Compare Models

Select models (max 7)
Inkling SmallMiMo V2.5 Pro
Benchmarks

Vals Index *

Inkling Small
0.00%± 1.13
(26/26)
MiMo V2.5 Pro
N/A

Legal Research Bench *

Inkling Small
0.00%± 3.03
(84/84)
MiMo V2.5 Pro
0.00%± 2.54
(84/84)

Finance Agent v2.1 *

Inkling Small
0.00%± 2.10
(30/30)
MiMo V2.5 Pro
N/A

Tax Agent Bench *

Inkling Small
0.00%± 2.37
(75/75)
MiMo V2.5 Pro
0.00%± 1.96
(75/75)

MedCode *

Inkling Small
0.00%± 2.21
(107/107)
MiMo V2.5 Pro
0.00%± 1.91
(107/107)

Code Migration v1.1 *

Inkling Small
0.00%± 2.32
(28/28)
MiMo V2.5 Pro
N/A

Terminal-Bench 4.0

Inkling Small
0.00%± 0.00
(54/54)
MiMo V2.5 Pro
0.00%± 0.51
(54/54)

Vibe Code Bench v1.1 *

Inkling Small
0.00%± 3.40
(118/118)
MiMo V2.5 Pro
0.00%± 4.53
(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
37.13%
46.50%
Finance
47.76%
42.65%
Healthcare
61.00%
58.11%
Math
6.00%
22.00%
Academic
84.58%
83.59%
Education
32.74%
N/A
Coding
30.13%
47.49%
Cyber
64.11%
N/A
Social Mobility
59.41%
N/A

Cost Analysis

Per task and per token model pricing.

Vals Index · USD
$0.401
N/A
Cost / TestVals Index
$0.401
N/A
Input Cost/ 1M Tokens
$0.30
$0.435
Input Cache Read/ 1M Tokens
$0.06
$0.004
Output Cost/ 1M Tokens
$1.20
$0.87

Model Metadata

Basic information about each model.

Model provider
Thinking MachinesThinking Machines
XiaomiXiaomi
Latency986.44sN/A
Cost (In/Out)$0.3 / $1.2$0.435 / $0.87
Context Window262k1M
Max Output Token262k128k
Input Modality