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Ling 3.0 Flash VL vs GPT 6 Astra

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 new flagship for demanding end-to-end work: advanced analysis, software engineering, deep research, scientific work, and document creation.

1.1M ctx$10.00/$50.00 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
Cheaper100%
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 Science95.8%Factual Recall75.6%
Math
Competition Math100.0%
Agentic
Novel Reasoning95.0%
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
Input100%$0.02/M tokens
Output100%$0.06/M tokens
Cache read100%$0.004/M tokens
Live pricing, shown before you run
Input$10.00/M tokens
Output$50.00/M tokens
Cache read$1.00/M tokens
Cache write$12.50/M tokens
Web search$0.01/search
Chat with Ling 3.0 Flash VLGo to model
Chat with GPT 6 AstraGo to model
Frequently Asked Questions: Ling 3.0 Flash VL vs GPT 6 Astra▼

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

▼

Both Ling 3.0 Flash VL and GPT 6 Astra 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 Astra?

▼

Ling 3.0 Flash VL has a lower blended cost. Ling 3.0 Flash VL: $0.02 input / $0.06 output. GPT 6 Astra: $10.00 input / $50.00 output.

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

▼

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

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

▼

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

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

▼

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 Astra for free on idapt.app to see which performs better for your specific needs.

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