Published task benchmark

SaaS MSA Liability Redlining

Given a software master-services agreement and an approved clause policy, identify indemnity and limitation-of-liability deviations and return clause-level suggested edits.

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

Legal & ComplianceGenerationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

SaaS MSA Liability Redlining

Given a software master-services agreement and an approved clause policy, identify indemnity and limitation-of-liability deviations and return clause-level suggested edits.

Legal & CompliancePer agreement
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
582 in · 586 out · 9.50s p50
$7.41 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
28%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
572 in · 875 out · 6.12s p50
$101 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2900 input · $1.14 output /1M
55%
GPT-5.4
Hosted · Off-the-shelf
552 in · 1,362 out · 18.03s p50
$2181 /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
73%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small5%100/100$41.07
Qwen3 235B A22Bmid37%100/100$258
DeepSeek V3mid55%100/100$101
Mistral Large 2407mid43%100/100$164
Arcee Trinity Large Thinkingmid29%100/100$121
GPT-5.4frontier73%100/100$2181
Claude Opus 4.7frontier60%100/100$5082
Gemini 3.1 Pro Previewfrontier23%100/100$2450
Gemma 4 E4B ITsmall28%100/100$7.41
Granite 4.1 8Bsmall6%100/100$13.53
Ministral 8B Instruct 2410small2%100/100$21.20
Qwen3 4B Instruct 2507small4%100/100$76.82

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T09:02:02.524Z.

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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