📈 Markets & Finance risk-on · 3–10 years
A what‑if from the future

What if AI deflation decade: software eats cost across the economy?

AI-driven cost deflation spreads across services and goods over a decade, structurally lowering inflation and lifting real incomes in a productivity-led golden age.

31%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 31% · 90% range 8–55% · 7 analogues · measured class tech_ai_bull 94% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 94% in 10 yr94%
Analyst prior · editorial share 17% of the class16%
Pooled · weight 54%32%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)32%
Published31%

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 3–10 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-on shock. AI-driven cost deflation spreads across services and goods over a decade, structurally lowering inflation and lifting real incomes in a productivity-led golden age. The trigger decomposes into signed root‑shocks — AI capex ▲ · Growth surprise ▲ · Inflation expectations ▼ · Risk appetite ▲ · Robotics productivity ▲ — 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▲ +2.2%
hist -3.21–+7.19% · other way -3.56% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +1.6%
hist +0.83–+1.83% · other way -0.11% (n=12)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +1.4%
hist +0.4–+1.97% · other way +0.51% (n=12)
4Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +1.3%
hist -1.17–+4.17% · other way +3.23% (n=12)
5Micron MUon Hyperliquid 📈 chartEquity▲ +1.3%
hist -5.92–+5.39% · other way +2.0% (n=12)
6Tech sector XLK 📈 chartEquity▲ +1.3%
hist +0.73–+1.35% · other way +0.03% (n=12)
7MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +1.1%
hist -6.27–+14.41% · other way +1.44% (n=12)
8AMD AMDon Hyperliquid 📈 chartEquity▲ +1.0%
hist -6.16–+3.94% · other way -0.77% (n=12)
9TSMC TSMon Hyperliquid 📈 chartEquity▲ +1.0%
hist +0.09–+1.44% · other way -0.87% (n=12)
10Marvell MRVLon Hyperliquid 📈 chartEquity▲ +1.0%
hist -1.87–+1.98% · other way +5.26% (n=12)
11Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.9%
hist -25.34–+9.27% · other way -10.88% (n=10)
12Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.8%
model prior · unmeasured
13ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.8%
hist -1.92–+2.2% · other way -2.2% (n=12)
14S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +0.7%
hist -0.99–+3.03% · other way -4.78% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Tech sector +1.3% · 30y Treasury yield -2bp · 10y Treasury yield -2bp · High-yield credit +0.2% · Turkish lira +0.2%

Historical precedent — what analogous events actually did

Across 7 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.

Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Neuralink implants its first human brain-computer interface 2024-01 Strong May 2023 jobs report jolts yields higher 2023-06 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-23.8% · 5d -10.7%100%6 0.72⚠ differs
SPX SPXLONG+2.5% · 5d +1.5%87%7 0.61✓ matches cascade
MSTR MSTRLONG+13.5% · 5d +1.3%87%7 0.59✓ matches cascade
AVGO AVGOLONG+3.3% · 5d +0.8%87%7 0.57✓ matches cascade
US dollar DXYSHORT-1.1% · 5d -0.5%87%7 0.51·
AMD AMDSHORT-6.8% · 5d +0.2% ↺ fades87%7 0.47⚠ differs
MRVL MRVLSHORT-2.6% · 5d +1.3% ↺ fades80%7 0.42⚠ differs
QCOM QCOMSHORT-2.7% · 5d -0.0%80%7 0.34⚠ differs
MU MUSHORT-7.2% · 5d -2.5%73%7 0.33⚠ differs
ASML ASMLSHORT-2.6% · 5d -0.5%73%7 0.29⚠ differs
High-yield credit HYGSHORT-0.8% · 5d -0.3%73%7 0.29⚠ differs
10y yield DGS10LONG+7bp · 5d -4bp ↺ fades73%7 0.28⚠ differs
Bitcoin BTCLONG+4.3% · 5d -1.7% ↺ fades67%7 0.23✓ matches cascade
INTC INTCSHORT-0.3% · 5d +0.5% ↺ fades67%7 0.23⚠ differs

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.