Model Comparison
Ling 3.0 Flash
vs. Ling-3.0-flash-VL
Comparing 2 AI models · 0 benchmarks · InclusionAI
Recommended Pick
Strongest on: Value, Throughput, Latency
Best Value
Ling 3.0 Flash
100.0 value score
24.9 reasoning / $0.11/1M
Lowest Price
Ling 3.0 Flash
$0.07/1M input price
Best Reasoning
Ling 3.0 Flash
24.9 reasoning score
Blends available reasoning benchmarks
Best for Coding
Ling-3.0-flash-VL
57.0 coding index
Differences That Matter
Best value
Ling 3.0 Flash has the strongest quality-to-price mix at 100.0 out of 100 value points.
Speed gap
Ling 3.0 Flash generates about 2.6x as many tokens per second as Ling-3.0-flash-VL.
Reasoning gap
Ling 3.0 Flash leads Ling-3.0-flash-VL by 0.3 points on reasoning.
Coding gap
Ling-3.0-flash-VL leads Ling 3.0 Flash by 6.4 points on coding.
Top-pick rationale
Ling 3.0 Flash wins 5 measurable categories, including Value, Throughput, Latency, Reasoning.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Ling 3.0 Flash
InclusionAI
TTFT
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Time
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tok/s
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Tokens
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Cost
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Ling-3.0-flash-VL
InclusionAI
TTFT
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Time
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tok/s
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Tokens
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Cost
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Which answer was more useful?
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Full Comparison
| Metric | Top Pick In Ling 3.0 Flash | In Ling-3.0-flash-VL |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.07/1M | $0.07/1M |
| Output Cost | $0.22/1M | $0.22/1M |
| Blended (3:1) | $0.11/1M | $0.11/1M |
| Specifications | ||
| Organization | InclusionAI | InclusionAI |
| Release Date | Aug 4, 2026 | Sep 10, 2026 |
| Performance & Speed | ||
| Throughput | 372.8 tok/s | 143.8 tok/s |
| TTFT | 2950ms | 1830ms |
| Latency | 8320ms | 15740ms |
| Composite Indices | ||
| Value Score | 100.0 | 98.8 |
| Reasoning Score | 24.9 | 24.6 |
| Intelligence | 24.9 | 24.6 |
| Coding | 50.6 | 57.0 |
Key Takeaways
Ling 3.0 Flash offers the best value at $0.07/1M,making it ideal for high-volume applications and cost-conscious projects.
Ling 3.0 Flash has the strongest reasoning profile with a 24.9 reasoning score,combining the available reasoning-heavy benchmarks.
Ling-3.0-flash-VL reaches a 57.0 coding index,making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Ling 3.0 Flash
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
Ling-3.0-flash-VL
- Code generation
- Software development
