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Ling 3.0 Flash VL vs GPT 6 Luna

At a glance

InclusionAI's hybrid vision-language model, layering native visual perception on the Ling 3.0 Flash MoE (124B total, 5.5B active).

262K ctx$0.02/$0.06 per M

OpenAI's fastest, most affordable GPT-6 tier for high-volume, latency-sensitive work.

1.1M ctx$0.10/$0.50 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper84%
Reasoning & Knowledge
Graduate Science—Factual Recall—
Math
Competition Math—
Agentic
Novel Reasoning—
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Reasoning & Knowledge
Graduate Science90.5%Factual Recall41.4%
Math
Competition Math98.9%
Agentic
Novel Reasoning59.3%
Specs
262K
Context
33K
Max output
Sep 2026
Released
1.1M
Context
128K
Max output
Sep 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input79%$0.02/M tokens
Output88%$0.06/M tokens
Cache read58%$0.004/M tokens
Live pricing, shown before you run
Input$0.10/M tokens
Output$0.50/M tokens
Cache read$0.01/M tokens
Cache write$0.13/M tokens
Web search$0.01/search
Chat with Ling 3.0 Flash VLGo to model
Chat with GPT 6 LunaGo to model
Frequently Asked Questions: Ling 3.0 Flash VL vs GPT 6 Luna▼

Which is better, Ling 3.0 Flash VL or GPT 6 Luna?

▼

Both Ling 3.0 Flash VL and GPT 6 Luna are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Ling 3.0 Flash VL or GPT 6 Luna?

▼

Ling 3.0 Flash VL has a lower blended cost. Ling 3.0 Flash VL: $0.02 input / $0.06 output. GPT 6 Luna: $0.10 input / $0.50 output.

Which has a larger context window, Ling 3.0 Flash VL or GPT 6 Luna?

▼

GPT 6 Luna has a larger context window: Ling 3.0 Flash VL supports 262K tokens vs GPT 6 Luna at 1.1M tokens.

Do both Ling 3.0 Flash VL and GPT 6 Luna support vision?

▼

Yes, both Ling 3.0 Flash VL and GPT 6 Luna support vision/image input.

What are the key differences between Ling 3.0 Flash VL and GPT 6 Luna?

▼

Key differences: Ling 3.0 Flash VL is significantly cheaper. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Ling 3.0 Flash VL and GPT 6 Luna for free on idapt.app to see which performs better for your specific needs.

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