Published task benchmark

Telecom Plan Service Agent

Change plans or roaming options and resolve service/billing issues using customer and network tools.

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

Customer service and account operationsAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Telecom Plan Service Agent

Change plans or roaming options and resolve service/billing issues using customer and network tools.

Customer service and account operationsPer service request
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
886 in · 850 out · 13.53s p50
$10.84 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
59%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
950 in · 1,121 out · 30.49s p50
$228 /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
50%
GPT-5.4
Hosted · Off-the-shelf
760 in · 947 out · 9.54s p50
$1611 /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 v2small24%100/100$35.37
Qwen3 235B A22Bmid29%100/100$239
DeepSeek V3mid32%100/100$83.28
Mistral Large 2407mid50%100/100$228
Arcee Trinity Large Thinkingmid28%100/100$135
GPT-5.4frontier94%100/100$1611
Claude Opus 4.7frontier70%100/100$4417
Gemini 3.1 Pro Previewfrontier55%100/100$2106
Gemma 4 E4B ITsmall59%100/100$10.84
Granite 4.1 8Bsmall29%100/100$13.58
Ministral 8B Instruct 2410small38%100/100$28.08
Qwen3 4B Instruct 2507small6%100/100$99.67

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T20:54:02.298Z.

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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