What if hyperscaler AI revenue badly lags the capex deployed, compressing returns?
Hyperscaler AI revenue badly lags the capex deployed, compressing returns on invested capital and triggering a tech selloff as the 'AI pays for itself' thesis cracks.
how we built this number — every step
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 6–18 months 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.
What it would mean
If this plays out, it is a risk-off shock. Hyperscaler AI revenue badly lags the capex deployed, compressing returns on invested capital and triggering a tech selloff as the 'AI pays for itself' thesis cracks. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · AI capex ▼ · Recession signal ▲ · 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.
| Market | Class | Projected move | |
|---|---|---|---|
| 1 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▼ -1.4% hist -1.4–-0.17% · other way +4.19% (n=12) |
| 2 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▼ -1.1% hist -1.28–+3.15% · other way +5.73% (n=12) |
| 3 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▼ -1.0% hist -16.64–+2.65% · other way -17.09% (n=11) |
| 4 | Volatility (VIX) VIXon Hyperliquid 📈 chart | Vol | ▲ +1.0% hist -4.46–+2.47% · other way -2.93% (n=12) |
| 5 | Micron MUon Hyperliquid 📈 chart | Equity | ▼ -1.0% hist -1.27–-0.03% · other way -1.63% (n=12) |
| 6 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -1.0% hist -0.86–+0.08% · other way +10.05% (n=12) |
| 7 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.9% hist -0.66–-0.08% · other way +0.03% (n=12) |
| 8 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▼ -0.8% hist -0.66–+0.34% · other way +1.37% (n=12) |
| 9 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -0.8% model prior · unmeasured |
| 10 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▼ -0.7% hist -11.59–+3.03% · other way +0.11% (n=11) |
| 11 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▼ -0.6% hist -2.31–+0.8% · other way +3.62% (n=12) |
| 12 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -0.5% hist -2.17–+0.53% · other way +1.24% (n=12) |
| 13 | AMD AMDon Hyperliquid 📈 chart | Equity | ▼ -0.6% hist -0.66–+0.52% · other way -3.31% (n=12) |
| 14 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▼ -0.6% hist -1.9–+0.52% · other way +1.86% (n=12) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 24 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.
| Asset | History says | Abnormal (20d · 5d) | Hit | n | Confidence | vs cascade |
|---|---|---|---|---|---|---|
| SOL SOL | SHORT | -13.6% · 5d -5.1% | 100% | 11 | 0.63 | ✓ matches cascade |
| ETH ETH | SHORT | -10.1% · 5d -5.5% | 75% | 16 | 0.41 | ✓ matches cascade |
| AVGO AVGO | LONG | +3.2% · 5d -1.6% ↺ fades | 64% | 22 | 0.26 | ⚠ differs |
| Gold XAU | LONG | +1.6% · 5d -0.3% ↺ fades | 65% | 24 | 0.26 | · |
| QCOM QCOM | SHORT | -3.1% · 5d -2.2% | 63% | 24 | 0.19 | ✓ matches cascade |
| High-yield credit HYG | LONG | +0.3% · 5d -0.3% ↺ fades | 62% | 23 | 0.18 | ⚠ differs |
| SPX SPX | SHORT | -1.8% · 5d -1.9% | 59% | 24 | 0.17 | ✓ matches cascade |
| NVDA NVDA | SHORT | -0.7% · 5d -1.8% | 61% | 24 | 0.15 | ✓ matches cascade |
| MRVL MRVL | LONG | +0.5% · 5d +0.5% | 57% | 24 | 0.12 | ⚠ differs |
| MU MU | SHORT | -0.7% · 5d -0.7% | 57% | 24 | 0.11 | ✓ matches cascade |
| Volatility VIX | SHORT | -4.8% · 5d +8.3% ↺ fades | 55% | 24 | 0.09 | ⚠ differs |
| SMH SMH | LONG | +0.7% · 5d -0.1% ↺ fades | 55% | 24 | 0.09 | ⚠ differs |
| US dollar DXY | LONG | +0.4% · 5d +0.6% | 55% | 24 | 0.08 | · |
| Bitcoin BTC | SHORT | -1.9% · 5d -3.1% | 54% | 18 | 0.07 | ✓ matches cascade |