To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product.
Predictor: Ben Horowitz · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source
Prediction text
To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product. | our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.
Verbatim quote
our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.
Predictor: Ben Horowitz
Evidence about this node from Ben Horowitz is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-04-30hitSafe Superintelligence raises $2B at $32B valuation pre-productHow: Safe Superintelligence Inc. (Ilya Sutskever) closes a >=$2B funding round in 2025 prior to any commercial productSource: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%Notes: HIT — SSI raised $2B at $32B valuation led by Greenoaks Capital, no commercial product. Confirms $2B-pre-product threshold.
- 2025-07-15hitThinking Machines Lab raises $2B seed round at $10B valuationHow: Thinking Machines Lab (Mira Murati) closes a Series Seed of >=$2B in 2025, before shipping commercial productSource: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%Notes: HIT — Thinking Machines Lab raised $2B seed at $10B valuation, largest seed ever recorded, before product launch. Validates Horowitz thesis directly.
- 2026-01-15hitxAI completes >=$20B round at >=$200B valuation, NVIDIA-ledHow: xAI raises Series E of >=$20B at valuation >=$200B led by NVIDIASource: https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/conf 99%Notes: HIT — xAI raised $20B Series E at $230B valuation. Tier-1 entrants now require multi-billion rounds.
- 2026-02-15hitAnthropic completes >=$30B round at >=$380B valuationHow: Anthropic announces Series G or later round of >=$30B led by GIC and Coatue at >=$380B post-money valuationSource: https://techfundingnews.com/openai-anthropic-xai-ai-funding-trends-2025/conf 99%Notes: HIT — Anthropic Series G $30B led by GIC/Coatue at $380B post-money.
- 2026-03-31hitFoundational AI funding in single quarter exceeds full prior-year totalHow: Q1 2026 funding to foundational AI startups exceeds total 2025 foundational AI funding per Crunchbase or PitchBookSource: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%Notes: HIT — Q1 2026 foundational AI funding doubled all of 2025 per Crunchbase.
- 2026-06-01 → 2027-12-31pendingNo new foundation-model entrant launches a frontier-tier product after raising <$2BHow: Through end-2027, no entrant raising less than $2B prior to product launch achieves benchmark parity (within 10%) with GPT-5/Claude/Gemini frontier on MMLU-Pro/GPQASource: LMArena, Hugging Face leaderboards, model technical reportsconf 75%Notes: Validates the Horowitz $2B-threshold thesis by absence of counter-examples.
What if this resolves?
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.550 | -0.086 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.550 | 0.050 | -0.074 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.550 | -0.061 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.550 | 0.050 | -0.039 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.039 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 248_033 Superhuman AI will make BCI-enhanced humans irrelevant compa — Dave Blundin | 36.7% | 0.600 | 0.050 | -0.068 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.040 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.039 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.025 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.010 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_029 | Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training. | Semis/Products | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 248_033 | Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. | AI | — |
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.586 | manifold | Will I successfully refer someone for Ṁ1,000? | 6% | mentions | pending | 2026-05-19 |
Raw metadata
{
"nia": false,
"qty": "$2 billion",
"url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
"mode": "FORECAST",
"role": "Guest-VC",
"context": "our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product. And so, there are like a tiny number of people with that pedigree who can do that.",
"to_year": 2028,
"verbatim": "our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.",
"conv_cues": "going to have to",
"direction": "NUMERIC_TARGET",
"from_year": 2026,
"timeframe": "unspecified",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Safe Superintelligence raises $2B at $32B valuation pre-product",
"notes": "HIT — SSI raised $2B at $32B valuation led by Greenoaks Capital, no commercial product. Confirms $2B-pre-product threshold.",
"source": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -11,
"source_id": null,
"confidence": 0.99,
"source_url": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
"expected_date": "2025-04-30",
"observed_date": "2025-04-30",
"research_origin": "deep_research",
"measurement_criterion": "Safe Superintelligence Inc. (Ilya Sutskever) closes a >=$2B funding round in 2025 prior to any commercial product"
},
{
"kind": "llm_pre_event",
"label": "Thinking Machines Lab raises $2B seed round at $10B valuation",
"notes": "HIT — Thinking Machines Lab raised $2B seed at $10B valuation, largest seed ever recorded, before product launch. Validates Horowitz thesis directly.",
"source": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.99,
"source_url": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
"expected_date": "2025-07-31",
"observed_date": "2025-07-15",
"research_origin": "deep_research",
"measurement_criterion": "Thinking Machines Lab (Mira Murati) closes a Series Seed of >=$2B in 2025, before shipping commercial product"
},
{
"kind": "llm_pre_event",
"label": "xAI completes >=$20B round at >=$200B valuation, NVIDIA-led",
"notes": "HIT — xAI raised $20B Series E at $230B valuation. Tier-1 entrants now require multi-billion rounds.",
"source": "https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.99,
"source_url": "https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/",
"expected_date": "2026-01-31",
"observed_date": "2026-01-15",
"research_origin": "deep_research",
"measurement_criterion": "xAI raises Series E of >=$20B at valuation >=$200B led by NVIDIA"
},
{
"kind": "llm_pre_event",
"label": "Anthropic completes >=$30B round at >=$380B valuation",
"notes": "HIT — Anthropic Series G $30B led by GIC/Coatue at $380B post-money.",
"source"
... (truncated)