ChatGPT vs Gemini for Math

Gemini has a measurable advantage on advanced mathematical reasoning, scoring higher on GPQA Diamond (94% vs 92.8%) and Humanity's Last Exam (44.7% vs 39.8%), making it better for complex quantitative problems and math competitions. ChatGPT compensates with its Extended Thinking mode for step-by-step mathematical derivations and transparent reasoning. Choose Gemini if you need maximum accuracy on hard math problems, or ChatGPT if you want clearer reasoning explanations for learning and verification.

Head-to-Head for Math

Mathematical Reasoning

Gemini

ChatGPT

Strong, 92.8% GPQA

Gemini

Stronger, 94% GPQA

Complex Problem Solving

Gemini

ChatGPT

Solid reasoning skills

Gemini

Slightly better on benchmarks

Computational Code Execution

Tie

ChatGPT

Yes, reliable calculations

Gemini

Yes, reliable calculations

Context Window for Long Proofs

Gemini

ChatGPT

272K tokens

Gemini

1M tokens, much larger

Step-by-Step Explanation

Tie

ChatGPT

Clear and detailed

Gemini

Clear and detailed

See Them Answer a Math Question

We asked both models the same math-focused prompt.

Solve the integral ∫(x²·eˣ)dx step by step, then verify your answer by differentiating the result.

GPT-5.4

Solve the integral ∫(x²·eˣ)dx step by step, then verify your answer by differentiating the result.

To solve

x2exdx\int x^2 e^x \, dx

we use integration by parts twice.


Step 1: First integration by parts

Recall:

udv=uvvdu\int u \, dv = uv - \int v \, du

Choose:

u=x2du=2xdxu = x^2 \quad \Rightarrow \quad du = 2x\,dx

dv=exdxv=exdv = e^x dx \quad \Rightarrow \quad v = e^x

Apply the formula:

x2exdx=x2ex2xexdx\int x^2 e^x dx = x^2 e^x - \int 2x e^x dx

So now we need to compute:

2xexdx=2xexdx\int 2x e^x dx = 2\int x e^x dx


Step 2: Second integration by parts

Now solve:

xexdx\int x e^x dx

Again let:

u=xdu=dxu = x \quad \Rightarrow \quad du = dx

dv=exdxv=exdv = e^x dx \quad \Rightarrow \quad v = e^x

Then:

xexdx=xexexdx\int x e^x dx = x e^x - \int e^x dx

=xexex= x e^x - e^x

=ex(x1)= e^x(x-1)

Thus:

2xexdx=2ex(x1)2\int x e^x dx = 2e^x(x-1)


Step 3: Substitute back

From Step 1:

x2exdx=x2ex2ex(x1)\int x^2 e^x dx = x^2 e^x - 2e^x(x-1)

Expand if desired:

=x2ex2xex+2ex= x^2 e^x - 2x e^x + 2e^x

Factor out exe^x:

x2exdx=ex(x22x+2)+C\int x^2 e^x dx = e^x(x^2 - 2x + 2) + C


Final Answer

x2exdx=ex(x22x+2)+C\boxed{\int x^2 e^x dx = e^x(x^2 - 2x + 2) + C}


Verification by differentiation

Differentiate:

F(x)=ex(x22x+2)F(x) = e^x(x^2 - 2x + 2)

Use the product rule:

F(x)=ex(x22x+2)+ex(2x2)F'(x) = e^x(x^2 - 2x + 2) + e^x(2x - 2)

Factor out exe^x:

F(x)=ex[(x22x+2)+(2x2)]F'(x) = e^x\left[(x^2 - 2x + 2) + (2x - 2)\right]

Simplify inside:

=ex(x2)= e^x(x^2)

=x2ex= x^2 e^x

This matches the original integrand, so the answer is correct.

ddx[ex(x22x+2)]=x2ex\boxed{\frac{d}{dx}\left[e^x(x^2 - 2x + 2)\right] = x^2 e^x}

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Detailed Breakdown

When it comes to math, both ChatGPT and Gemini are capable tools, but they approach the subject differently — and those differences matter depending on whether you're a student working through calculus homework or a researcher tackling advanced problems.

ChatGPT's strongest asset for math is its step-by-step reasoning. GPT-5.4 excels at breaking down complex problems into digestible steps, making it particularly valuable for students who need to understand the process, not just the answer. Its code execution capability means it can run Python with libraries like NumPy, SymPy, and Matplotlib directly — so it can solve symbolic integrals, graph functions, or verify matrix operations in real time. On GPQA Diamond (a graduate-level science benchmark that includes quantitative reasoning), ChatGPT scores 92.8%, and on Humanity's Last Exam, it achieves 39.8% without tools and 52.1% with tools — a meaningful jump that reflects how well it leverages computation.

Gemini 3.1 Pro edges ahead on raw benchmark performance, scoring 94% on GPQA Diamond and 44.7% on Humanity's Last Exam. Its 1 million token context window is a genuine advantage for math-heavy workflows — you can paste an entire textbook chapter, a lengthy proof, or a large dataset and ask Gemini to reason across all of it without truncation. For researchers reviewing long academic papers or engineers working with complex technical documentation, this is a practical win. Gemini also supports code execution and integrates with Google Workspace, which is useful if your math work lives in Google Sheets or Docs.

In practice, ChatGPT tends to be more precise and patient when walking through multi-step algebra, calculus, or statistics problems. Its explanations are cleaner and more pedagogically structured, which makes it the better choice for learning. Gemini is faster and handles larger context, but can occasionally be less thorough in its reasoning on nuanced or multi-step problems.

For most users — students, educators, or professionals doing everyday quantitative work — ChatGPT is the stronger choice for math. The quality of its step-by-step explanations and its tight integration with code execution gives it an edge where accuracy and clarity matter most. If you regularly work with very long mathematical documents, proofs, or need deep Google ecosystem integration, Gemini's context window and benchmark scores make it a compelling alternative.

Recommendation: ChatGPT for most math users; Gemini if you need massive context or are already in the Google ecosystem.

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