Author's Description
Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
inclusionAI: Ling 3.0 Flash Sante, a health and medicine-focused mixture-of-experts model, demonstrates moderate speed performance, ranking in the 36th percentile across benchmarks. It offers cost-effective solutions, typically placing in the 63rd percentile for price. A standout feature is its exceptional reliability, boasting a 96% success rate, indicating consistent and usable responses. In terms of specific performance, the model exhibits strong reasoning capabilities, achieving 98.0% accuracy and ranking in the 89th percentile, while also being cost-efficient in this category. Its instruction following is solid at 74.0% accuracy, placing it in the 70th percentile. Coding performance is respectable at 90.0% accuracy, though it falls in the 56th percentile. Mathematics presents a notable weakness, with 90.0% accuracy but only ranking in the 47th percentile, and it is the slowest category for the model. Overall, Ling 3.0 Flash Sante excels in reliability and complex reasoning, offers competitive pricing, but has room for improvement in mathematical problem-solving speed and relative accuracy.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.042 |
| Completion | $0.123 |
| Input Cache Read | $0.0084 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
Novita
|
Novita | inclusionai/ling-3.0-flash-sante-20260904 | 262K | $0.042 / 1M tokens | $0.123 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by inclusionai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| inclusionAI: Ling 3.1 Flash | Oct 02, 2026 | ~560B | 262K |
Text input
Text output
|
★ | ★★★ | $ |
| inclusionAI: Ling 3.0 Flash VL | Sep 10, 2026 | ~124B | 131K |
Video input
Image input
Text input
Text output
|
★★ | ★★★★ | $$ |
| inclusionAI: Ling 3.0 Flash Fin Unavailable | Aug 27, 2026 | ~124B | 262K |
Text input
Text output
|
★ | ★ | $$ |
| inclusionAI: Ling 3.0 Tiny (free) Unavailable | Aug 06, 2026 | ~7.9B | N/A |
Text input
Text output
|
— | — | — |
| inclusionAI: Ling 3.0 Flash | Jul 23, 2026 | ~124B | 262K |
Text input
Text output
|
★★★★★ | ★★ | $ |
| inclusionAI: Ring-2.6-1T Unavailable | May 08, 2026 | 1T | 262K |
Text input
Text output
|
★★★★★ | ★★★★★ | $$ |
| inclusionAI: Ling-2.6-1T Unavailable | Apr 23, 2026 | 1T | 262K |
Text input
Text output
|
★★★★★ | ★★★ | $$ |
| inclusionAI: Ling-2.6-flash Unavailable | Apr 21, 2026 | ~104B | 262K |
Text input
Text output
|
★★★★ | ★ | $ |
| inclusionAI: Ring 1T Unavailable | Oct 13, 2025 | 1T | 131K |
Text input
Text output
|
★ | ★★★★ | $$$$ |
| inclusionAI: Ling-1T Unavailable | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$ |