Analysis
EBITDA Add-Back Identification
Given a synthetic general ledger and normalization policy, identify candidate nonrecurring expenses, calculate proposed add-backs, and provide the policy basis for each.
Finance & AccountingPer general ledger
Not benchmarked
No result on this tier
Token profile pending
— /100K
Run this tier to add it
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Gemma 4 E4B IT
E4B · Off-the-shelf
1,029 in · 1,521 out · 24.37s p50
$18.22 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
42%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
944 in · 1,613 out · 13.68s p50
$183 /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
69%
GPT-5.4
Hosted · Off-the-shelf
915 in · 1,853 out · 14.43s p50
$3008 /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
70%
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 26% | 100/100 | $50.25 |
| Qwen3 235B A22B | mid | 52% | 100/100 | $382 |
| DeepSeek V3 | mid | 69% | 100/100 | $183 |
| Mistral Large 2407 | mid | 50% | 100/100 | $322 |
| Arcee Trinity Large Thinking | mid | 36% | 100/100 | $171 |
| GPT-5.4 | frontier | 70% | 100/100 | $3008 |
| Claude Opus 4.7 | frontier | 55% | 100/100 | $5684 |
| Gemini 3.1 Pro Preview | frontier | 0% | 99/100 | $2598 |
| Gemma 4 E4B IT | small | 42% | 100/100 | $18.22 |
| Granite 4.1 8B | small | 33% | 100/100 | $18.43 |
| Ministral 8B Instruct 2410 | small | 17% | 100/100 | $34.47 |
| Qwen3 4B Instruct 2507 | small | 26% | 100/100 | $133 |
LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T09:00:02.785Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock