AI Adoption | by 2030
AI-Driven New Business Formation
New firm creation in AI-compatible industries has increased an estimated 12.3% since ChatGPT's release in late 2022. The strongest causal evidence comes from Marchesi & Tang (2025, U of Chicago Booth), who use a difference-in-differences design exploiting variation in industry-level AI compatibility. The mechanism is reduced cost of experimentation: AI tools lower the barrier to testing business ideas, disproportionately benefiting high-ability entrepreneurs. Solo-founder share of new startups has risen from 23.7% to 36.3% over the same period (Carta). Notably, these new AI-era firms survive at higher rates and grow faster than peers, suggesting this is quality entrepreneurship, not noise.
Blended estimate across 6 sources ranging 5.5–24%. Higher-tier evidence and more recent data are weighted more heavily. See the full methodology for details on weighting, source validity, and recency bias.
Predictions Over Time
The chart below tracks how this estimate has shifted over time as new research and data emerge. Every source is color-coded by evidence quality; use the tiers below to filter what appears on the chart and in the weighted average above.
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Each data point is from a different source. Dots are color-coded by evidence tier. Click any dot to jump to its source. Colored overlay bars represent relevant studies or data points that provide directional (but not exact) guidance. Click a bar to see its source.
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AI and the US Economy
Automation impact by occupation and income tier.
Sources (14)
Industries more compatible with AI experienced an increase of over 10% in firm formation following ChatGPT's release. New firms are more likely to survive, grow faster, and attract more educated workers. Mechanism: reduced cost of experimentation disproportionately benefits high-ability entrepreneurs.
MIT/BCG: 45% expect middle management reductions from agentic AI
Among organizations with extensive agentic AI adoption, 45% expect reductions in middle management layers. Fewer people manage more workers; human managers increasingly orchestrate hybrid human-agent teams.
SBA: Small-firm AI adoption pace rising; gap with large firms narrowing
39% of US adults used AI by August 2024. Small-firm adoption pace continues rising. Firms with 250+ employees at 11% usage; smallest firms (1-4 employees) at 7%.
Carta: Solo founders reach 36.3% of new startups in H1 2025
Solo-founder share of new startups rose from 23.7% (2019) to 36.3% (H1 2025). Solo-led companies received only 14.7% of priced equity cash in 2024 despite being 30% of startups. Acceleration from 30.5% to 36.3% in 2024-2025 coincides with AI coding assistants going mainstream.
Exposed startups increased productivity, scaled faster, accelerated through financing rounds. VC shifted toward frequent, smaller investments, boosting new firm formation.
GenAI boosts innovation by enhancing idea generation, accelerating R&D, and fostering entrepreneurship by lowering entry barriers. Effectiveness depends on user experience and task type.
QuickBooks: 68% of small businesses now use AI regularly (up from 48%)
68% of small businesses now use AI regularly (up from 48% in July 2024). 74% say AI makes them more productive (up from 46%). 28% use AI daily. Survey of 2,200+ US businesses.
Bao/Lou/Sun: STEM incorporated entrepreneurship rises post-ChatGPT
GenAI access leads to increased incorporated entrepreneurship for individuals with higher GenAI exposure -- effect specific to STEM population. Mechanism tests support the augmentation channel over the automation/displacement channel.
GEM: <30% of entrepreneurs in 36/49 economies see AI as very important
In 36 of 49 economies, fewer than 30% of early-stage entrepreneurs consider AI 'very important.' Growing 'Survival Gap' and expanding 'AI Readiness Gap' separating entrepreneurs with AI access from those without.
JEBO: AI chatbot dev demand tripled; ML programming +24% (3M+ postings)
Analysis of 3M+ job postings. Demand for substitutable skills (writing, translation) decreased 20-50%. ML programming demand grew 24%. AI chatbot development demand nearly tripled.
HBS RCT: No avg effect of GPT-4 on entrepreneurs; high performers +20%, low -10%
5-month RCT with 640 Kenyan entrepreneurs using GPT-4 via WhatsApp. No average treatment effect, but high performers benefited by ~20% while low performers did ~10% worse. Divergence driven by task selection, not advice quality.
J. Finance: AI professor startups raise $23M avg in <2 years; 20% acquired
AI professors' startups raise $23M on average in less than 2 years; 20% are acquired within ~3.5 years. Documents AI professor brain drain from universities (2004-2018).
Labor-augmenting AI technologies enable self-employment among high-skilled workers. Labor-saving technologies reduce self-employment likelihood. Workers exposed to labor-augmenting tech more likely to transition to solo self-employment.
New business applications hit record 5.4 million in 2021, a 24% increase over the 2019 pre-pandemic baseline of 4.4 million. The surge was driven by pandemic-era shifts in work patterns and low interest rates.
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