OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age.
Predictor: Alex Wissner-Gross
Prediction text
OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. | Stargate deployment milestones; OpenAI IPO or equivalent capital events
Key catalyst: Stargate deployment milestones; OpenAI IPO or equivalent capital events
Watch events: OpenAI vs. competitor GW footprint; Stargate Phase 1 completion; Microsoft Azure/OpenAI DC split
Resolution evidence
OpenAI $1.4T committed / 30 GW (Oct 2025) — plausibly represents ~25-40% of global frontier AI DC capacity by 2027.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross 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
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Probability over time
Milestone chain
- 2025-12-01hitStargate Michigan + Wisconsin sites announced (each ~1 GW)How: OpenAI/Oracle/Vantage publicly announce Stargate Michigan (1.4 GW approved) and Wisconsin sites; total Stargate planned capacity ≥8 GWSource: https://openai.com/index/expanding-stargate-to-michigan/ — OpenAI announces Stargate expansion to Michiganconf 99%
- 2026-01-15hitOpenAI Stargate secures 10 GW of US AI compute capacityHow: OpenAI/Oracle/SoftBank announce Stargate has secured full 10 GW commitment originally targeted for 2029Source: https://letsdatascience.com/news/openai-secures-10gw-us-ai-compute-capacity-4e36efb7 — OpenAI 10GW US AI compute capacityconf 99%
- 2026-07-01 → 2026-12-31pendingFirst Vera Rubin systems deployed at Stargate sitesHow: First Nvidia Vera Rubin systems brought online at Abilene Stargate site, marking initial gigawatt-scale capacity activation per NVIDIA $100B investment planSource: https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructureconf 75%
- 2027-02-09pendingQ1 window check-in (25%)
- 2027-03-21pendingQ2 window check-in (50%)
- 2027-04-30pendingQ3 window check-in (75%)
- 2027-01-01 → 2027-09-30pendingOpenAI Stargate international expansion (Argentina 100 MW phase)How: OpenAI Stargate Argentina first 100 MW phase comes online, marking international centralization beyond USSource: https://openai.com/index/five-new-stargate-sites/ — OpenAI five new Stargate sites announcementconf 65%
- 2027-01-01 → 2027-09-30pendingOpenAI share of global AI training compute exceeds 25%How: Independent estimates (Epoch AI, SemiAnalysis) place OpenAI/Stargate share of global AI training FLOPs ≥25%, signaling utility-style centralizationSource: Epoch AI, SemiAnalysis compute tracking reportsconf 45%Notes: Cascade — concentration toward OpenAI's $400-450B+ infrastructure investment; rivals Google/Anthropic/xAI complicate share calculation.
No downstream cascades — this prediction is a leaf in the dependency graph.
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 | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.450 | -0.024 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_COMPUTE_1GW_2027 | Compute: 1GW operational by Jun 2027 | compute_scale | — |
| correlate | S_GRID_50GW_2027 | 50GW dedicated AI/data center grid by Dec 2027 | energy_grid_expansion | — |
| correlate | S_AGI_FAST_2027 | AGI fast: drop-in remote worker by 2027-09 | agi_general_capability | — |
| correlate | S_COMPUTE_100GW_2030 | Compute: 100GW national-scale by Dec 2030 | compute_scale | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (10)
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Host",
"context": "Wissner-Gross argues the combination of Stargate ($500B+), Microsoft Azure partnership, and direct OpenAI DC build-out produces a structural compute share gap unmatchable by rivals.",
"to_year": 2027,
"conv_cues": "will dominate; explicit year; structural framing",
"direction": "HAPPEN",
"from_year": 2027,
"timeframe": "by 2027",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Stargate Michigan + Wisconsin sites announced (each ~1 GW)",
"source": "https://openai.com/index/expanding-stargate-to-michigan/ — OpenAI announces Stargate expansion to Michigan",
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"weight": 0.4,
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},
"measurement_criterion": "OpenAI/Oracle/Vantage publicly announce Stargate Michigan (1.4 GW approved) and Wisconsin sites; total Stargate planned capacity ≥8 GW"
},
{
"kind": "llm_pre_event",
"label": "OpenAI Stargate secures 10 GW of US AI compute capacity",
"source": "https://letsdatascience.com/news/openai-secures-10gw-us-ai-compute-capacity-4e36efb7 — OpenAI 10GW US AI compute capacity",
"status": "hit",
"weight": 0.4,
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"source_url": "https://letsdatascience.com/news/openai-secures-10gw-us-ai-compute-capacity-4e36efb7",
"expected_date": "2026-01-15",
"observed_date": "2026-01-15",
"research_origin": "deep_research",
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},
{
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"source": "https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructure",
"status": "pending",
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"expected_date": "2026-09-30",
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},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
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"ordinal": -5,
"source_id": null,
"expected_date": "2027-02-09",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "2027-03-21",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
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"expected_date": "2027-04-30",
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},
{
"kind": "llm_pre_event",
"label": "OpenAI Stargate international expansion (Argentina 100 MW phase)",
"source": "https://openai.com/index/five-new-stargate-sites/ — OpenAI five new Stargate sites announcement",
"status": "pending",
"weig
... (truncated)