Ramp data: Google's cached-token share is less than half its peers', signaling agentic AI gap

Sufficient-Bat-9880 · reddit · 2026-11-04

Ramp AI Index spend data compares token usage mix across OpenAI, Anthropic, Cursor and Google. Anthropic and Cursor show near-total cached-token shares, while Google's cached share is less than half its peers'. Since heavy context reuse signals agentic workflows, the chart suggests Google's models lag in agentic AI adoption, with OpenAI's cached share climbing from 30% to 80% over the period.

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