What is the difference between Dots3-Note Preview and GPT-6 Astra Pro?

Dots3-Note Preview is developed by Dots Studio while GPT-6 Astra Pro is developed by OpenAI. Dots3-Note Preview has a 512K token context window vs GPT-6 Astra Pro's 1.1M. You can compare their actual outputs across 6 challenges on Rival to see how they differ in practice.

Which is better, Dots3-Note Preview or GPT-6 Astra Pro?

It depends on your use case. Dots3-Note Preview and GPT-6 Astra Pro each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 6 challenges so you can judge which fits your needs best.

How much does Dots3-Note Preview cost compared to GPT-6 Astra Pro?

Dots3-Note Preview costs $0/M input tokens and GPT-6 Astra Pro costs $10/M input tokens. Dots3-Note Preview is $10.00/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 Dots3-Note Preview and GPT-6 Astra Pro on Rival?

This page shows a side-by-side comparison of Dots3-Note Preview and GPT-6 Astra Pro 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

Dots3-Note PreviewvsGPT-6 Astra Pro

Dots3-Note Preview is cheaper than GPT-6 Astra Pro at $0/M vs $10/M input tokens.

Dots3-Note Preview and GPT-6 Astra Pro compared across 6 shared prompts
Spec	Dots3-Note Preview	GPT-6 Astra Pro
Input price	Free	$10/M tokens
Output price	Free	$50/M tokens
Context window	512K tokens	1.1M tokens
Weights	—	Closed
Free API (OpenRouter)	Yes (1 provider)	No
Released	Aug 2026	Sep 2026

Our Verdict

GPT-6 Astra Pro

Dots3-Note PreviewRunner-up

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

Slight edge

Reviewing agent-written code?See a Brief PR report

API pricing

Cost per 1M tokens

Dots3-Note Preview

Input

$0.000

Output

$0.000

GPT-6 Astra Pro

Input

$10.00

Output

$50.00

Where to run it

3 hosts

Dots3-Note Preview1 host

HostInOutContextUptime

AtlasCloudfp8$0 in$0 out512k100% up

GPT-6 Astra Pro2 hosts

HostInOutContextUptime

Azure AI Foundry$10.00 in$50.00 out1.1M98.9% up OpenAI$10.00 in$50.00 out1.1M99.6% up

Per million tokens. Prices and uptime via OpenRouter, checked 16 Sep 2026.

Research

What we learned reading every model

FAQ

Common questions

Keep exploring

More comparisons

Cost per 1M tokens

3 hosts

What we learned reading every model

Common questions

What is the difference between Dots3-Note Preview and GPT-6 Astra Pro?

Which is better, Dots3-Note Preview or GPT-6 Astra Pro?

How much does Dots3-Note Preview cost compared to GPT-6 Astra Pro?

How can I compare Dots3-Note Preview and GPT-6 Astra Pro on Rival?

More comparisons

Against the newest arrivals

Same lab, same size, long tail

Model pages

Cost per 1M tokens

3 hosts

What we learned reading every model

Common questions

What is the difference between Dots3-Note Preview and GPT-6 Astra Pro?

Which is better, Dots3-Note Preview or GPT-6 Astra Pro?

How much does Dots3-Note Preview cost compared to GPT-6 Astra Pro?

How can I compare Dots3-Note Preview and GPT-6 Astra Pro on Rival?

More comparisons

Against the newest arrivals

Same lab, same size, long tail

Model pages