Data Insights

Epoch AI’s data insights break down complex AI trends into focused, digestible snapshots. Explore topics like training compute, hardware advancements, and AI training costs in a clear and accessible format.

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Disclosed CVEs: July Reached 5× the Pre-Mythos Record
Data Insight
Jul. 31, 2026
Score: 0.0000
Disclosed CVEs: July Reached 5× the Pre-Mythos Record

Notable organizations disclosed ~2,500 high- and critical-severity CVEs in July 2026, about 5× the pre-Mythos monthly record. Epoch AI's updated breakdown of vulnerability disclosures following Anthropic's Project Glasswing.

By Luke Emberson

AI detectors rarely flag human writing, but sometimes miss AI text imitating real authors
Data Insight
Jul. 15, 2026
Score: 0.0000
AI detectors rarely flag human writing, but sometimes miss AI text imitating real authors

We tested Pangram, GPTZero, and Originality.ai on human and AI text. All three caught nearly every passage written from a simple prompt, but missed roughly one in five passages imitating a specific author's style.

By Jaeho Lee

Contributions to OpenAI's Codex codebase show signs of AI uplift
Data Insight
Jul. 7, 2026
Score: 0.0000
Contributions to OpenAI's Codex codebase show signs of AI uplift

The share of working days on which OpenAI's Codex collaborators merged very-high-effort code rose from about 2% in Q2 2025 to about 8% in Q2 2026.

By Jaeho Lee and Thomas Kwa

Disclosed CVEs: 3.5× Spike After Claude Mythos
Data Insight
Jul. 2, 2026
Score: 0.0000
Disclosed CVEs: 3.5× Spike After Claude Mythos

Notable organizations disclosed ~1,300 high- and critical-severity CVEs in June 2026, roughly 3.5× the pre-Mythos monthly record. Epoch AI's breakdown of vulnerability disclosures following Anthropic's Project Glasswing.

By Luke Emberson

GPT-4 led in ECI far longer than any other model
Data Insight
Jul. 2, 2026
Score: 0.0000
GPT-4 led in ECI far longer than any other model

GPT-4 topped Epoch's Capabilities Index (ECI) for roughly a year after its March 2023 release — no model since has led for as long. The second-longest reign, by o1, lasted barely three months.

By Jaeho Lee

Hyperscaler Capex to Exceed Cash Flow by Q3 2026
Data Insight
Jun. 16, 2026
Score: 0.0000
Hyperscaler Capex to Exceed Cash Flow by Q3 2026

Aggregate cash capex across Microsoft, Amazon, Alphabet, Meta, and Oracle is on track to overtake operating cash flow in Q3 2026. Epoch AI's breakdown of how hyperscalers are financing the AI buildout.

By Isabel Juniewicz

Largest AI Data Center: Doubling every 7 months
Data Insight
Jun. 11, 2026
Score: 0.0000
Largest AI Data Center: Doubling every 7 months

Since Colossus 1 launched in August 2024, the record for the largest AI data center has doubled every seven months. Epoch AI's breakdown of single-site compute capacity trends through 2028.

By Ben Cottier

Data center buildout share of US GDP is still relatively small (but rapidly growing)
Data Insight
Jun. 5, 2026
Score: 0.0000
Data center buildout share of US GDP is still relatively small (but rapidly growing)

Investment spending on AI data centers, hardware, and networking together amounted to 1.4% of US GDP in Q1 2026, up from 0.7% — a rapid rise driven by AI infrastructure that has made the buildout a leading driver of growth in US private investment.

By Isabel Juniewicz

Open models lag state-of-the-art closed models by 4 months
Data Insight
May 29, 2026
Score: 0.0000
Open models lag state-of-the-art closed models by 4 months

Since January 2026, the most capable open-weight models have lagged frontier closed models by an average of four months, or 8 ECI points.

By Jack Edwards and Luke Emberson

AI Chip Component Costs: Memory at 63%
Data Insight
May 21, 2026
Score: 0.0000
AI Chip Component Costs: Memory at 63%

High-bandwidth memory (HBM) accounts for 63% of AI chip component costs, up from 52% in Q1 2024. Epoch AI's breakdown of component cost shifts across major chip designers.

By Venkat Somala