Future AI Alpha
Dated predictions for the next nine years. Each one comes with the odds we'd put on it and the sign that will prove us right or wrong. No hype, no hedging.
Two calls per year, scored from 0 to 100%. Under 50% means we think it's more likely to miss, but it's still worth watching. Last reviewed October 2026.
Customer service
How we'll know: Major support platforms report over 50% of tickets closed with no human involved.
Small business
How we'll know: Over 25% of US home-service businesses answer calls with an AI voice agent.
Software
How we'll know: Two or more big tech firms report that agents author the majority of merged code.
Entertainment
How we'll know: An AI-generated feature opens on 1,000+ screens in a major market.
Healthcare
How we'll know: FDA approves a drug whose lead compound was AI-generated, not just AI-screened.
Robotics
How we'll know: Combined deployments from humanoid makers pass 10,000 working units.
Devices
How we'll know: A phone-sized model matches 2026 frontier scores on standard benchmarks.
Energy
How we'll know: EIA or national lab figures put data-center load above 8% of US consumption.
Transportation
How we'll know: Public service with no safety driver is live in 50+ US metro areas.
Personal finance
How we'll know: IRS or industry data shows AI-led prep for over half of individual returns.
Daily life
How we'll know: Surveys show 30%+ of households let an agent complete purchases on their behalf.
Science
How we'll know: A Nobel or equivalent prize citation explicitly credits an AI system's role.
Robotics
How we'll know: Combined shipments of home humanoid or mobile-manipulator robots pass 1M.
Work
How we'll know: Labor surveys show 10%+ of firms on 32-hour schedules, citing productivity tools.
Business
How we'll know: A verified sub-10-person company reports $1B in annual revenue.
Education
How we'll know: A district adopts AI-first instruction for math or reading, with teachers in a coaching role.
Home & energy
How we'll know: Builder data shows a majority of new homes with AI energy management by default.
Economy
How we'll know: BEA or Fed estimates attribute 1.5+ points of annual growth to AI.
The same forecasts, broken down by industry. Pick yours to see what changes first and when.
The trades won't be replaced. They'll be the people who use AI for the paperwork and do the work the robots can't.
By 2027
How we'll know: Top field-service platforms ship photo-to-quote as a core feature.
By 2028
How we'll know: Large HVAC operators report over half of calls start from a predictive alert.
By 2030
How we'll know: Training orgs report solo resolution rates of 65%+ for first-year techs using AR or AI guides.
A prediction you can't check is just an opinion. Every call here has a date and a test, so you can hold us to it.
Every call has a deadline: the end of the year it's listed under. No "someday."
"How we'll know" names the public evidence that settles it, like adoption numbers, approvals or launches.
We re-score every quarter. When a call resolves, we mark it right or wrong and leave it on the page.
Predictions are our editorial opinion, not financial, legal or investment advice.
Monthly
Predictions stay on this page. The email is the tools list: what we ranked and what we compared that month.
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