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INF_007predictionAIOpenAI-compute-dominance

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

Prior probability
45.0%
Current probability
42.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2027-01-01 – 2027-09-30
Edges in / out
5 / 0
Tickers exposed
30

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

Status: pending

OpenAI $1.4T committed / 30 GW (Oct 2025) — plausibly represents ~25-40% of global frontier AI DC capacity by 2027.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

3 prob_history rows
0%25%50%75%100%prior 45%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.6%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 2 fired ✓ · 6 pending
  1. 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 GW
    Source: https://openai.com/index/expanding-stargate-to-michigan/ — OpenAI announces Stargate expansion to Michiganconf 99%
  2. 2026-01-15hitOpenAI Stargate secures 10 GW of US AI compute capacity
    How: OpenAI/Oracle/SoftBank announce Stargate has secured full 10 GW commitment originally targeted for 2029
    Source: https://letsdatascience.com/news/openai-secures-10gw-us-ai-compute-capacity-4e36efb7 — OpenAI 10GW US AI compute capacityconf 99%
  3. 2026-07-01 → 2026-12-31pendingFirst Vera Rubin systems deployed at Stargate sites
    How: First Nvidia Vera Rubin systems brought online at Abilene Stargate site, marking initial gigawatt-scale capacity activation per NVIDIA $100B investment plan
    Source: https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructureconf 75%
  4. 2027-02-09pendingQ1 window check-in (25%)
  5. 2027-03-21pendingQ2 window check-in (50%)
  6. 2027-04-30pendingQ3 window check-in (75%)
  7. 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 US
    Source: https://openai.com/index/five-new-stargate-sites/ — OpenAI five new Stargate sites announcementconf 65%
  8. 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 centralization
    Source: 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?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 43%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-03T02:00:01Z42.6%+1.2pp
Network propagation: 41.5% → 42.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z41.5%-1.2pp
Network propagation: 42.7% → 41.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.7%-2.3pp
Network propagation: 45.0% → 42.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.450-0.024

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

30 ticker(s) linked

Beneficiaries (24)

FLNCFSLRNBISAPLDARGANIRENWULFCRWVSOUNNVDAEQIXAIAAPLAMTAMZNETNGOOGLHUBBIRMMETAMSFTORCLSFTBYSTX

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://openai.com/index/expanding-stargate-to-michigan/",
      "expected_date": "2025-12-30",
      "observed_date": "2025-12-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2025-09-01"
      },
      "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,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "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",
      "measurement_criterion": "OpenAI/Oracle/SoftBank announce Stargate has secured full 10 GW commitment originally targeted for 2029"
    },
    {
      "kind": "llm_pre_event",
      "label": "First Vera Rubin systems deployed at Stargate sites",
      "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",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructure",
      "expected_date": "2026-09-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-07-01"
      },
      "measurement_criterion": "First Nvidia Vera Rubin systems brought online at Abilene Stargate site, marking initial gigawatt-scale capacity activation per NVIDIA $100B investment plan"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "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%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-04-30",
      "observed_date": null
    },
    {
      "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)