What if Generative-AI productivity diffusion lifts the tech earnings base?
Broad adoption of AI tooling raises white-collar productivity and software monetization across the sector, structurally lifting tech earnings power and supporting risk appetite.
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 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.
What it would mean
If this plays out, it is a risk-on shock. Broad adoption of AI tooling raises white-collar productivity and software monetization across the sector, structurally lifting tech earnings power and supporting risk appetite. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · Global growth ▲ · Growth 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.
| Market | Class | Projected move | |
|---|---|---|---|
| 1 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +1.2% hist -2.12–+4.64% · other way -1.81% (n=12) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▲ +1.1% hist +0.49–+1.05% · other way +0.26% (n=12) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▲ +0.9% hist +0.03–+1.42% · other way +1.52% (n=12) |
| 4 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▲ +0.9% hist -19.92–+6.02% · other way -14.99% (n=8) |
| 5 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▲ +1.0% hist -9.3–+17.68% · other way +6.81% (n=12) |
| 6 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▲ +0.8% model prior · unmeasured |
| 7 | Tech sector XLK 📈 chart | Equity | ▲ +0.8% hist +0.18–+0.99% · other way +0.25% (n=12) |
| 8 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▲ +0.7% hist -0.25–+1.32% · other way -11.82% (n=10) |
| 9 | AMD AMDon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist -2.69–+2.18% · other way +3.54% (n=12) |
| 10 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist -0.25–+1.26% · other way +4.2% (n=12) |
| 11 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist -3.84–+3.61% · other way +0.5% (n=12) |
| 12 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist +0.08–+0.9% · other way +1.17% (n=12) |
| 13 | Marvell MRVLon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist +0.16–+0.54% · other way +2.64% (n=12) |
| 14 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▲ +0.5% hist -4.17–+7.96% · other way -8.13% (n=11) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 10 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 | -18.1% · 5d -9.2% | 100% | 8 | 0.67 | ⚠ differs |
| MSTR MSTR | LONG | +17.2% · 5d +1.2% | 72% | 10 | 0.40 | ✓ matches cascade |
| SPX SPX | LONG | +0.7% · 5d +1.3% | 72% | 10 | 0.38 | ✓ matches cascade |
| Bitcoin BTC | LONG | +7.7% · 5d -3.2% ↺ fades | 72% | 10 | 0.37 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.6% · 5d -0.6% | 72% | 10 | 0.33 | · |
| QCOM QCOM | SHORT | -2.5% · 5d -1.0% | 76% | 10 | 0.31 | ⚠ differs |
| INTC INTC | SHORT | -1.6% · 5d +0.4% ↺ fades | 72% | 10 | 0.31 | ⚠ differs |
| TRY TRY | LONG | +0.0% · 5d +1.0% | 68% | 10 | 0.30 | ✓ matches cascade |
| AMD AMD | SHORT | -3.2% · 5d +1.2% ↺ fades | 72% | 10 | 0.27 | ⚠ differs |
| MRVL MRVL | SHORT | -0.1% · 5d -0.0% | 68% | 10 | 0.25 | ⚠ differs |
| ETH ETH | LONG | +0.8% · 5d -4.3% ↺ fades | 65% | 8 | 0.22 | ✓ matches cascade |
| AVGO AVGO | LONG | +0.8% · 5d -0.6% ↺ fades | 64% | 10 | 0.21 | ✓ matches cascade |
| NVDA NVDA | LONG | +3.9% · 5d +1.0% | 60% | 10 | 0.15 | ✓ matches cascade |
| MU MU | SHORT | -4.6% · 5d -1.9% | 60% | 10 | 0.14 | ⚠ differs |