Gemini 3.1 Pro vs GPT-6 Astra: which is better in QueryWise?

Quality: the difference is clear

In the QueryWise ranking, Gemini 3.1 Pro is in 25 place with a score of 6.2. GPT-6 Astra ranks 4 with 9.3. Based on the current score, GPT-6 Astra leads. This is not a conclusion based on marketing claims, but on our ranking results, updated every hour.

Gemini 3.1 Pro’s strength is reasoning: the model scores 9.3. That is a meaningful advantage for tasks that require breaking a problem into steps, spotting a contradiction in text, or explaining a complex topic without logical jumps. Its coding result is 8.7.

GPT-6 Astra scores 9.5 for coding. In practical work, that means less manual polishing for tasks such as refactoring, finding an error in an API integration, or writing tests for an existing module.

We tested both models with real questions. When asked to «find the error in this Python snippet, explain the cause, and suggest a test», GPT-6 Astra confidently produced a fix and a corresponding test. Gemini 3.1 Pro also diagnosed the issue, but its answer was more detailed and required an extra check of an edge case. For an engineer who needs a working patch quickly, Astra looks more convincing.

Speed and price in tenge

So claiming that one model responds faster would be speculation. In QueryWise, response speed also depends on system load and prompt length.

The price difference is more noticeable. An average question to Gemini 3.1 Pro costs about 10 ₸, while one to GPT-6 Astra costs about 43 ₸. Gemini is more cost-effective for regular explanations, drafts, and document analysis when users ask many follow-up questions. Astra costs more, but its higher score can justify the expense when an error in the code or answer structure would cost more than the request itself.

For a school or university project, the price difference can be decisive: dozens of ordinary questions to Gemini do not add up to a significant bill. For a small team asking the model to prepare production-ready code, Astra is a sensible choice if saving time matters more than the cost of each request.

Context and task types

Gemini 3.1 Pro works with 1M of context, while GPT-6 Astra has a 1.1M context window. Both models are suitable for long materials. Astra has a slight advantage in volume, but in practice quality also depends on how the prompt is written.

Imagine a contract several hundred pages long. You can ask Gemini 3.1 Pro to highlight contentious clauses, create a brief summary of each section, and then explain the consequences in plain language. Its strong reasoning is well suited to working through terms systematically, especially when links between distant parts of the document need to be preserved.

Here is another scenario: you need to review a web service’s error log in one evening, identify a recurring failure, and prepare a fix. GPT-6 Astra is preferable here. Its coding result is 9.5, and its overall score is higher, so it is more likely to produce a usable first solution.

There is also a third situation: preparing for a mathematics or physics exam. Gemini 3.1 Pro is useful when you need more than an answer — a calm, step-by-step explanation that checks the initial assumptions. Choose Astra when you want a short, structured analysis and several solution options in a single prompt.

In QueryWise, you can run both models side by side: their answers appear in one interface, so you can see where they agree and where they differ. This is especially useful for disputed wording and code that should not be run without review.

The honest verdict

Based on the current data, GPT-6 Astra wins for coding if its current score of 9.5 is higher than 8.7.

If you need an affordable assistant for long texts, learning, and regular questions, choose Gemini 3.1 Pro at 10 ₸ per average request. If maximum overall performance and working code with fewer revisions matter more, choose GPT-6 Astra at 43 ₸.

The ranking verdict is clear: GPT-6 Astra leads on the current score. But Gemini 3.1 Pro does not become useless because it ranks lower. It remains a practical choice for users who need a large context window at a moderate price. Both models are available in QueryWise from Kazakhstan, support payment in tenge and interfaces in Russian and Kazakh, and give new users three free questions to start.

QueryWise helps you choose a model, but it does not replace review by a qualified specialist. AI answers should not be treated as medical, legal, or financial advice.