operational metric

Anthropic R&D Automation Index

Model-rated automation across a fixed basket of R&D work.

Observed R&D automation

What this measure tells us

Describes actual reported organizational use.

  • Model judgment and approximate person-time weights.
  • Automation share is not a causal productivity estimate.

Results by version

August 2026 snapshot

2026-09-17 · 378 tasks

378 leaf categories; work basket built from July records.

Metric definitions

Work rated AI leads (percent): A task-specific measurement; not a percentage of RSI achieved.

Work rated fully autonomous (percent): A task-specific measurement; not a percentage of RSI achieved.

Published results · August 2026 snapshot
KeySystem / organizationMetricReported resultDateProtocolVerificationEvidence
—AnthropicAnthropic model R&D workWork rated AI leads26%2026-08automation-ai_leadslab reported
—AnthropicAnthropic model R&D workWork rated fully autonomousNo measured subset fully autonomous2026-08automation-autonomouslab reported

Version lineage

Reference points

No reference points are indexed for this measure.

Availability

What is publicly available
ResourceStatus
public descriptionyes
public resultsyes
public tasksno
public codeunknown
public evaluation serviceunknown

Official sources