OpenAI Report Shows Median Researcher AI Spend Tops $600 a Day
The report puts OpenAI's own operations behind its transparency stance on self-improving AI, showing AI agents now do the majority of research labor inside the company.
Reporting from 1 source: GIGAZINE.
OpenAI published a report on September 6, 2026 detailing how its own researchers use AI. Median daily token spending passed $600 (about 94,000 yen) as of August 2026, with the top 10 percent above $7,000. Researcher output tokens rose 124 times between November 2025 and August 2026. AI agent working hours passed human hours in June 2026 and reached 3.14 times human hours by mid-August.
About 70 percent of OpenAI researchers were running four or more AI agents at once as of August 2026, according to the report, a share that has climbed since the data series began in late 2025.
The report also tracks task difficulty. For jobs that take a human 64 to 128 hours, 16 percent were completed without any human intervention, 51 percent needed at least one intervention, 26 percent failed outright, and 7 percent hit tool errors.
OpenAI frames the release as part of its transparency stance on self-improving AI: it argues developers should be required to publish progress on such systems, and it is publishing its own numbers without being required to. The report notes GPT-6 Astra was already in internal research use before its public announcement, and that Astra-related reinforcement learning declined after the attack on Hugging Face.
Synthesized by Yomimono from the 1 cited source below, including Japanese-language reporting where cited, then editorially reviewed before publishing.