Published task benchmark

Upgrade-Assist

Explains the technical steps needed to move from an old version to a new one.

Compare measured quality, workload cost, and latency across model tiers. Results are task-specific and directional—not a general model ranking.

Customer SuccessGenerationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Upgrade-Assist

Explains the technical steps needed to move from an old version to a new one.

Customer SuccessPer migration
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Gemma 4 E4B IT
E4B · Off-the-shelf
194 in · 703 out · 11.45s p50
$7.83 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
55%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
203 in · 890 out · 23.50s p50
$152 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.5275 input · $1.58 output /1M
OpenRouter · $2.00 input · $6.00 output /1M
12%
GPT-5.4
Hosted · Off-the-shelf
184 in · 1,708 out · 19.25s p50
$2608 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $2.50 input · $15.00 output /1M
TrustedRouter · $2.64 input · $15.82 output /1M
69%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small2%100/100$41.32
Qwen3 235B A22Bmid1%100/100$263
DeepSeek V3mid7%100/100$85.30
Mistral Large 2407mid12%100/100$152
Arcee Trinity Large Thinkingmid1%100/100$145
GPT-5.4frontier69%100/100$2608
Claude Opus 4.7frontier20%100/100$4744
Gemini 3.1 Pro Previewfrontier34%100/100$2157
Gemma 4 E4B ITsmall55%100/100$7.83
Granite 4.1 8Bsmall0%100/100$11.44
Ministral 8B Instruct 2410small2%100/100$15.13
Qwen3 4B Instruct 2507small0%100/100$89.52

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T13:30:02.146Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

drydock

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