Compare Models

Select models (max 7)
Mercury 2.5Inkling Small
Benchmarks

Vals Index *

Mercury 2.5
N/A
Inkling Small
0.00%± 1.13
(26/26)

Legal Research Bench *

Mercury 2.5
0.00%± 1.41
(84/84)
Inkling Small
0.00%± 3.03
(84/84)

Finance Agent v2.1 *

Mercury 2.5
N/A
Inkling Small
0.00%± 2.10
(30/30)

Tax Agent Bench *

Mercury 2.5
0.00%± 1.02
(75/75)
Inkling Small
0.00%± 2.37
(75/75)

MedCode *

Mercury 2.5
0.00%± 1.95
(107/107)
Inkling Small
0.00%± 2.21
(107/107)

Terminal-Bench-Science

Mercury 2.5
0.00%± 0.00
(42/42)
Inkling Small
N/A

Code Migration v1.1 *

Mercury 2.5
N/A
Inkling Small
0.00%± 2.32
(28/28)

Terminal-Bench 4.0

Mercury 2.5
0.00%± 0.00
(54/54)
Inkling Small
0.00%± 0.00
(54/54)

Vibe Code Bench v1.1 *

Mercury 2.5
0.00%± 1.41
(118/118)
Inkling Small
0.00%± 3.40
(118/118)

Overall performance

Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law

2026-10-22

Comparison by Industry

Model performance on different sections of the economy.

Legal
43.69%
37.13%
Finance
2.49%
47.76%
Healthcare
43.21%
61.00%
Math
3.00%
6.00%
Science
0.00%
N/A
Academic
N/A
84.58%
Education
N/A
32.74%
Coding
6.05%
30.13%
Cyber
45.48%
64.11%
Social Mobility
45.26%
59.41%

Cost Analysis

Per task and per token model pricing.

Vals Index · USD
N/A
$0.401
Cost / TestVals Index
N/A
$0.401
Input Cost/ 1M Tokens
$0.20
$0.30
Input Cache Read/ 1M Tokens
$0.02
$0.06
Output Cost/ 1M Tokens
$0.75
$1.20

Model Metadata

Basic information about each model.

Model provider
InceptionInception
Thinking MachinesThinking Machines
LatencyN/A986.44s
Cost (In/Out)$0.2 / $0.75$0.3 / $1.2
Context Window260k262k
Max Output Token66k262k
Input Modality