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231_031predictionMarkets/StocksAI-scaling

OpenAI planning $100B infrastructure spend, going public this year at $1T valuation.

Predictor: Peter Diamandis · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
72.0%
Current probability
58.0%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
partial
Window
2026-01-01 – 2026-11-30
Edges in / out
11 / 5
Tickers exposed
37

Prediction text

OpenAI planning $100B infrastructure spend, going public this year at $1T valuation. | OpenAI is planning a hundred billion infrastructure spend, right? Uh they're trying to go public this year with a trillion dollar valuation and that money is going to be used to build out data centers and energy plants.

Watch events: OpenAI next funding round; IPO timing; revenue disclosures

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
OpenAI is planning a hundred billion infrastructure spend, right? Uh they're trying to go public this year with a trillion dollar valuation and that money is going to be used to build out data centers and energy plants.

Resolution evidence

Status: partial

OpenAI $100B Stargate commitment announced; IPO not filed but secondary at $852B. 'Going public this year' TBD.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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: ipo_trillion_plus

Linked via embedding similarity 0.616

Trillion-dollar private company IPO at announced valuation within 12 months of S-1

Base rate
50.0%
2/4 historical
Inside weight
Outside weight
no pull
inside 58.0% → blend 58.0% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 72%2026-04-302026-05-012026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 58.0%

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: 6 fired ✓
  1. 2025-01-21hitOpenAI announces $500B Stargate Project (5x stated $100B spend)
    How: OpenAI publicly announces multi-year AI infrastructure investment >=$100B with named partners (Oracle, SoftBank, MGX)
    Source: https://openai.com/index/announcing-the-stargate-project/ — OpenAI announces $500B Stargate Project with $100B immediate deploymentconf 99%
    Notes: HIT (over-delivered) — Stargate $500B announced Jan 2025, dwarfing the prediction's $100B figure. Partners: Oracle, SoftBank, MGX. First Texas site live Sep 2025.
  2. 2026-03-15hitOpenAI raises $122B Series funding round at ~$852B valuation
    How: OpenAI closes private round >=$100B at valuation >=$800B from named institutional investors
    Source: https://openai.com/index/accelerating-the-next-phase-ai/ — OpenAI raises $122B with SoftBank, Amazon, Nvidiaconf 95%
    Notes: HIT — pre-IPO valuation already $852B as of early 2026; $1T IPO target consistent.
  3. 2026-05-01 → 2026-08-31pendingOpenAI confidential S-1 filing with SEC
    How: OpenAI files confidential Form S-1 with SEC (typical 90-180 days before pricing)
    Source: https://www.indexbox.io/blog/openai-targets-q4-2026-ipo-with-1-trillion-valuation-goal/conf 65%
    Notes: Q2 2026 confidential filing reported as the working plan; not yet observed as of 2026-04-30.
  4. 2026-06-01 → 2026-12-31pendingOpenAI annualized revenue crosses $30B run-rate
    How: OpenAI discloses or Sacra/Bloomberg estimates ARR >=$30B (must support $1T multiple ~33x)
    Source: https://www.fool.com/investing/2026/04/05/5-things-to-know-about-openai-before-its-ipo/conf 70%
    Notes: Sacra: $25B ARR Feb 2026, growing ~25%/2-mo. $30B by mid-2026 highly likely; underwrites IPO multiple.
  5. 2026-10-01 → 2026-12-15pendingOpenAI IPO pricing/listing at >=$1T valuation
    How: OpenAI shares price for public listing on NYSE/NASDAQ at fully-diluted market cap >=$1T
    Source: https://zestlab.io/en/trends/openai-ipo-2026 — Q4 2026 filing targetconf 45%
    Notes: $1T is at upper end of analyst range ($852B-$1T); macro conditions and AI capex sentiment will drive the gap.

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: 58%)

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
LBP2026-05-10T02:00:02Z58.0%-1.1pp
Network propagation: 59.1% → 58.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z59.1%-1.9pp
Network propagation: 61.1% → 59.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
resolution_terminal2026-05-01T00:00:00Z50.0%-11.1pp
resolution_terminal partial outcome=0.5 pre_resolution=0.611
Raw metadata
{
  "source": "backfill_resolution_history.py",
  "status": "partial",
  "bayesian_v2": false,
  "outcome_prob": 0.5,
  "evidence_kind": "resolution_terminal",
  "posterior_prob": 0.5,
  "delta_to_outcome": -0.11079000000000006,
  "inside_posterior": 0.61079,
  "validation_notes": "OpenAI $100B Stargate commitment announced; IPO not filed but secondary at $852B. 'Going public this year' TBD.",
  "validation_status": "hit",
  "pre_resolution_prob": 0.61079,
  "resolution_evidence": "OpenAI $100B Stargate commitment announced; IPO not filed but secondary at $852B. 'Going public this year' TBD.",
  "does_not_update_current_prob": true
}
LBP2026-04-30T16:39:51Z61.1%-1.2pp
Network propagation: 62.3% → 61.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z62.3%+0.0pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.623 w_in=0.53 ipo_trillion_plus
legacy v12026-04-30T01:56:50Z62.2%-9.8pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.622 w_in=0.53 ipo_trillion_plus

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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.720-0.095
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.7200.050-0.081
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.7200.050-0.080
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.720+0.073
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.720-0.061

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.068
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050+0.065
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050+0.047
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050+0.033
prereq247_023
AI will be able to do everything a white collar worker does Dave Blundin
40.8%0.7200.050+0.027

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (11)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
correlateS_IPO_TRILLION_2027First $1T+ IPO in 2027ipo_trillion_plus
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importOpenAI $100B Stargate commitment announced; IPO not filed but secondary at $852B. 'Going public this year' TBD.

Linked documents (6)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.651manifoldWill OpenRouter's top 3 most used models all cost less than $1.00 per million tokens on Dec 31, 2026?42%mentionspending2026-06-01
0.613gdeltki infrastruktur treibt speicherpreise auf rekordhoehen 899723mentionspending2026-04-30
0.612manifoldHow much mana will be spent buying tickets for the first $100 draw?mentionspending2026-05-02
0.610gdeltopenais founding promise goes on trial a 31550mentionspending2026-04-30
0.610gdeltopenais founding promise goes on trial a 31550mentionspending2026-04-30
0.558gdeltvictims families sue openai over 212750411.htmlmentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$1T valuation, $100B spend",
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "FORECAST",
  "role": "Host",
  "context": "OpenAI is planning a hundred billion infrastructure spend, right? Uh they're trying to go public this year with a trillion dollar valuation and that money is going to be used to build out data centers and energy plants.",
  "to_year": 2026,
  "verbatim": "OpenAI is planning a hundred billion infrastructure spend, right? Uh they're trying to go public this year with a trillion dollar valuation and that money is going to be used to build out data centers and energy plants.",
  "conv_cues": "trying to",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "this year (2026)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OpenAI announces $500B Stargate Project (5x stated $100B spend)",
      "notes": "HIT (over-delivered) — Stargate $500B announced Jan 2025, dwarfing the prediction's $100B figure. Partners: Oracle, SoftBank, MGX. First Texas site live Sep 2025.",
      "source": "https://openai.com/index/announcing-the-stargate-project/ — OpenAI announces $500B Stargate Project with $100B immediate deployment",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://openai.com/index/announcing-the-stargate-project/",
      "expected_date": "2025-01-21",
      "observed_date": "2025-01-21",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI publicly announces multi-year AI infrastructure investment >=$100B with named partners (Oracle, SoftBank, MGX)"
    },
    {
      "kind": "llm_pre_event",
      "label": "OpenAI raises $122B Series funding round at ~$852B valuation",
      "notes": "HIT — pre-IPO valuation already $852B as of early 2026; $1T IPO target consistent.",
      "source": "https://openai.com/index/accelerating-the-next-phase-ai/ — OpenAI raises $122B with SoftBank, Amazon, Nvidia",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://openai.com/index/accelerating-the-next-phase-ai/",
      "expected_date": "2026-03-15",
      "observed_date": "2026-03-15",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI closes private round >=$100B at valuation >=$800B from named institutional investors"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "event",
      "label": "OpenAI planning
... (truncated)