Published task benchmark

Budget Variance Narrative

Given budget and actual line items with operational drivers, produce a concise variance explanation that correctly attributes amount, direction, and primary cause.

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

Finance & AccountingSummarizationEvaluated 9/8/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

Budget Variance Narrative

Given budget and actual line items with operational drivers, produce a concise variance explanation that correctly attributes amount, direction, and primary cause.

Finance & AccountingPer line item
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
353 in · 148 out · 2.26s p50
$2.31 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
93%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
320 in · 180 out · 1.97s p50
$27.70 /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
88%
GPT-5.4
Hosted · Off-the-shelf
313 in · 227 out · 2.57s p50
$419 /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
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small54%100/100$24.48
Qwen3 235B A22Bmid50%100/100$86.77
DeepSeek V3mid88%100/100$27.70
Mistral Large 2407mid60%100/100$78.49
Arcee Trinity Large Thinkingmid69%100/100$82.36
GPT-5.4frontier100%100/100$419
Claude Opus 4.7frontier79%100/100$1889
Gemini 3.1 Pro Previewfrontier98%100/100$1588
Gemma 4 E4B ITsmall93%100/100$2.31
Granite 4.1 8Bsmall29%100/100$5.24
Ministral 8B Instruct 2410small35%100/100$9.06
Qwen3 4B Instruct 2507small69%100/100$22.73

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-08T22:37:02.698Z.

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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