# test-novita-dsf4.1 vs Ling 3.1 Flash - AI Model Comparison

- Page: https://opencode.ai/data/compare/deepseek/test-novita-dsf4-1/inclusionai/ling-3-1-flash
- Updated: 2026-10-02T18:41:27.000Z

|  | test-novita-dsf4.1 | Ling 3.1 Flash |
| --- | --- | --- |
| Lab | DeepSeek | inclusionAI |
| Context window | - | 262K |
| Max output | - | 33K |
| Input modalities | - | text |
| Reasoning | - | Yes |
| Tool calling | - | Yes |
| Open weights | - | No |
| Release date | - | 2026-09-29 |
| Input price per 1M tokens | - | $0.00 |
| Output price per 1M tokens | - | $0.00 |
| Cached input price per 1M tokens | - | - |
| OpenCode tokens: past 2 months | 5.1B | 1.4B |
| Share of all tokens | 0% | 0% |
| Rank by tokens last week | #41 | #40 |
| Unique users | 91 | 224 |
| Weekly retention | - | - |

Model pages: [test-novita-dsf4.1](https://opencode.ai/data/deepseek/test-novita-dsf4-1.md), [Ling 3.1 Flash](https://opencode.ai/data/inclusionai/ling-3-1-flash.md)

## Methodology

- Updates: Aggregated every hour. Days and weeks use UTC.
- Tokens: Input, output, reasoning, and cached tokens for each request.
- Users and sessions: Approximate counts of distinct users and OpenCode sessions.
- Cost: Session cost is the average cost per OpenCode session. Token prices are list prices from the OpenCode model catalog.
- Retention: The share of a model's users in one week who use it again the next week.
- Citation: Cite OpenCode Data (opencode.ai/data) with the update time shown at the top of the page.