Published task benchmark

Incident Conversation Current-State Summary

Convert an incident conversation into strict JSON containing final decision, current status, open actions, owners, deadlines, and risks while excluding completed or superseded items. Available model: neurometric/conversation-summary.

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

Engineering & ProductSummarizationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

Incident Conversation Current-State Summary

Convert an incident conversation into strict JSON containing final decision, current status, open actions, owners, deadlines, and risks while excluding completed or superseded items. Available model: neurometric/conversation-summary.

Engineering & ProductPer conversation
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
806 in · 333 out · 5.30s p50
$5.21 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
37%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
707 in · 345 out · 3.20s p50
$56.26 /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
58%
GPT-5.4
Hosted · Off-the-shelf
692 in · 568 out · 4.28s p50
$1025 /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
92%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small0%100/100$26.04
Qwen3 235B A22Bmid39%100/100$109
DeepSeek V3mid58%100/100$56.26
Mistral Large 2407mid19%100/100$99.43
Arcee Trinity Large Thinkingmid9%100/100$140
GPT-5.4frontier92%100/100$1025
Claude Opus 4.7frontier86%100/100$3220
Gemini 3.1 Pro Previewfrontier64%100/100$1796
Gemma 4 E4B ITsmall37%100/100$5.21
Granite 4.1 8Bsmall4%100/100$7.72
Ministral 8B Instruct 2410small11%100/100$16.75
Qwen3 4B Instruct 2507small8%100/100$41.65

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T01:26:02.993Z.

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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