What is the difference between GPT-6 Astra Pro and Ling 3.0 Flash?

GPT-6 Astra Pro is developed by OpenAI while Ling 3.0 Flash is developed by inclusionAI. GPT-6 Astra Pro has a 1.1M token context window vs Ling 3.0 Flash's 262K. You can compare their actual outputs across 1 challenges on Rival to see how they differ in practice.

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

It depends on your use case. GPT-6 Astra Pro and Ling 3.0 Flash each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 1 challenges so you can judge which fits your needs best.

How much does GPT-6 Astra Pro cost compared to Ling 3.0 Flash?

GPT-6 Astra Pro costs $10/M input tokens and Ling 3.0 Flash costs $0.021/M input tokens. Ling 3.0 Flash is $9.98/M cheaper per input. Check their side-by-side outputs on Rival to see if the price difference is justified by quality.

How can I compare GPT-6 Astra Pro and Ling 3.0 Flash on Rival?

This page shows a side-by-side comparison of GPT-6 Astra Pro and Ling 3.0 Flash across shared challenges. You can vote on which model produced the better output in a blind duel. Browsing and voting are free. No account is needed to look; signing in only saves your votes and likes.

Updated Sep 2026

GPT-6 Astra ProvsLing 3.0 Flash

Ling 3.0 Flash is cheaper than GPT-6 Astra Pro at $0.021/M vs $10/M input tokens.

GPT-6 Astra Pro and Ling 3.0 Flash compared across 1 shared prompts
Spec	GPT-6 Astra Pro	Ling 3.0 Flash
Input price	$10/M tokens	$0.021/M tokens
Output price	$50/M tokens	$0.063/M tokens
Context window	1.1M tokens	262K tokens
Weights	Closed	Open
Free API (OpenRouter)	No	No
Released	Sep 2026	Jul 2026

Our Verdict

GPT-6 Astra Pro

Ling 3.0 FlashRunner-up

Not enough votes to call it. On the specs, GPT-6 Astra Pro has the edge: newer, bigger context window, major provider backing.

Ling 3.0 Flash costs 794x less per token.

Too close to call

Reviewing agent-written code?See a Brief PR report

API pricing

Cost per 1M tokens

GPT-6 Astra Pro

Input

$10.00

Output

$50.00

Ling 3.0 Flash

Input

$0.02

476× cheaper

Output

$0.06

794× cheaper

Ling 3.0 Flash is cheaper on both: 476× input, 794× output.

Where to run it

4 hosts, cheapest first

GPT-6 Astra Pro2 hosts

HostInOutContextUptime

Azure AI Foundry$10.00 in$50.00 out1.1M99.4% up OpenAI$10.00 in$50.00 out1.1M99.8% up

Ling 3.0 Flash2 hosts

HostInOutContextUptime

Novita$0.02 in$0.06 out262k100% up DeepInfrabf16$0.06 in$0.18 out131k99.7% up

Per million tokens. Prices and uptime via OpenRouter, checked 23 Sep 2026.

Research

What we learned reading every model

FAQ

Common questions

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More comparisons

Cost per 1M tokens

4 hosts, cheapest first

What we learned reading every model

Common questions

What is the difference between GPT-6 Astra Pro and Ling 3.0 Flash?

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

How much does GPT-6 Astra Pro cost compared to Ling 3.0 Flash?

How can I compare GPT-6 Astra Pro and Ling 3.0 Flash on Rival?

More comparisons

Against the newest arrivals

Same lab, same size, long tail

Model pages

Cost per 1M tokens

4 hosts, cheapest first

What we learned reading every model

Common questions

What is the difference between GPT-6 Astra Pro and Ling 3.0 Flash?

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

How much does GPT-6 Astra Pro cost compared to Ling 3.0 Flash?

How can I compare GPT-6 Astra Pro and Ling 3.0 Flash on Rival?

More comparisons

Against the newest arrivals

Same lab, same size, long tail

Model pages