GPT-4.1 or Grok 4.5 — Which Is Better in QueryWise?

The comparison turns out to be unexpected. GPT-4.1 stands out with its huge context window and high speed, while Grok 4.5 is noticeably stronger at reasoning according to our current evaluation. Both models are available in Kazakhstan: payments are made in tenge, the interface is available in Russian and Kazakh, and new users get three free questions.

Answer quality: the gap is immediately visible

In the QueryWise ranking, GPT-4.1 currently scores 4.7 and holds position 24. Grok 4.5 scores 9.2 and ranks 6. Grok 4.5 is currently ahead by score. This is not just a theoretical difference from a presentation: it shows up in long prompts, checking constraints, and staying on track throughout a task.

GPT-4.1 looks convincing for programming: its current coding score is 9.1, compared with 9.4 for Grok 4.5. The gap may be small here, so the choice depends on the task and the cost of an error. Both models work well for generating a function, fixing TypeScript, writing an SQL query, or explaining a stack trace.

The picture is different for reasoning. GPT-4.1 scores 5.1, while Grok 4.5 scores 9.2. If you need to untangle conflicting requirements, find an error in an argument, or compare several architecture options, Grok 4.5 currently looks preferable. GPT-4.1 can produce a good answer, but it more often requires a precise prompt and an additional review.

Speed and price in tenge

The median GPT-4.1 response time in QueryWise telemetry is 5 seconds. For Grok 4.5, it is 16 seconds. This difference matters in practice: GPT-4.1 is more convenient for quick questions, batches of edits, and work where an answer is needed immediately. Grok 4.5 takes longer, but the wait is often worthwhile for complex analysis.

The average price per question is ≈10 ₸ for GPT-4.1 and ≈10 ₸ for Grok 4.5. For users in Kazakhstan, this matters more than attractive pricing tables: the cost is shown in tenge, with no conversion or exchange-rate surprises. The current price difference is small or nonexistent, so choose Grok 4.5 for reasoning quality and GPT-4.1 for speed and a large working context.

According to our telemetry, both models currently have 100% reliability. This measures the consistency of responses in QueryWise, not a guarantee that they are factually correct. Medical, legal, and financial decisions still require review by a qualified professional.

Context and task types

GPT-4.1 supports a context of 1M, while Grok 4.5 supports 500K. For users, this means a different amount of working memory within a single conversation. GPT-4.1 is more convenient when you need to upload a large repository, extensive technical documentation, or several sections of a contract and ask it to identify connections between them.

Consider three everyday scenarios. A developer sends a large file containing an error and asks for a patch — GPT-4.1 wins here on speed and context size. A student brings a problem with several constraints and asks to verify every step — Grok 4.5 will more often be stronger thanks to its reasoning advantage. An analyst compares lengthy product requirements and asks for a list of conflicts — the choice depends on the length of the materials: GPT-4.1 has the edge with large volumes, while Grok 4.5 is better for complex logic.

Code is a separate case. The models are close on current coding scores, so both are suitable for Python, SQL, JavaScript, or regular expressions. But code must be run and tested: a chat model's output does not become correct simply because it looks neat.

Which model should you choose in QueryWise?

If you need an all-purpose assistant for difficult questions, comparing options, and learning exercises, my choice is Grok 4.5: it is currently ahead by score, with a reasoning rating of 9.2 versus 5.1 for its rival. For fast iterations, large documents, and tasks where latency matters, GPT-4.1 is the more sensible option, especially if 5 seconds is noticeably less than 16.

The programming verdict is less clear-cut: Grok 4.5 is currently ahead on coding if its current Grok 4.5 metric corresponds to the higher of 9.1 and 9.4. In practice, I would choose GPT-4.1 for large files and quick fixes, and Grok 4.5 for architecture reviews and finding logical gaps.

We added both models to QueryWise on release day and often send the same prompt to both at once. This makes it easy to see where they agree and where one confidently challenges the other. It is more useful than blindly trusting a single button.

The bottom line is simple: Grok 4.5 is currently ahead on quality. GPT-4.1 is the faster, roomier workhorse; Grok 4.5 is the stronger choice for reasoning. With roughly the same price in tenge, the deciding factor is your type of task — and you can try both models for free when you start.