Economics Of AI

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Explore unbiased, data-driven AI insights across the five-layer stack: applications, models, infrastructure, chips, and energy.

AI Economic Signals

US Tech GDP Share Nears Record

In Q4 2025, the tech sector hit 5.61% of US GDP – the second-highest since 2005. It is now less than 0.1 percentage points from its Q2 2020 peak.

9 Jul, 2026

Ravinder Deol

AI Economic Signals

Business Applications Breakout

In May 2026, business applications hit 523,971 - up 17% YoY. High-propensity applications hit 146,555 - up 4% YoY, lagging the broader breakout.

8 Jul, 2026

Ravinder Deol

AI Economic Signals

US Productivity Growth Picked Up

In Q1 2026, US productivity growth reached 2.8% year-over-year. After the pandemic-era swing, it turned positive in Q1 2023 and has stayed positive.

7 Jul, 2026

Ravinder Deol

AI Economic Signals

CS Enrollment Dropped In 2025

In fall 2025, undergraduate Computer Science enrollment dropped to 206,442 – down 11% from 2024. But enrollment remains 20% above 2020.

6 Jul, 2026

Ravinder Deol

AI Economic Signals

Software Job Postings Slumped

In May 2026, software development job postings remained below their 2020 baseline in five of six countries. Only Australia remained above it at 19%.

3 Jul, 2026

Ravinder Deol

AI Economic Signals

US Job Growth Is Concentrated

In May 2026, non-farm payrolls hit 159M – up 503K YoY. In percentage terms, Education & Health Services rose most (+2.2%) and Information fell (-2.8%).

2 Jul, 2026

Ravinder Deol

AI Economic Signals

No AI Shock In Unemployment Yet

Since 2022, the overall US unemployment rate rose from 4.0% to 4.3%. The 16-24 rate rose the most among the groups shown – from 8.5% to 9.5%.

1 Jul, 2026

Ravinder Deol

AI Economic Signals

Tech Layoffs Are Rising Again

In the first five months of 2026, tech layoffs hit 116,304 – 8,332 short of the 2025 total. In May, the 3M moving average reached 26,712 – up 78% YoY.

30 Jun, 2026

Ravinder Deol

AI Economic Signals

AI Is Showing Up In Job Postings

In April, Canada led the nine countries tracked, with AI terms showing in 16.4% of job postings on Indeed. Ireland and the UK followed at 13.6% and 8.3%.

29 Jun, 2026

Ravinder Deol

Cloud Services

Neoclouds Ride The AI Wave

In Q1 2026, CoreWeave revenue hit $2.08B, Nebius $399M, and IREN (AI Cloud Services) $33.64M. All three grew revenue at triple-digit rates year-over-year.

26 Jun, 2026

Ravinder Deol

Cloud Services

AI Demand Swells Cloud Backlogs

In Q1 2026, combined cloud backlog (RPO) at Microsoft, Alphabet, and Amazon hit $1.46T. Microsoft hit $633B, Google $468B, and Amazon $364B.

25 Jun, 2026

Ravinder Deol

Cloud Services

AI Demand Shows In Cloud Growth

Cloud is the fastest-growing segment for the Big Three providers. In Q1 2026, cloud grew 63.36% at Alphabet, 29.64% at Microsoft, and 28.43% at Amazon.

24 Jun, 2026

Ravinder Deol

Cloud Services

Cloud-Weighted Revenue Rises

In Q1 2026, cloud made up 41.84% of Microsoft revenue, 20.71% of Amazon's, and 18.22% of Alphabet's. All three have become more cloud-weighted YoY.

23 Jun, 2026

Ravinder Deol

Cloud Services

Cloud Revenue Rises To $92B

In Q1 2026, combined cloud revenue at Amazon, Microsoft, and Alphabet hit $92.3B. The Big Three added $24B in revenue year-over-year – or 35%.

22 Jun, 2026

Ravinder Deol

AI Research

China Leads AI Patents

Since 2017, China has led the US in AI patents granted by first filing country. In 2019, before incomplete data begins, China led the US 27,018 to 13,804.

19 Jun, 2026

Ravinder Deol

AI Research

The Most-Cited AI Research

US and China affiliated researchers appear on 52% of top-100 cited AI research publications in the top ten countries. The US leads China by 46%.

18 Jun, 2026

Ravinder Deol

AI Research

Where America Researches AI

US AI research publications are spread across universities, agencies, and companies. Carnegie Mellon leads with 13% of publications within the top ten.

17 Jun, 2026

Ravinder Deol

AI Research

Where China Researches AI

The CAS has produced 78,778 AI research publications. That is nearly as many as the 79,098 produced by the bottom five in the top ten combined.

16 Jun, 2026

Ravinder Deol

AI Research

Where AI Research Happens

US and China affiliated researchers have produced 1.83M AI research publications. That's 366,000 more than the next eight top ten countries.

15 Jun, 2026

Ravinder Deol

AI Research

Institutions Leading AI Research

The CNRS in France has produced 37,953 more AI research publications than US institutions in the top ten combined. It leads them 107,721 to 69,768.

15 Jun, 2026

Ravinder Deol

AI Research

China's AI Research Went Vertical

Since 2021, China affiliated researchers have led United States affiliated researchers in AI research publications. In 2025, they produced 70% more.

15 Jun, 2026

Ravinder Deol

DeepSeek

DeepSeek Tops AI Tiger Compute

Among AI Tigers, DeepSeek's V4-Pro leads documented open-weight training compute at 9.7e24 FLOP. Alibaba's Qwen2.5 Instruct follows at 7.9e24 FLOP.

12 Jun, 2026

Ravinder Deol

DeepSeek

DeepSeek Price-Performance

DeepSeek V4 Pro scored 51.5 on Artificial Analysis at $0.87 per million output tokens on OpenRouter. Claude Opus 4.8 scored 61.4 but cost $25 – 29x more.

11 Jun, 2026

Ravinder Deol

DeepSeek

DeepSeek Developer Adoption

In May 2026, among AI Tigers, DeepSeek V4 Pro had 5.81M downloads – second-most on Hugging Face. Qwen3.6-35B-A3B led by 56,620 downloads.

10 Jun, 2026

Ravinder Deol

DeepSeek

DeepSeek Token Usage Ranked

In May 2026, among AI Tigers, DeepSeek models processed 19.51T tokens – the most on OpenRouter. DeepSeek V4 took it from third in April to first in May.

9 Jun, 2026

Ravinder Deol

DeepSeek

DeepSeek In Tokens

In May 2026, DeepSeek models on OpenRouter processed 19.51 trillion tokens. DeepSeek tokens processed increased 187.7% month-over-month.

8 Jun, 2026

Ravinder Deol

OpenAI

ChatGPT Leads AI Apps In MAUs

In April 2026, OpenAI's ChatGPT app had 482.94 million monthly active users. It led AI apps in MAUs – social apps (shown for context) still set the scale.

5 Jun, 2026

Ravinder Deol

OpenAI

OpenAI Revenue Per Employee

OpenAI generates $3.21M in revenue per employee. That places it above the hyperscalers – but rival Anthropic generates $11.62M per employee.

4 Jun, 2026

Ravinder Deol

OpenAI

Meet Compute

OpenAI's compute spend is estimated to reach $50B in 2026 – up from $16B in 2025. As a share of annualized revenue, it would rise from 74.8% to 200%.

3 Jun, 2026

Ravinder Deol

OpenAI

OpenAI In Tokens

In April 2026, OpenAI models on OpenRouter processed 10.93 trillion tokens. OpenAI tokens processed increased 20.56% month-over-month.

2 Jun, 2026

Ravinder Deol

OpenAI

The Deep Research Effect

Since Deep Research launched, OpenAI's adoption rate on Ramp increased from 18.22% to 32.28%. In the 2 months after launch, it jumped 13.79 points.

1 Jun, 2026

Ravinder Deol

Anthropic

Claude MAUs Trail ChatGPT

In April 2026, Anthropic's Claude app had 11.31 million monthly active users. OpenAI's ChatGPT led AI apps in MAUs – social apps provide scale context.

29 May, 2026

Ravinder Deol

Anthropic

Anthropic Revenue Per Employee

Anthropic generates $11.62M in revenue per employee. That's 3.6x rival OpenAI and 4.2x Meta – the closest hyperscaler included in the comparison.

28 May, 2026

Ravinder Deol

Anthropic

Anthropic In Tokens

In April 2026, Anthropic models on OpenRouter processed 14.52 trillion tokens. Anthropic tokens processed increased 23.12% month-over-month.

27 May, 2026

Ravinder Deol

Anthropic

Anthropic's Tipping Point

Since Claude Code launched, Anthropic's adoption rate on Ramp increased from 4.42% to 34.44%. That's a 30.02 percentage point increase in 14 months.

26 May, 2026

Ravinder Deol

Anthropic

$43 Billion In 37 Months

Anthropic reached $43B in annualized revenue in 37 months – since Claude launched in March 2023. $40B, or 93%, was added since Claude 4 launched.

25 May, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers RPE Ranked

Based on the last-twelve-months revenue, the five hyperscalers generated $787,000 per employee on average. Meta led at $2.76M per employee.

22 May, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers Profit Per Minute

Based on last-twelve-months net profit, the five hyperscalers generated a combined $881,000 per minute. Alphabet led at $305,000 per minute.

21 May, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers CapEx To Cash Flow

Combined, hyperscalers spent 98.88% of operating cash flow on capital expenditure in Q1 2026. It is up 46 percentage points since GPT-4 launched.

20 May, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers CapEx To Revenue

On average, hyperscalers spent 50% of their revenue on capital expenditure in Q1 2026. That is up 36 percentage points from 15% in Q1 2018.

19 May, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers CapEx In The AI Era

Hyperscalers spent $156B on capital expenditure in Q1 2026. Between GPT-4 and GPT-5, expenditure more than tripled from $38B to $118B per quarter.

18 May, 2026

Ravinder Deol

Z.ai

Z.ai Revenue Mix

Z.ai hit ¥724.33M in revenue in 2025 – up 132% YoY. Open Platform & API was the fastest-growing segment hitting ¥190.38M in revenue – up 293% YoY.

15 May, 2026

Ravinder Deol

Z.ai

Z.ai 7-Day MA Ranked

In April 2026, among the AI Tigers, Z.ai models had a 151B seven-day moving average in tokens processed. It's decreased 9% month-over-month.

14 May, 2026

Ravinder Deol

Z.ai

Z.ai Token Usage Ranked

In April 2026, among AI Tigers, Z.ai models processed 5.38T tokens – fourth-most on OpenRouter. DeepSeek, MiniMax, and Alibaba processed more.

13 May, 2026

Ravinder Deol

Z.ai

Z.ai In Tokens

In April 2026, Z.ai models on OpenRouter processed 5.38 trillion tokens. Z.ai tokens processed increased 75.77% month-over-month.

12 May, 2026

Ravinder Deol

Z.ai

From $8M To $104M

Z.ai generated $103.6M (USD) in revenue in 2025 – up 12x since 2022. Research & Development spend hit $454.8M in 2025, or 439% of revenue.

11 May, 2026

Ravinder Deol

MiniMax

MiniMax Alibaba Cloud Spend

MiniMax spent $75.88M on Alibaba Cloud in 2025 – up 7x from 2024. Its cap under the Alibaba Cloud Services agreement rises to $135M in 2028.

8 May, 2026

Ravinder Deol

MiniMax

MiniMax 7-Day MA Ranked

In April 2026, among the AI Tigers, MiniMax models had a 170B seven-day moving average in tokens processed. It's decreased 26% month-over-month.

7 May, 2026

Ravinder Deol

MiniMax

MiniMax Token Usage Ranked

In April 2026, among the AI Tigers, MiniMax models processed 8.06T tokens – the second-most on OpenRouter. Only Alibaba models processed more.

6 May, 2026

Ravinder Deol

MiniMax

MiniMax In Tokens

In April 2026, MiniMax models on OpenRouter processed 8.06 trillion tokens. MiniMax tokens processed increased 24.39% month-over-month.

5 May, 2026

Ravinder Deol

MiniMax

From $3M To $79M

MiniMax generated $79.04M (USD) in revenue in 2025 – up 23x in two years. AI native products went from 22% of revenue in 2023 to 67% in 2025.

4 May, 2026

Ravinder Deol

OpenAI

$852,000,000,000

In March 2026, OpenAI closed a $122B funding round at a $852B valuation. This round made it the most valuable private company in the world.

28 Apr, 2026

Ravinder Deol

OpenAI

$12 Billion In 6 Months

In February 2026, OpenAI reached $25B in annualized revenue. Between GPT-4 and GPT-5 (29 mo), it added $12.8B. Since GPT-5 (6 mo), it added $12B.

27 Apr, 2026

Ravinder Deol

Anthropic

When Revenue Met Compute

Anthropic's compute spend increased by $4.3B, or 172%, in 2025. Over the same period, annualized revenue increased by $8B, or 800%.

24 Apr, 2026

Ravinder Deol

Anthropic

$380,000,000,000

In February 2026, Anthropic raised $30B in its Series G round at a $380B valuation. Only ByteDance, SpaceX, and OpenAI have a higher valuation.

21 Apr, 2026

Ravinder Deol

American AI Token Usage

Premium AI Still Gets Used

American models in OpenRouter's top ten averaged $9.20 per million output tokens. Despite their premium, five of the most-used models were American.

17 Apr, 2026

Ravinder Deol

American AI Token Usage

The AI Token Usage Gap

America is home to the labs that started the AI arms race. Yet in March 2026, American models in OpenRouter's top ten processed only 40.19% of the tokens.

16 Apr, 2026

Ravinder Deol

American AI Token Usage

America's Concentrated AI Market

Anthropic – creator of Claude – led American AI labs in tokens processed in March 2026. The gap between the three labs is 32 percentage points.

15 Apr, 2026

Ravinder Deol

American AI Token Usage

America's Fastest-Growing Model

In March 2026, Anthropic's Claude Sonnet 4.6 grew token usage 352% on OpenRouter. Only one model grew faster – Step 3.5 Flash (Free) from China.

14 Apr, 2026

Ravinder Deol

American AI Token Usage

America's Most-Used AI Models

In March 2026, five American models in OpenRouter's top ten processed 16.62 trillion tokens. Chinese models in the top ten processed 49% more.

13 Apr, 2026

Ravinder Deol

Chinese AI Token Usage

Price Shapes AI Token Usage

Chinese models in OpenRouter's top ten averaged $1.34 per million output tokens. American models averaged $9.20 – nearly seven times more.

10 Apr, 2026

Ravinder Deol

Chinese AI Token Usage

Chinese Models Lead Token Usage

In March 2026, Chinese models in OpenRouter's top ten processed 59.81% of the tokens. American models trailed by nearly 20 percentage points.

9 Apr, 2026

Ravinder Deol

Chinese AI Token Usage

The Most Competitive AI Market

In March 2026, Xiaomi – the Apple of China – led Chinese AI labs in tokens processed. The gap between the five labs is just 14 percentage points.

8 Apr, 2026

Ravinder Deol

Chinese AI Token Usage

The Fastest-Growing AI Model

Step 3.5 Flash, a free model by StepFun in China, grew token usage 389% in March 2026. That made it the fastest-growing model on OpenRouter.

7 Apr, 2026

Ravinder Deol

Chinese AI Token Usage

China Leads The AI Token Race

In March 2026, five Chinese models in OpenRouter's top ten processed 24.73 trillion tokens. That is 49% more than the five American models combined.

6 Apr, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers Outspend Apollo

Since ChatGPT launched in 2022, hyperscaler capital expenditure as a share of US GDP has more than doubled. At 1.46%, it eclipses the Apollo Program.

3 Apr, 2026

Ravinder Deol

AI Capital Expenditure

Hyperscalers Vs US Defense

Capital expenditure by Alphabet, Amazon, Meta, Microsoft, and Oracle (hyperscalers) as a share of US defense spending has risen from 13% to 30%.

2 Apr, 2026

Ravinder Deol