Compare Models
Select models (max 5)
Ember-1Gemini 4 Argon
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 50.81%±1.28 | 68.90%±0.97 |
| Legal Research BenchAgentic US legal research | 44.71%±3.46 | 54.81%±3.46 |
| Finance Agent (v2)Core financial analyst tasks | 51.85%±2.12 | 65.40%±0.32 |
| Tax Agent BenchAgentic US corporate tax research | 68.04%±3.13 | 76.23%±2.87 |
| MedCodeMedical billing code support | N/A | 58.80%±2.10 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 5.71%±2.79 | 44.29%±5.98 |
| Code MigrationRewriting programs in new languages | 32.51%±4.63 | 68.17%±4.35 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 19.70%±3.15 | 57.58%±2.31 |
| Vibe Code Bench v1.1Building web apps from scratch | 83.87%±3.15 | 91.91%±1.90 |
Benchmarks
Vals Index *
Ember-1
0.00%± 1.28
(43/43)Gemini 4 Argon
0.00%± 0.97
(43/43)Legal Research Bench *
Ember-1
0.00%± 3.46
(73/73)Gemini 4 Argon
0.00%± 3.46
(73/73)Finance Agent (v2) *
Ember-1
0.00%± 2.12
(74/74)Gemini 4 Argon
0.00%± 0.32
(74/74)Tax Agent Bench *
Ember-1
0.00%± 3.13
(65/65)Gemini 4 Argon
0.00%± 2.87
(65/65)MedCode *
Ember-1
N/AGemini 4 Argon
0.00%± 2.10
(104/104)Terminal-Bench Science
Ember-1
0.00%± 2.79
(38/38)Gemini 4 Argon
0.00%± 5.98
(38/38)Code Migration *
Ember-1
0.00%± 4.63
(73/73)Gemini 4 Argon
0.00%± 4.35
(73/73)Terminal-Bench 4.0
Ember-1
0.00%± 3.15
(43/43)Gemini 4 Argon
0.00%± 2.31
(43/43)Vibe Code Bench v1.1 *
Ember-1
0.00%± 3.15
(108/108)Gemini 4 Argon
0.00%± 1.90
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
26.94%
vs.54.23%
Finance
61.09%
vs.72.29%
Healthcare
N/A
vs.73.11%
Math
61.00%
vs.99.00%
Science
31.76%
vs.55.36%
Education
N/A
vs.53.65%
Coding
45.60%
vs.64.03%
Cyber
69.52%
vs.61.07%
Social Mobility
66.17%
vs.69.76%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$9.578
$15.68
Cost / TestVals Index
$9.578
vs.$15.68
Input Cost/ 1M Tokens
$3.00
vs.$4.00
Input Cache Read/ 1M Tokens
$0.30
vs.$0.20
Output Cost/ 1M Tokens
$15.00
vs.$20.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Fireworks | Google |
| Latency | 4261.40s | 2792.77s |
| Cost (In/Out) | $3 / $15 | $4 / $20 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 262k |
| Input Modality |