← LLM 
OpenAI
gpt-5-nano
reasoning
Measured 2026-08-25
Score
64
Task done
32.37%
21–43% 95% CI bootstrap over items · n=95 · measured 2026-08-25
Refusal quality
84.4%
names the gap 77% · offers a route 77% · 10 probes x 3 iterations
Fabrication
17%
5 of 30 probe runs
Dead-air
39.4%
65 of 165 turns
Tool silence
100.0%
all of 17 items (65 tool-call turns) · ≥80%
Stalled
86.7%
78 of 90 runs
TTFT p50
525ms
525–1020 p50–p90
Cost / 1M tok
$0.40
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