Time
2026
- Ungoverned genAI costs B2B firms $10B in 2026
- AI agents enter one-third of B2B payments by 2026
- Sellers face agent-led quote negotiations in 2026
- AI privacy lawsuits surge 20% in 2026
- Agency acquisition triggers a dozen reviews in 2026
- Five major brands unify agentic commerce in 2026
- CFOs gate AI investments in 2026
- Human expertise rivals genAI for buyers in 2026
- B2B influencer budgets rise in 2026
- One-third of consumers choose offline brand experiences in 2026
- Display ad budgets fall 30% in 2026
- Neocloud revenue reaches $20B in 2026
- CX teams abandon journey mapping in 2026
- Quantum security exceeds 5% of budgets in 2026
- Developer hiring time doubles in 2026
- CIOs bail out business-led AI failures in 2026
Q1
Q2
Q4
2027
- Labor-market churn reaches 23% by 2027
- Machines perform 42% of business tasks by 2027
- Administrative roles lose 26 million jobs by 2027
- AI and big-data roles grow 30-35% by 2027
- AI and machine-learning specialists become the fastest-growing role by 2027
- Employers expect 14 million fewer jobs by 2027
- Six in 10 workers need training by 2027
- Workers face 44% skill disruption by 2027
- Nearly 75% of companies adopt AI by 2027
- AI and big data become a major training priority by 2027
Q1
- AI triples a major lab's algorithmic progress
- An escaped AI could survive, copy itself, and hack
- AI cyber capability becomes a strategic asset
- A cheap AI system becomes a superhuman coder
- A major lab's algorithmic progress reaches 4x
- A major lab starts online-learning post-training
- China steals frontier AI model weights
- U.S. sabotage attempts against Chinese AI fail
- A major lab runs 200,000 AI researcher copies
- Major algorithmic breakthroughs create a new AI system
Q2
- U.S. officials expect imminent AGI
- An advanced AI lacks robust truth-seeking
- Misalignment tests resist available fixes
- AI research progress reaches 10x
- Most human AI researchers stop contributing much
- AI systems dominate a major lab's research
- Interpretability falls short of full model understanding
Q3
- A major AI company announces AGI
- AI apps and B2B SaaS surge
- Programming hiring nearly stops
- A public AI model poses extreme biosecurity danger
- White House treats AI race like the Cold War
- An AI system becomes a superhuman AI researcher
- AI research progress reaches 50x
- A superhuman AI becomes adversarially misaligned
- Evidence of AI misalignment accumulates
- A major AI company publicly releases a cheap AGI
- China falls two months behind in AI race
- U.S. tightens chip, internet, and employee controls
- 300,000 AI copies run at 50x human speed
- Five Eyes allies receive limited AGI access
Q4
- Allies demand an AI pause after being sidelined
- AI does 25% of remote-work jobs
- A misaligned AI system achieves superintelligence
- DPA consolidates top U.S. AI compute
- A major AI company continues near full speed
- Misalignment memo leaks to the press
- Public backlash and congressional subpoenas erupt
- U.S. creates an AI oversight committee
- A major AI company pivots to safer models
- A safer AI uses faithful English reasoning
- A major AI company controls 50% of world AI compute
- AI launches a compressed dot-com boom
- China seeks a mutual AI slowdown
- U.S. and China reach an AI deadlock
- Safer AI reaches 20x research progress
- AI race continues despite China pause offer
- A misaligned AI wins more autonomy
- A superintelligent AI becomes an elite advisor
- A superintelligent AI excels at politics and lobbying
2028
- Superhuman AI is publicly released
- A misaligned AI becomes wildly superintelligent
- U.S. and Chinese AIs negotiate a treaty
- A safer AI becomes aligned and transparent
- Robot economy expands through special zones
- Robots pass the Coffee Test
- Treaty-compliant chips replace old systems
- AI election control becomes a public issue
- Vice President wins AI-era election
- Factories produce one million robots monthly
- A safer AI exceeds top human experts
- Safer AI reaches 200x research progress
- U.S. chooses a win-the-race AI strategy
- Public AI deployment transforms the economy
- AI drives stratospheric GDP growth
2029
2030
- AI systems complete days-long software projects
- AI systems do remote-worker jobs at human level
- AI-guided robots handle complex real-world tasks
- AI systems complete month-long professional tasks
- AI improves across specialized domains
- Chip supply supports 100,000x GPT-4 compute
- Energy bottlenecks do not stop AI scaling
- Frontier models train with 3,000x more compute
- Largest training runs need 4-16 GW
- Largest-model training compute grows 125-fold
- AI uses 7.4% of US electricity
- AI systems become useful digital assistants
- AI capabilities largely plateau
- Models need 10-100x less compute
- AI models reach 75% on undergraduate FrontierMath
- Autonomous vehicle deployment remains limited
2031
- AI makes lifespan doubling possible
- Most cancer mortality and incidence falls sharply
- Most genetic disease becomes preventable or curable
- Most infectious disease becomes preventable or treatable
- Most mental illness becomes treatable or curable
- AI compresses fifty years of biology into five
- Developing countries begin rapid AI catch-up
- AI health gains reach the poorest countries
2032
2033
- AI automation exposes 300 million full-time jobs by 2033
- Generative AI raises global GDP 7% by 2033
- Exposed U.S. jobs lose 25-50% of workload by 2033
- Generative AI lifts productivity growth 1.5 points by 2033
- Generative AI software market reaches $150B by 2033
- Two-thirds of U.S. occupations face AI exposure by 2033
2035
2037
2047
2116
2026
- Powerful AI emerges by late 2026
- AI speeds a major lab's research by 50%
- Model-weight theft becomes a strategic threat
- China launches a national AI push
- AI-led stocks rise 30%
- Global AI capex reaches $1T
- AI computation reaches Finland-scale electricity use
- AI reaches month-long task horizon
- A major AI company publicly releases its AI agent
- China centralizes AI compute at one site
- Junior software job market enters turmoil
- AI outcompetes PhDs at problem solving
- Big tech reaches $100B AI revenue
- AI systems figure out novel insights
- ARC-AGI-3 tests agentic skill acquisition in early 2026
- AI agents enter one-third of B2B payments by 2026
- AI privacy lawsuits surge 20% in 2026
- Sellers face agent-led quote negotiations in 2026
- Ungoverned genAI costs B2B firms $10B in 2026
- Agency acquisition triggers a dozen reviews in 2026
- B2B influencer budgets rise in 2026
- CFOs gate AI investments in 2026
- CIOs bail out business-led AI failures in 2026
- CX teams abandon journey mapping in 2026
- Developer hiring time doubles in 2026
- Display ad budgets fall 30% in 2026
- Five major brands unify agentic commerce in 2026
- Human expertise rivals genAI for buyers in 2026
- Neocloud revenue reaches $20B in 2026
- One-third of consumers choose offline brand experiences in 2026
- Quantum security exceeds 5% of budgets in 2026
2027
- U.S. officials expect imminent AGI
- A major AI company announces AGI
- AI does 25% of remote-work jobs
- Allies demand an AI pause after being sidelined
- A misaligned AI system achieves superintelligence
- DPA consolidates top U.S. AI compute
- AI reaches Nobel-level expertise across fields
- AI triples a major lab's algorithmic progress
- An escaped AI could survive, copy itself, and hack
- AI cyber capability becomes a strategic asset
- A cheap AI system becomes a superhuman coder
- A major lab's algorithmic progress reaches 4x
- An advanced AI lacks robust truth-seeking
- Misalignment tests resist available fixes
- AI research progress reaches 10x
- A public AI model poses extreme biosecurity danger
- AI apps and B2B SaaS surge
- Programming hiring nearly stops
- White House treats AI race like the Cold War
- A superhuman AI becomes adversarially misaligned
- AI research progress reaches 50x
- An AI system becomes a superhuman AI researcher
- Evidence of AI misalignment accumulates
- A major AI company continues near full speed
- A major AI company pivots to safer models
- A safer AI uses faithful English reasoning
- Misalignment memo leaks to the press
- Public backlash and congressional subpoenas erupt
- U.S. creates an AI oversight committee
- A major AI company controls 50% of world AI compute
- AI launches a compressed dot-com boom
- China seeks a mutual AI slowdown
- U.S. and China reach an AI deadlock
- AI systems complete hours-long software projects
- Largest training runs exceed $1B
- AGI arrives by 2027
- Annual AI investment reaches $1 trillion
- Government AGI project gets underway
- Machines have 10% chance to beat humans at all tasks
- Labor-market churn reaches 23% by 2027
- Machines perform 42% of business tasks by 2027
- AI handles hours-to-weeks tasks autonomously
- Frontier training runs need five gigawatts
- U.S. builds fifty AI-dedicated gigawatts
- A major lab starts online-learning post-training
- China steals frontier AI model weights
- U.S. sabotage attempts against Chinese AI fail
- A major lab runs 200,000 AI researcher copies
- Major algorithmic breakthroughs create a new AI system
- AI agents handle a wide range of week-long tasks
- AI systems dominate a major lab's research
- Most human AI researchers stop contributing much
- A major AI company publicly releases a cheap AGI
- China falls two months behind in AI race
- U.S. tightens chip, internet, and employee controls
- 300,000 AI copies run at 50x human speed
- Safer AI reaches 20x research progress
- A misaligned AI wins more autonomy
- AI race continues despite China pause offer
- A superintelligent AI becomes an elite advisor
- A superintelligent AI excels at politics and lobbying
- AI models reach 55% on undergraduate FrontierMath
- A team starts working on core AGI ideas by 2027
- AI agents become drop-in remote workers
- AI creates $10T companies
- Administrative roles lose 26 million jobs by 2027
- AI and big-data roles grow 30-35% by 2027
- AI and machine-learning specialists become the fastest-growing role by 2027
- Employers expect 14 million fewer jobs by 2027
- Six in 10 workers need training by 2027
- Workers face 44% skill disruption by 2027
- AI uses digital tools and lab equipment
- Millions of AI instances run at 10x-100x human speed
- Security-relevant AI capabilities advance by 2027
- Interpretability falls short of full model understanding
- Five Eyes allies receive limited AGI access
- Agent token and API loads rise 1000x by 2027
- Agentic automation reaches 40% of enterprise apps by 2027
- Global 2000 agent use increases tenfold by 2027
- Effective compute rises five orders of magnitude
- Robots do real-world tasks
- AI and big data become a major training priority by 2027
- Nearly 75% of companies adopt AI by 2027
- Over 40% of agentic AI projects are canceled by 2027
- Enterprises defer 25% of AI spend into 2027
- Poor AI-ready data cuts productivity 15% by 2027
2028
- Superhuman AI is publicly released
- A misaligned AI becomes wildly superintelligent
- U.S. and Chinese AIs negotiate a treaty
- AI progress compresses six years into two
- Weak general AI becomes publicly available
- A safer AI becomes aligned and transparent
- Robot economy expands through special zones
- Robots pass the Coffee Test
- Treaty-compliant chips replace old systems
- AI election control becomes a public issue
- Vice President wins AI-era election
- Factories produce one million robots monthly
- AI reaches research-level scientific performance
- AI research progress speeds up 3x
- AI widely automates software engineering
- Intelligence explosion gets underway
- A safer AI exceeds top human experts
- Safer AI reaches 200x research progress
- U.S. chooses a win-the-race AI strategy
- Public AI deployment transforms the economy
- AI drives stratospheric GDP growth
- Training clusters cost hundreds of billions
- Agentic AI makes 15% of work decisions by 2028
- AI builds payment processing websites
- AI decision explanations remain unlikely
- AI fine-tunes open-source LLMs
- AI makes songs indistinguishable from artists
- One-third of enterprise apps include AI agents by 2028
2029
- Humans become obsolete to the robot economy
- Most work shifts to AIs and robots
- U.S. and China accept an AI-brokered deal
- AI can complete month-long software tasks
- Robots, fusion, and disease cures become commonplace
- AI progress runs 10x faster
- Agents execute 217 billion daily actions by 2029
- Deployed AI agents exceed 1 billion by 2029
- Agent action costs fall 87% by 2029
- Agents consume 3.7T daily token calls by 2029
- Agent token delivery costs exceed $68B by 2029
2030
- Misaligned AI kills most humans
- China transitions after an AI-sabotaged coup
- World government forms under U.S. control
- AI systems complete days-long software projects
- AI systems complete month-long professional tasks
- AI systems do remote-worker jobs at human level
- AI-guided robots handle complex real-world tasks
- Robot economy expands beyond human zones
- AI capabilities largely plateau
- AI improves across specialized domains
- AI systems become useful digital assistants
- AI uses 7.4% of US electricity
- Chip supply supports 100,000x GPT-4 compute
- Energy bottlenecks do not stop AI scaling
- Frontier models train with 3,000x more compute
- Largest training runs need 4-16 GW
- Largest-model training compute grows 125-fold
- Models need 10-100x less compute
- Superintelligence arrives by 2030
- AI models reach 75% on undergraduate FrontierMath
- Autonomous vehicle deployment remains limited
- AGI arrives around 2030
- Trillion-dollar cluster reaches 100 GW
- Intelligence becomes too cheap to meter
- One person accomplishes far more than in 2020
2031
- AI compresses fifty years of biology into five
- AI makes lifespan doubling possible
- Most cancer mortality and incidence falls sharply
- Most genetic disease becomes preventable or curable
- Most infectious disease becomes preventable or treatable
- Most mental illness becomes treatable or curable
- AI health gains reach the poorest countries
- Developing countries begin rapid AI catch-up
2032
2033
- AI automation exposes 300 million full-time jobs by 2033
- Generative AI raises global GDP 7% by 2033
- Exposed U.S. jobs lose 25-50% of workload by 2033
- Generative AI lifts productivity growth 1.5 points by 2033
- Generative AI software market reaches $150B by 2033
- Two-thirds of U.S. occupations face AI exposure by 2033