url": "https://taekim.substack.com/p/openais-undeniable-resurgence-and"
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            {
              "claim": "Tae Kim argues the earlier media consensus that OpenAI had fallen too far behind Anthropic was wrong, and that OpenAI pivoted resources to agentic coding after Anthropic's December lead, largely caught up by April, and arguably surpassed Anthropic…",
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              "claim": "$70B of ARR at OpenAI; Huang's 80% of AI-native startups on open models.",
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              "claim": "Oguz Erkan says the concentration of the LLM market is still unknown: OpenAI and Anthropic take the lion's share of token dollars but their share of token volume has been declining, so the LLM market could be far more fragmented in 3-5 years, which…",
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              "url": null
            },
            {
              "claim": "Wyndo recommends trying open-weight models if a user keeps hitting usage limits on Claude or ChatGPT, or wants to lower the cost of certain tasks, since some work may run well on an open-weight model while saving the subscription for tasks where…",
              "date": "2026-09-13",
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      "name": "Ren",
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          "question": "main",
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              "claim": "What actually fell is cost per completed job rather than cost per token: against Sol, Astra finishes Terminal-Bench 4.0 tasks at roughly 9% lower estimated API cost per task and OSWorld 2.0 tasks in about 47% less time, so the relevant demand…",
              "date": "2026-09-15",
              "url": "https://renstocks.substack.com/p/openai-astra-has-agi-arrived"
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          ]
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      ]
    },
    {
      "name": "David George",
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        {
          "question": "main",
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            {
              "claim": "They judge the switching-cost lever basically unavailable because the AI frontier is a Red Queen's Race at the model layer, with swapping between models easy down to task-by-task switching and everyone improving continuously.",
              "date": "2026-09-28",
              "url": "https://www.a16z.news/p/openai-understands-something-important"
            },
            {
              "claim": "They say a pretty small group uses AI rampantly for everything and a somewhat larger group uses ChatGPT regularly, meaning most people have not yet been awakened as customers, and they think OpenAI understands how to do it.",
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              "claim": "So far, neither compute nor model advancements have been a zero-sum game: better, cheaper intelligence is accruing value to the entire ecosystem, with both older chips and models retaining substantial value well past the expiration dates the bears…",
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            {
              "claim": "Cheaper intelligence lifts all; at the model layer no edge sticks.",
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      "name": "Gaetano",
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          "side": "the-frontier-is-still-paid",
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            {
              "claim": "Criteo launched an Agentic Commerce Recommendation Service letting AI systems use Criteo's commerce intelligence to rank products, and OpenAI selected Criteo as its first advertising technology partner for ChatGPT Ads, with more than 2,000 brands…",
              "date": "2026-09-23",
              "url": null
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          ]
        }
      ]
    },
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      "name": "Market Sentiment",
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              "url": "https://www.marketsentiment.co/p/the-next-great-ai-trade-is-everything"
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    },
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      "name": "Michael Spencer",
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          "side": "open-weights-set-the-price",
          "label": "Open weights set the price",
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              "claim": "Chinese AI models captured a majority share of 57% to 67% of total token usage on the OpenRouter developer platform by September 2026, eroding OpenAI's token marketshare even as OpenAI subsidizes its new cheaper GPT-6.1 Sol model.",
              "date": "2026-10-01",
              "url": "https://www.ai-supremacy.com/p/ai-frontier-google-gemini-4-argon"
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            {
              "claim": "Anthropic is far ahead of OpenAI pre-IPO, both in model quality and ARR, and that lead should only accelerate with IPO proceeds heading into its November IPO.",
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              "claim": "OpenAI is in deep trouble in 2027 due to pressure in consumer AI from Meta and SpaceXAI, pressure from Chinese open-source models on cost and token marketshare, and being late to IPO while being overtaken in ARR and growth by Anthropic in…",
              "date": "2026-09-29",
              "url": "https://www.ai-supremacy.com/p/the-era-of-personal-super-intelligent-agents-muse-2026"
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            {
              "claim": "Michael Spencer argues that in 2026 Chinese open-weight models are taking serious market share from incumbents like OpenAI and Anthropic, because the Chinese labs are only a few months behind the frontier and shortening release gaps mean even…",
              "date": "2026-09-11",
              "url": "https://www.ai-supremacy.com/p/ai-insights-is-ai-adoption-slowing-down-ai-risk-debate"
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      "name": "Steve Eisman",
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              "claim": "OpenAI's price cut on its GPT model, combined with a reported tenfold jump in usage, looks like the beginning of a price war in AI services.",
              "date": "2026-09-11",
              "url": "https://realeismanplaybook.substack.com/p/ai-terminator-fears-grow-and-rates"
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              "claim": "Steve says the AI story probably continues as long as token growth keeps rising, and identifies a price war between Anthropic, OpenAI and the Chinese models as the main risk that could change it.",
              "date": "2026-09-28",
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              "claim": "Anthropic looks likely to file for an IPO soon, and it will want to do that while token usage numbers are still near their peak, before the picture gets less flattering.",
              "date": "2026-09-21",
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              "claim": "The AI trade's foundations are shaky because roughly seventy percent of the hyperscalers' AI revenue traces back to just two customers, OpenAI and Anthropic, both of which are burning enormous amounts of cash, so if either stumbles the entire…",
              "date": "2026-09-21",
              "url": "https://realeismanplaybook.substack.com/p/stock-picking-in-difficult-times"
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          "question": "main",
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          "claims": [
            {
              "claim": "Oracle's remaining performance obligations of $664 billion are concerning because roughly 50% come from OpenAI, a company burning massive cash, making Oracle over-reliant on OpenAI's solvency.",
              "date": "2026-09-11",
              "url": "https://realeismanplaybook.substack.com/p/ai-terminator-fears-grow-and-rates"
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              "claim": "Under 2% of tokens to a majority.",
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      "name": "Kevin Gee",
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              "claim": "China is releasing open frontier models not despite state involvement, but because an open frontier is how you seed an ecosystem, win the developer base, and move the world's default tech stack onto a Chinese one, motivated by technological…",
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              "url": null
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      "name": "Deborah Folloni",
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          "question": "main",
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              "claim": "100,000 leads: $7 against $3,000.",
              "date": null,
              "url": null
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      "name": "Charlie Hills",
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              "claim": "Opus 5.5 is 60% cheaper than Astra, at $4 versus $10 per million input tokens.",
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              "claim": "Anthropic's expected ~$2 trillion IPO valuation is not justified by its numbers, given that it would need $1.2 trillion in annual revenue within 10 years (per Aswath Damodaran) to justify that valuation while the entire current AI products and…",
              "date": "2026-10-05",
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              "claim": "Anthropic's customer concentration is a risk for its $2 trillion valuation: nearly a quarter of its 2025 revenue came from two customers and 47% of sales ran through Amazon and Google, which is an acceptable problem for a small company but not for…",
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          "question": "main",
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          "label": "The filing sets the price",
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              "claim": "Circular financing distorts the picture: hyperscalers and NVIDIA have committed roughly $180 billion to OpenAI and Anthropic, which pledge about $1.1 trillion of compute spending back to them against far smaller revenues, and $53 billion of…",
              "date": "2026-07-15",
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              "claim": "Alphabet's reported 112% Google Cloud backlog growth is suspect because a new category of unknown size — TPU system sales contracts — was added to cloud backlog in the last six months, and one of the largest TPU customers is Anthropic, in which…",
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              "url": "https://michaeljburry.substack.com/p/capital-cycle-iq-and-the-forensic"
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              "claim": "Aggregate purchase commitments, future leases, guarantees backing third-party debt, and various off-balance sheet potential liabilities across the hyperscalers total about $3 trillion, pointing toward a couple more years of record AI data center…",
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              "url": null
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              "claim": "Although SpaceX reports AI infrastructure payback periods of less than one year, maintaining a one-year payback across the entire hypothetical 2027 buildout would require $1.9-2.28 trillion in annual compute payments, and if AI labs footed that…",
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              "claim": "OpenAI's combined annualized revenue with Anthropic reached $105 billion (OpenAI $40 billion, Anthropic $65 billion) in July 2026, which is nowhere near the figure needed to support the modeled 2027 buildout, and this understates the true gap since…",
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}