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Research2026-08-14 · source-backed
A 69-page working paper from Aaron Chatterji, David Holtz and colleagues, released August 12, links real usage to employee seniority, task category and public-company financials. Token consumption grew ~7x between June 2025 and March 2026, with ~4x growth even among pre-June-2025 customers, meaning most growth is existing customers going deeper rather than new logos. Junior employees with a few years of experience are the most intensive users at every level, and adopters' median revenue, market cap and R&D spend all run roughly 10x non-adopters, with top-decile firms producing 8.3x the output tokens per active user. The causality runs both ways and the paper knows it.
Each link below shares sources, entities, or timing with this story.
OpenAI released ChatGPT Enterprise / Shared entities / Earlier coverage / Tension
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover March, Token; earlier March coverage from 2026-06-01.
Sentry released Junior / Shared entity: August / Earlier coverage
Linked by a graph relationship (Sentry released Junior); both cover August; earlier August coverage from 2026-08-06.
OpenAI released ChatGPT Enterprise
Linked by a graph relationship (OpenAI released ChatGPT Enterprise).
OpenAI released ChatGPT Enterprise / Shared entity: ChatGPT Enterprise / Shared topic / Earlier coverage
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover ChatGPT Enterprise; overlapping topics (chatgpt, customer, user).
OpenAI released ChatGPT Enterprise / Shared entities / Earlier coverage
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover August, TOKEN; earlier August coverage from 2026-08-03.
OpenAI released ChatGPT Enterprise / Shared entity: August / Shared topic
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover August; overlapping topics (august, chatgpt, customer).
OpenAI released ChatGPT Enterprise / Shared entity: August / Shared topic / Earlier coverage
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover August; overlapping topics (august, chatgpt).
Linked by a graph relationship (OpenAI released ChatGPT Enterprise); both cover August; overlapping topics (august, between).