Analysis
Flaky Test Remediation Agent
Reproduce nondeterminism, identify the shared-state/timing cause, and stabilize the test.
Software engineering, data, and DevOpsPer test
Not benchmarked
No result on this tier
Token profile pending
— /100K
Run this tier to add it
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Gemma 4 E4B IT
E4B · Off-the-shelf
522 in · 1,280 out · 20.84s p50
$14.61 /100K
Current price · TrustedRouter
View token rates · observed 10/2/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
19%
DeepSeek V3
Hosted · Off-the-shelf
475 in · 1,056 out · 14.63s p50
$205 /100K
LiteLLM snapshot
View token rates · observed 10/2/2026
LiteLLM · $0.5800 input · $1.68 output /1M
50%
GPT-5.4
Hosted · Off-the-shelf
458 in · 1,672 out · 16.71s p50
$2623 /100K
LiteLLM snapshot
View token rates · observed 10/2/2026
LiteLLM · $2.50 input · $15.00 output /1M
91%
Best accuracy