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GPT · Math

GPT-6 for math

llmwise has 4 of OpenAI's GPT models, from GPT-6 Luna (up to 60 messages a day on Pro) to GPT-6 Astra (up to 31 messages a month). We ran the same math prompts on every one and published every reply: which GPT model to use, from the results, what each costs per message, and how to get more out of it.

Based on 20 of our test runs on , through OpenRouter with the app's own prompt and settings. Updated .

Short answer

In our test runs on September 29, 2026, 3 models passed 5 of 5 math prompts, so these prompts don't pick one for hard problems. For value, GPT-6.1 Sol (5 of 5), 125 a month on Pro; for everyday math, GPT-6 Luna (4 of 5), from the daily count.

Our picks for math

  • Hard problems

    Shared by 3 models

    3 models passed 5 of 5, both hard ones: GPT-6 Astra, GPT-6.1 Sol and GPT-6 Sol. These prompts don't tell them apart, so they share the pick.

  • Best value

    GPT-6.1 Sol

    Passed 5 of 5 math prompts, with 125 a month on Pro.

  • Everyday

    GPT-6 Luna

    Passed 4 of 5 math prompts; an everyday model, so its messages come from the daily count (60 a day on Pro), not the monthly allowance.

These picks aren't our opinion: they're what the results below give, by these rules, among the GPT models in llmwise. They change when the results do.

  • Hard problems: the model that passed the most prompts and, of those, the most hard ones. Models level on both share the pick: the prompts don't tell them apart, so we don't break the tie by price or by name.
  • Best value: among the models that draw on the monthly allowance, the one with the most messages on Pro that passed no more than one prompt fewer than the top model. Ties go to the one that passed more, then to the lower cost per reply.
  • Everyday: among the cheapest models on the page (the everyday models, which come from the daily count, when the page has any), the one that passed the most. Ties go to the one that passed more of the hard prompts, then to the lower cost per reply.

Our math test runs, model by model

How each model did on our 5 math prompts, what each reply counted as on Pro, and what it cost to run.

Our math test runs
ModelPassedHard onesMessages used on ProCost per replyTime per reply
GPT-6 AstraOpenAI5 of 52 of 21 each, of 31 a month on Pro$0.00852.7 s
GPT-6.1 SolOpenAI5 of 52 of 21 each, of 125 a month on Pro$0.00092.0 s
GPT-6 SolOpenAI5 of 52 of 21 each, of 125 a month on Pro$0.00182.2 s
GPT-6 LunaOpenAI4 of 52 of 21 each, of 60 a day on Pro$0.00012.4 s
Passed: out of the job's 5 prompts, how many replies passed their check (a reply the provider failed to give isn't counted). Messages used: what each reply counted as on Pro, and Pro's count on the model. Cost: what OpenRouter charged us per reply, on average; in llmwise you pay per message, not per token. Time: from sending to the whole reply.

One prompt, side by side

Each model's reply to “Four-digit numbers whose digits sum to 9”, as it came, with whether it passed and what it cost.

The prompt: Four-digit numbers whose digits sum to 9 (hard)
How many four-digit positive integers have digits that add up to 9?
Show your working briefly, then end with a line that says "Final answer: " followed by the answer alone.
  • GPT-6 Astra

    Passed: Final answer 165: right.

    Let the digits be \(a,b,c,d\), where \(a\ge1\) and the others are nonnegative. We need
    \[
    a+b+c+d=9.
    \]
    Set \(x=a-1\). Then \(x+b+c+d=8\). By stars and bars, the number of nonnegative solutions is
    \[
    \binom{8+4-1}{4-1}=\binom{11}{3}=165.
    \]
    All solutions give valid digits, since \(a\le9\) and \(b,c,d\le8\).
    
    Final answer: 165

    378 tokens in, 169 out (35 of them reasoning) · 3.8 s · $0.0122 · 1 message on Pro · answered by openai/gpt-6-astra via OpenAI ·

  • GPT-6.1 Sol

    Passed: Final answer 165: right.

    Let the digits be \(a,b,c,d\), with \(a\ge1\). Set \(x=a-1\). Then
    \[
    x+b+c+d=8,
    \]
    where all four variables are nonnegative. Each resulting digit is automatically at most 9.
    
    By stars and bars, the number of solutions is
    \[
    \binom{8+4-1}{4-1}=\binom{11}{3}=165.
    \]
    
    Final answer: 165

    380 tokens in, 147 out (39 of them reasoning) · 2.7 s · $0.0011 · 1 message on Pro · answered by openai/gpt-6.1-sol via OpenAI ·

  • GPT-6 Luna

    Passed: Final answer 165: right.

    Let the first digit be at least 1. Subtract 1 from it, so the four digits become nonnegative integers summing to 8. By stars and bars, there are \(\binom{8+4-1}{4-1}=\binom{11}{3}=165\) possibilities.
    
    Final answer: 165

    378 tokens in, 127 out (50 of them reasoning) · 2.0 s · $0.0001 · 1 message on Pro · answered by openai/gpt-6-luna via OpenAI ·

The math prompts, and how they're scored

Final answer. Automatic. The reply's last “Final answer:” line must hold the right value.

Each prompt was sent the way llmwise sends a message in a side-by-side comparison, which offers no tools: the app's own system prompt, the model's own settings, and Pro's reply size limit (8,000 tokens). Read all five math prompts and how every reply was scored.

Prompts like these to try yourself

GPT in llmwise

GPT models in llmwise
ModelOn ProOn FreeContext windowImagesPDFsReasoningAPI price per 1M, in / out
GPT-6 AstraOpenAI31/mo on ProNo1.05M tokensYesWhole fileYes$10.00 / $50.00
GPT-6.1 SolOpenAI125/mo on ProYes1.05M tokensYesWhole fileYes$2.00 / $10.00
GPT-6 SolOpenAI125/mo on ProYes1.05M tokensYesWhole fileYes$2.00 / $10.00
GPT-6 LunaOpenAI60/day on ProYes1.05M tokensYesWhole fileYes$0.10 / $0.50
Each badge is how many messages Pro gets on the model: a month’s, or a day’s on an everyday model. Free is a one-time trial of 5 messages on the models marked. “Text only” models get the text of a PDF, not the file. API prices are the per-token prices in our model catalog as of October 2026 (OpenAI: OpenAI's list price). In llmwise you pay per message, not per token.

Every limit is published. Paid plans also have a monthly fair-use limit on AI cost: Pro $7.50, Max $20, Ultra $42, Studio $85. Using every message on your plan at typical sizes stays under it; very large messages and heavy research use it faster. Every limit, explained.

What matters for math

  • Step-by-step reasoning

    Models that reason before answering work through the steps instead of jumping to a number, which matters most on multi-step problems.

  • Checking the arithmetic

    Language models can slip on arithmetic. Running the calculation as code settles it.

  • Showing the work

    A good answer shows its steps clearly enough for you to follow, and flags its assumptions.

GPT for math in llmwise

  • Readable formulas

    Formulas in answers render as proper math, not raw LaTeX.

  • Run code (paid plans)

    On a paid plan the model can run Python or Node.js in an isolated sandbox once you approve it, read the output and fix what failed. A run counts as 1 Claude Haiku 4.5 message and stops after 60 seconds.

  • Photos of problems

    Attach a photo of a worksheet or a screenshot of a problem to a model that reads images.

  • The Tutor persona

    Pick the Tutor persona to have concepts explained step by step, with checks that you followed.

In llmwise, a message to GPT goes to its maker, OpenAI, or through OpenRouter when llmwise can't reach the maker directly. See the Privacy Policy.

Tips

  • Ask for the steps, not just the answer.

  • Say what level you're at, so the explanation fits.

  • Ask the model to verify the final answer a second way.

  • For proofs, ask it to list its assumptions.

Questions

Is GPT good for math?

In our test runs on September 29, 2026, GPT-6 Astra passed 5 of 5, GPT-6.1 Sol passed 5 of 5, GPT-6 Sol passed 5 of 5, GPT-6 Luna passed 4 of 5 of our math prompts, against a best result of 5 of 5 among all 19 models. Every reply is published on this page and the methods page, so you can judge them yourself.

Which GPT model should I use for math?

Start with GPT-6 Luna for arithmetic, unit conversions and formulas you half remember, and move up to GPT-6 Astra for proofs, competition-style problems and anything where one slip ruins the answer.

Can I use GPT for math for free?

Yes: GPT-6.1 Sol, GPT-6 Sol, and GPT-6 Luna are on the Free plan (a one-time trial of 5 messages). GPT-6 Astra needs a paid plan.

Can it check its own answer?

On a paid plan, ask the model to check its answer with code: it runs Python in a sandbox (after you approve) and compares. A run counts as 1 Claude Haiku 4.5 message.

Claude, GPT, Gemini, DeepSeek, Grok, Kimi, GLM, and Mistral, in one chat.

See what a message costs before you send it. Free is 5 messages to try; sign in with an email link, no password or card.