Ling 3.1 Flash 1019
InclusionAI • text#47 of 704 in intelligence
Data source: Artificial Analysis · ID AA: 539ed227-38f4-4bea-a015-117057c14b18 · Snapshot published: 10/27/2026, 6:00:26 PM · Methodology version: 4.3
Specifications
AA Intelligence Index
43.9
Artificial Analysis · 4.3 · 10/27/2026, 6:00:26 PM
Context Window
—
Input Price/1M
$0.30
#156 of 445
Output Price/1M
$0.90
Parameters
—
Cost per Task
$1.4887
USD / task · lower is better · Artificial Analysis · 4.3 · 10/27/2026, 6:00:26 PM
Benchmarks
Artificial Analysis metrics for Ling 3.1 Flash 1019. Higher is better for capability indexes; lower is better for cost per task.
Cost
| Benchmark | Score | Maximum | Methodology | Source / version / date |
|---|---|---|---|---|
| AA Cost Per Task | 1.5 | 100.0 | Artificial Analysis official API | Artificial Analysis · 4.3 · 10/27/2026 |
overall
| Benchmark | Score | Maximum | Methodology | Source / version / date |
|---|---|---|---|---|
| AA Intelligence Index | 43.9 | 100.0 | Artificial Analysis official API | Artificial Analysis · 4.3 · 10/27/2026 |
Information
- Release date
- October 22, 2026
- Tool Calling
- ❌ Not supported
- Vision
- ❌ Not supported
- Audio
- ❌ Not supported
Full Analysis: Ling 3.1 Flash 1019
What is Ling 3.1 Flash 1019?
Ling 3.1 Flash 1019 is an AI model developed by InclusionAI, classified as a text model. It focuses on text processing and natural language generation. As a proprietary model, it is available via InclusionAI's cloud API.
Pricing & Costs in 2026
Ling 3.1 Flash 1019 is usage-based, priced at $0.3/1M input tokens and $0.9/1M output tokens. For context: 1 million tokens is approximately 750,000 words, or about 10 average-length books. At this aggressive price point, it is one of the most cost-effective options on the market, ideal for high-volume applications like chatbots, bulk document analysis, and automation.
Benchmarks & Performance
Ling 3.1 Flash 1019 was evaluated on 2 different benchmarks, covering categories like Cost, overall. Results show moderate performance across available evaluations.
It's important to note that benchmarks measure specific aspects and don't capture the full user experience. Factors like instruction adherence, behavior in long conversations, and real-world task quality vary significantly between models and aren't always reflected in standard scores.
Recommended Use Cases
Ling 3.1 Flash 1019 specializes in text, offering advanced capabilities for creating and processing text content.
Comparison with Alternatives
In the 2026 AI model ecosystem, Ling 3.1 Flash 1019 competes directly with similarly capable models. InclusionAI competes in this segment against OpenAI, Anthropic, Google, and Meta. The choice between models depends on the specific use case, budget, latency requirements, and need for features like multimodality and tool calling.
For a detailed side-by-side comparison, use our comparison tool or check the overall model ranking.
Frequently Asked Questions
What is Ling 3.1 Flash 1019?
Ling 3.1 Flash 1019 is an AI model developed by InclusionAI. It is a text model.
How much does Ling 3.1 Flash 1019 cost?
Ling 3.1 Flash 1019 costs $0.3/1M input tokens and $0.9/1M output tokens. For heavy usage (e.g., a chatbot handling 100k messages/month), costs can range from $10 to $1,000 depending on volume.
How does Ling 3.1 Flash 1019 compare with other models?
In available benchmarks, Ling 3.1 Flash 1019 scored: AA Cost Per Task: 1.4887/100, AA Intelligence Index: 43.9/100. See the full table above for a detailed comparison.
Is Ling 3.1 Flash 1019 open source?
No, Ling 3.1 Flash 1019 is a proprietary model from InclusionAI. It is available via cloud API. For open source alternatives, check our open source model ranking.
What is Ling 3.1 Flash 1019 best for?
Ling 3.1 Flash 1019 excels at general-purpose language tasks.
Last updated: October 27, 2026 • View methodology →