AI breakthrough
Every scenario in which ai breakthrough is a modeled driver — one risk, read across the whole library.
77 scenarios touch this risk, ranked by probability.
55%▲ 3–10 years
What if AI agents reshape enterprise software toward outcome pricing?
49%▲ 3–10 years
What if Compute deflation broadens AI access and expands the market?
46%▲ 3–10 years
What if AI lifts trend growth a full point?
46%▲ 1–3 years
What if Token-demand flywheel: cheaper inference lifts total capex?
46%▲ 1–3 years
What if AI copilots become a durable enterprise-software line item?
45%▲ 1–3 years
What if AI productivity boom validates the capex super-cycle?
45%▲ 1–3 years
What if Agentic software re-accelerates enterprise IT spending?
45%▲ 1–3 years
What if Generative-AI productivity diffusion lifts the tech earnings base?
43%▲ 3–10 years
What if Platform megacaps compound on AI-distribution moats?
42%▲ 1–3 years
What if AI Overviews monetize, Google defends search economics?
39%▲ 1–3 years
What if AI agents automate office work?
39%▲ 1–3 years
What if AI datacenters hit 100GW?
39%▲ 1–3 years
What if Meta Advantage+ AI ad automation overtakes Google's ad growth?
39%▲ 3–10 years
What if AI plus robotics breaks the link between demographics and growth?
38%▲ 3–10 years
What if Energy-efficient accelerators break the AI power-cost ceiling?
37%▲ 1–3 years
What if Google Cloud turns durably profitable, re-rates Alphabet sum-of-parts?
37%▲ 1–3 years
What if Megacap AI assistants convert into a paid-subscription gusher?
37%▲ 3–10 years
What if AI-designed drugs cut discovery timelines and lift platform biotechs?
36%▲ 1–3 years
What if AI halves drug-discovery time?
36%▲ 3–10 years
What if AI compounds scientific discovery?
36%▲ 1–3 years
What if Humanoid robots reach the factory?
36%▲ 3–10 years
What if Self-driving labs go mainstream?
36%▲ 1–3 years
What if ChatGPT and Perplexity siphon Google query share, ad pricing softens?
36%▲ 1–3 years
What if Apple Services + on-device AI reignite the upgrade super-cycle?
36%▲ 3–10 years
What if Wearables and digital-health diagnostics scale into mainstream care?
35%▲ 3–10 years
What if Productivity-led growth makes aging a manageable, not catastrophic, drag?
34%▲ 3–10 years
What if Longevity breakthroughs spark a new biotech and healthspan bull?
33%▲ 1–3 years
What if AGI-level model arrives?
33%▲ 3–10 years
What if AI diagnostics beat doctors?
33%▲ 1–3 years
What if Next-gen GPU platform ramp drives a new accelerator up-cycle?
32%▲ 1–3 years
What if Silicon-photonics breakthrough re-rates the interconnect chain?
32%▲ 1–3 years
What if AI-native ad agencies undercut the trade-desk middle layer?
32%▲ 1–3 years
What if Bank AI cost-takeout structurally lifts return on equity?
31%▲ 1–3 years
What if Co-packaged optics standardization unlocks the next scaling leg?
30%▲ 3–10 years
What if AI ends major bottleneck diseases?
30%▲ 1–3 years
What if Enterprise AI-agent adoption re-rates the SaaS platforms?
30%▲ 1–3 years
What if Cybersecurity platform consolidation lifts the security leaders?
30%▲ 1–3 years
What if AI-driven cyber-defense automation re-rates security vendors?
30%▲ 1–3 years
What if Data-and-analytics platforms monetize AI on proprietary data?
30%▲ 1–3 years
What if Edge-AI inference shift re-rates the software-and-silicon stack?
29%▲ 1–3 years
What if AI designs superbug antibiotics?
29%▲ 1–3 years
What if Robotics and vision-AI capex lifts automation suppliers into a new cycle?
28%▲ 1–3 years
What if Productivity-led margin expansion lifts S&P profit share?
28%▲ 1–3 years
What if AI-capex reacceleration: a second wave of datacenter spend?
28%▲ 6–18 months
What if Inference-demand inflection re-accelerates accelerator orders?
28%▲ 6–18 months
What if Reasoning-model compute appetite drives an inference up-cycle?
27%▲ 6–18 months
What if AI agents commoditize search, click-based ad model erodes?
26%▲ 1–3 years
What if Capex-light AI software re-rates over hardware on margins?
26%▲ 3–10 years
What if Quantum advantage powers a materials-and-drug discovery boom?
26%▲ 1–3 years
What if AI agents cannibalize seat-based SaaS, software de-rates?
25%▲ 1–3 years
What if AI revenue inflection validates capex; bubble fears fade?
25%▲ 1–3 years
What if This-time-different validation: AI cash flows exceed dot-com hype?
25%▲ 1–3 years
What if Open-source efficiency gains gut training-GPU demand?
25%▲ 6–18 months
What if Inference-chip startups carve a profitable niche from GPUs?
25%▲ 1–3 years
What if High-skill immigration reform supercharges US innovation (good)?
25%▲ 1–3 years
What if STEM-talent retention policy accelerates US AI leadership (good)?
24%▼ 6–18 months
What if AI-capex bubble bursts?
24%▲ 3–10 years
What if AI-driven weather prediction slashes disaster losses?
24%▲ 6–18 months
What if DeepSeek-style efficiency shock dents the capex narrative?
24%▲ 1–3 years
What if AI-amplified attacks outrun defenses, breach losses surge?
24%▼ 1–3 years
What if AI liability and copyright rulings raise platform legal risk?
23%▲ 1–3 years
What if AI-driven SOC defense flips the cyber cost curve?
23%▲ 6–18 months
What if Deepfake fraud wave forces a security-and-verification spend cycle?
22%▲ 1–3 years
What if AI lowers the bioweapon barrier?
22%▲ 1–3 years
What if Vertical AI agents disrupt legacy enterprise-software incumbents?
21%▲ 1–3 years
What if AI-optimized grid software cuts losses and defers capex?
21%▲ 1–3 years
What if Open-source models commoditize the AI software stack?
20%▲ 1–3 years
What if Wafer-scale engine disrupts rack-scale GPU economics?
19%▲ 1–3 years
What if Photonic/optical compute startup leapfrogs GPU economics?
18%▼ 6–18 months
What if Frontier capability plateaus?
18%▼ 6–18 months
What if AI software disappointment: ROI shortfall stalls SaaS spend?
18%▼ 6–18 months
What if AI-bubble narrative cracks, software-and-platform multiples reset?
18%▼ 1–3 years
What if Anti-immigrant policy shrinks US startup formation and dynamism?
18%▼ 1–3 years
What if Anti-immigration shock thins US tech and STEM talent pipeline?
16%▲ 6–18 months
What if AI efficiency breakthrough collapses datacenter power forecasts?
12%▲ 0–6 months
What if Open-weight model matches frontier?
11%▲ 0–6 months
What if AI melt-up: Nasdaq adds 20% in a quarter on capex optimism?