Published task benchmark

Landing-Optimize

Improves the Call-to-Action (CTA) effectiveness on landing pages.

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

MarketingGenerationEvaluated 9/5/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Landing-Optimize

Improves the Call-to-Action (CTA) effectiveness on landing pages.

MarketingPer landing page
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
255 in · 7 out · 0.14s p50
$0.6119 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
76%
Cheapest
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
246 in · 8 out · 0.32s p50
$12.65 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.4550 input · $1.82 output /1M
TrustedRouter · $0.6330 input · $2.11 output /1M
69%
GPT-5.4
Hosted · Off-the-shelf
237 in · 9 out · 0.98s p50
$72.75 /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
94%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small5%100/100$26.12
Qwen3 235B A22Bmid69%100/100$12.65
DeepSeek V3mid66%100/100$7.53
Mistral Large 2407mid54%100/100$22.31
Arcee Trinity Large Thinkingmid40%100/100$45.23
GPT-5.4frontier94%100/100$72.75
Claude Opus 4.7frontier61%100/100$512
Gemini 3.1 Pro Previewfrontier89%100/100$1152
Gemma 4 E4B ITsmall76%100/100$0.6119
Granite 4.1 8Bsmall52%100/100$1.85
Ministral 8B Instruct 2410small42%100/100$4.68
Qwen3 4B Instruct 2507small40%100/100$7.76

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-05T21:26:03.149Z.

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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