THE METER
SECTION 03
ISSUE 001
Token Efficiency Is Frontier Performance
Inference: Frontier model differentiation increasingly includes useful work per generated token alongside capability. Grok 4.5 and GPT-5.6 are both positioned around agentic work with reduced output-token use, creating a concrete basis for workload-level efficiency metrics that combine completion quality, latency, and spend without declaring benchmarks obsolete.
Why this idea is here
What the evidence establishes.
Source-backed premises: xAI positions Grok 4.5 around practical agentic work and stronger intelligence per generated token; OpenAI positions GPT-5.6 around agentic tasks completed with fewer output tokens. Editorial inference: useful work per token is becoming a meaningful performance lens, not a proven market-wide replacement for benchmarks.
Source ledger
Read the sources.
- S01Introducing Grok 4.5
official model release / published 2026-07-08 / retrieved 2026-07-09
- S02GPT-5.6: Frontier intelligence that scales with your ambition
official model release / published 2026-07-09 / retrieved 2026-07-10