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All seven major private LiDAR companies have SPAC'd and trade below their IPO price
AirStreetCapital · financial_analysis
All seven major private LiDAR companies have SPAC'd and trade below their IPO price
$12.4B — Stock price performance
 Survival of the fittest: Waymo, Cruise, Aurora rev up their balance sheets and trucks SPAC
AirStreetCapital · industry_trends
Survival of the fittest: Waymo, Cruise, Aurora rev up their balance sheets and trucks SPAC
$5B — Capital raised
 Learning to drive with a large network, trained end-to-end with perception
AirStreetCapital · process_diagram
Learning to drive with a large network, trained end-to-end with perception
 Learn to simulate, then train an RL driving system in the simulation
AirStreetCapital · case_study
Learn to simulate, then train an RL driving system in the simulation
93.9 — Interventions per 1000 miles
 Chinese institutions dominate research in Smart Cities
AirStreetCapital · industry_trends
Chinese institutions dominate research in Smart Cities
 Facial recognition: upcoming IPOs and fundraising despite controversy and lawsuits
AirStreetCapital · industry_trends
Facial recognition: upcoming IPOs and fundraising despite controversy and lawsuits
$533M — Revenue
 Clearview AI: despite lawsuits and bans in Europe and Canada, the company continues
AirStreetCapital · case_study
Clearview AI: despite lawsuits and bans in Europe and Canada, the company continues
 Google infuses AI capabilities into more of its business and consumer applications
AirStreetCapital · case_study
Google infuses AI capabilities into more of its business and consumer applications
 OpenAI GPT-3 integrations: Microsoft Power Apps, GitHub Copilot, and 300 other apps
AirStreetCapital · case_study
OpenAI GPT-3 integrations: Microsoft Power Apps, GitHub Copilot, and 300 other apps
300 — apps
 Large language models for all: startups raise $375M to translate research into industry
AirStreetCapital · industry_trends
Large language models for all: startups raise $375M to translate research into industry
$375M — Venture funding
 Image super-resolution enables super-zoom on consumer grade smartphones
AirStreetCapital · industry_trends
Image super-resolution enables super-zoom on consumer grade smartphones
 The rapid growth of consumers selling products online is supported by AI-first photo app
AirStreetCapital · client_example
The rapid growth of consumers selling products online is supported by AI-first photo app
11k — Paying subscribers
 Deep reinforcement learning-enhanced picking robots support a surge in online grocery
AirStreetCapital · case_study
Deep reinforcement learning-enhanced picking robots support a surge in online grocery
2% — Scan rate on difficult items
 Deep learning automates 98% of stock replenishment decisions for online grocers
AirStreetCapital · case_study
Deep learning automates 98% of stock replenishment decisions for online grocers
98% — Replenishment automation rate
 AI-last: large scale first party data unlocks new AI product opportunities at Shopify
AirStreetCapital · case_study
AI-last: large scale first party data unlocks new AI product opportunities at Shopify
36% — Sales growth
 Apple faces the complex problem of AI-based privacy
AirStreetCapital · case_study
Apple faces the complex problem of AI-based privacy
 Browser-based federated learning thrives in a post-cookie world
AirStreetCapital · industry_trends
Browser-based federated learning thrives in a post-cookie world
70% — hit ratio at 10 (HR@10)
 But is Google’s Federated Learning of Cohorts a good alternative to third party data?
AirStreetCapital · problem_statement
But is Google’s Federated Learning of Cohorts a good alternative to third party data?
 AIs play Go. AIs paint. AIs make music. Now AIs... invent?
AirStreetCapital · case_study
AIs play Go. AIs paint. AIs make music. Now AIs... invent?
 Investing in AI: 182 active AI unicorns totaling $1.3T of combined enterprise value
AirStreetCapital · market_landscape
Investing in AI: 182 active AI unicorns totaling $1.3T of combined enterprise value
$1.3T — Combined enterprise value
 Investing in AI: American AI startups attract the most money but EU+UK is growing fast
AirStreetCapital · market_landscape
Investing in AI: American AI startups attract the most money but EU+UK is growing fast
2/3 — AI investment volume
 Investing in AI: mega rounds are now commonplace as AI startups mature globally
AirStreetCapital · industry_trends
Investing in AI: mega rounds are now commonplace as AI startups mature globally
48% — Total capital invested in AI startups
 Investing in AI: the combined enterprise value of private AI startups & scaleups is 2/3 that of private SaaS startups & scaleups
AirStreetCapital · market_landscape
Investing in AI: the combined enterprise value of private AI startups & scaleups is 2/3 that of private SaaS startups & scaleups
2/3 — Enterprise Value
 Investing in AI: over €600B of combined enterprise value of private AI-first SaaS startups & scaleups and SaaS startups & scaleups actively using AI
AirStreetCapital · market_sizing
Investing in AI: over €600B of combined enterprise value of private AI-first SaaS startups & scaleups and SaaS startups & scaleups actively using AI
€600B — Combined enterprise value
 Investing in AI: enterprise software is the most invested category globally, 2010-2021
AirStreetCapital · market_landscape
Investing in AI: enterprise software is the most invested category globally, 2010-2021
€105B — Amount invested
 Investing in AI: software leads while robotics, AI biotech and defense are growing
AirStreetCapital · market_landscape
Investing in AI: software leads while robotics, AI biotech and defense are growing
€155B — Amount invested
 Exits in AI: American AI startups consistently account for 2/3 of exits globally and EU+UK account for roughly 1/3 with the remainder to China
AirStreetCapital · market_landscape
Exits in AI: American AI startups consistently account for 2/3 of exits globally and EU+UK account for roughly 1/3 with the remainder to China
2/3 — AI startup exits
 Exits in AI: almost 3-fold increase in enterprise value creation in the last 12 months
AirStreetCapital · financial_analysis
Exits in AI: almost 3-fold increase in enterprise value creation in the last 12 months
€750B — Enterprise value
 Exits in AI: $2.3T of enterprise value has been created by AI companies since 2010
AirStreetCapital · financial_analysis
Exits in AI: $2.3T of enterprise value has been created by AI companies since 2010
€2.3T — Enterprise value
 Exits in AI: almost 3.5-fold growth in AI-first SaaS enterprise value creation in 12 months
AirStreetCapital · market_landscape
Exits in AI: almost 3.5-fold growth in AI-first SaaS enterprise value creation in 12 months
3.5x — Enterprise Value
 Exits in AI: corporates show growing interest in companies that are actively using AI
AirStreetCapital · market_landscape
Exits in AI: corporates show growing interest in companies that are actively using AI
200 — Number of exits
 AI Ethics: Timnit Gebru’s firing from Google shocks the AI community
AirStreetCapital · case_study
AI Ethics: Timnit Gebru’s firing from Google shocks the AI community
 AI Safety: new quantitative model extrapolates from current research and compute trends to estimate when ‘transformative AI’ (TAI) might be possible
AirStreetCapital · industry_trends
AI Safety: new quantitative model extrapolates from current research and compute trends to estimate when ‘transformative AI’ (TAI) might be possible
2052 — Cumulative probability of TAI
 AI Safety: an overwhelming majority (68%) of machine learning researchers surveyed believe that AI Safety research should be prioritised more than at present
AirStreetCapital · key_takeaways
AI Safety: an overwhelming majority (68%) of machine learning researchers surveyed believe that AI Safety research should be prioritised more than at present
68% — Trust rating
 AI Safety: fewer than 100 researchers work on AI Alignment in 7 leading AI organisations
AirStreetCapital · market_landscape
AI Safety: fewer than 100 researchers work on AI Alignment in 7 leading AI organisations
100 — Number of researchers
 AI Safety: if transformative AI might happen in the next 30 years, how many people are working on making sure it goes well for humanity?
AirStreetCapital · market_landscape
AI Safety: if transformative AI might happen in the next 30 years, how many people are working on making sure it goes well for humanity?
42% — Percentage of team working on AI Alignment
 AI Safety: new initiatives and organisations are cause for some optimism
AirStreetCapital · industry_trends
AI Safety: new initiatives and organisations are cause for some optimism
 AI Governance: DeepMind fails to gain independence from Google
AirStreetCapital · case_study
AI Governance: DeepMind fails to gain independence from Google
 AI Governance: enter Anthropic as a potential third pole for AGI research
AirStreetCapital · case_study
AI Governance: enter Anthropic as a potential third pole for AGI research
$124M — Funding
 AI Governance: enter Anthropic as a potential third pole for AGI research
AirStreetCapital · case_study
AI Governance: enter Anthropic as a potential third pole for AGI research
 AI Governance: EleutherAI mounts an attempt to decentralise power via open source
AirStreetCapital · case_study
AI Governance: EleutherAI mounts an attempt to decentralise power via open source
2.7B — Model performance benchmarks
 AI Governance: EleutherAI mounts attempt to decentralise power via open source
AirStreetCapital · case_study
AI Governance: EleutherAI mounts attempt to decentralise power via open source
800GB — Dataset size
 AI Governance: the BigScience workshop is an attempt at a hybrid alternative
AirStreetCapital · case_study
AI Governance: the BigScience workshop is an attempt at a hybrid alternative
 The EU continues to be the first (and heavy handed) mover in AI regulation
AirStreetCapital · industry_trends
The EU continues to be the first (and heavy handed) mover in AI regulation
 Regulating AI systems presents unique technical, economic and legal challenges
AirStreetCapital · problem_statement
Regulating AI systems presents unique technical, economic and legal challenges
€1.6B-€3.3B — Compliance costs
 In China, industrial policy and regulation go hand in hand
AirStreetCapital · industry_trends
In China, industrial policy and regulation go hand in hand
 AI ethics in China: numerous initiatives, but to what end?
AirStreetCapital · timeline
AI ethics in China: numerous initiatives, but to what end?
 AI ethics in China: will a new draft on ethics norms change the status quo?
AirStreetCapital · context
AI ethics in China: will a new draft on ethics norms change the status quo?
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