🧠 Technology & AI risk-off · 1–3 years
A what‑if from the future

What if soaring AI power costs erode the operating margins of AI services themselves?

Structurally higher power prices driven by AI demand erode the operating margins of the very AI services meant to justify the spend, squeezing returns.

9%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 9% · 90% range 1–17% · 40 analogues · measured class tech_ai_bear 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 92% in 3 yr92%
Analyst prior · editorial share 9% of the class8%
Pooled · weight 87%10%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)10%
Published9%

The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.

The butterfly cascade

How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.

Resolution timeline — how this probability is moving

Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 1–3 years horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Structurally higher power prices driven by AI demand erode the operating margins of the very AI services meant to justify the spend, squeezing returns. The trigger decomposes into signed root‑shocks — AI capex ▼ · Credit spreads ▲ · Inflation surprise ▲ · Risk appetite ▼ — which propagate through our causal graph to the markets below.

If it happens — the markets it would move

Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.

MarketClassProjected move
1Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.01–+0.44% · other way +3.39% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.8%
hist -1.53–+2.65% · other way +4.6% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▼ -0.7%
hist -1.46–+2.31% · other way -1.63% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.6%
hist -0.72–+1.02% · other way +1.18% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -14.26–+3.24% · other way -17.69% (n=10)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.6%
hist -4.09–+0.81% · other way +11.37% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -8.81–+3.26% · other way +0.32% (n=10)
9Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -0.64–+0.05% · other way +0.15% (n=12)
10Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.4%
hist -1.44–+3.37% · other way -6.08% (n=12)
11High-yield credit HYG 📈 chartRate▼ -0.4%
hist -0.22–-0.13% · other way -0.36% (n=12)
12AMD AMDon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.37–-0.06% · other way -3.02% (n=12)
13TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.24–-0.11% · other way +1.27% (n=12)
14Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.85–+1.14% · other way +0.35% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small cash hedge.
Also moves (not yet on Hyperliquid): High-yield credit -0.4% · Tech sector -0.3% · Financials -0.2% · JPMorgan -0.2% · 30y Treasury yield +2bp · 10y Treasury yield +2bp

Historical precedent — what analogous events actually did

Across 40 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.

TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 Didi removed from China app stores after NYSE IPO 2021-07 Nvidia crypto-glut guidance crash 2018-11 February 2018 hot wage print triggers rate scare 2018-02 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Portugal requests EU-IMF bailout 2011-04 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 Northern Rock bank run 2007-09 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-12.2% · 5d -6.6%86%14 0.48✓ matches cascade
Bitcoin BTCSHORT-5.8% · 5d -2.8%71%17 0.33✓ matches cascade
MSTR MSTRSHORT-3.4% · 5d -2.4%67%33 0.27✓ matches cascade
ETH ETHSHORT-8.1% · 5d -3.7%69%16 0.27✓ matches cascade
30y yield DGS30SHORT-7bp · 5d -3bp57%40 0.15⚠ differs
10y yield DGS10SHORT-10bp · 5d -4bp57%40 0.15⚠ differs
SMH SMHLONG+1.3% · 5d -1.3% ↺ fades58%33 0.13⚠ differs
XLF XLFLONG+0.2% · 5d -0.7% ↺ fades58%33 0.13⚠ differs
AVGO AVGOLONG+2.9% · 5d -1.5% ↺ fades56%25 0.11⚠ differs
TSM TSMSHORT-0.0% · 5d -2.0%58%33 0.11✓ matches cascade
AMD AMDSHORT-0.1% · 5d -2.5%57%37 0.10✓ matches cascade
US dollar DXYLONG+0.5% · 5d +0.3%55%40 0.09·
MU MULONG+2.6% · 5d -4.0% ↺ fades54%35 0.07⚠ differs
ASML ASMLSHORT-1.3% · 5d -3.8%55%33 0.07✓ matches cascade

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.