Author's Description
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
inclusionAI: Ling 3.0 Flash VL demonstrates a balanced performance profile, particularly excelling in reliability and offering cost-effective solutions. Its speed performance is moderate, ranking in the 24th percentile across benchmarks. However, its exceptional reliability, with a 100% success rate, ensures consistent and usable responses. The model shows strong capabilities in Coding (95.0% accuracy, 90th percentile), Reasoning (97.5% accuracy, 80th percentile), and Mathematics (95.0% accuracy, 85th percentile), indicating robust analytical and problem-solving skills. Notably, it achieved perfect accuracy in Ethics, making it the most accurate model at its price point and among models of similar speed. While its General Knowledge (95.8% accuracy, 36th percentile) and Hallucinations (95.7% accuracy, 49th percentile) scores are respectable, they are not as standout as its other strengths. Instruction Following (69.1% accuracy, 64th percentile) is solid, and Email Classification (98.9% accuracy, 69th percentile) is strong. Overall, Ling 3.0 Flash VL is a highly reliable and cost-efficient model with significant strengths in coding, reasoning, and ethical decision-making.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.06 |
| Completion | $0.18 |
| Input Cache Read | $0.012 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
DeepInfra
|
DeepInfra | inclusionai/ling-3.0-flash-vl-20260910 | 131K | $0.06 / 1M tokens | $0.18 / 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 3.0 Flash Sante (free) Unavailable | Sep 04, 2026 | ~124B | N/A |
Text input
Text output
|
— | — | — |
| inclusionAI: Ling 3.0 Flash Fin (free) | 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
|
★ | ★★★★ | $$$$ |
| inclusionAI: Ling-1T Unavailable | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$ |