Gemini vs Claude for Math

Claude edges out Gemini for math tasks, particularly excelling on competitive mathematics (95.6% on AIME 2025) thanks to its superior precision and extended thinking capabilities. While Gemini performs slightly better on some general reasoning benchmarks and offers a larger context window, Claude's dedicated focus on nuanced reasoning and consistently strong performance on mathematical problem-solving makes it the better choice for serious math work. Gemini remains viable if you need web search integration or multimodal input, but for pure mathematical accuracy, Claude is the stronger performer.

Head-to-Head for Math

Competitive math (AIME)

Claude

Gemini

No benchmark data

Claude

95.6% accuracy

Extended mathematical reasoning

Tie

Gemini

Extended thinking support

Claude

Extended thinking support

Answer verification

Gemini

Gemini

Web search enabled

Claude

Manual checking only

Clear step-by-step explanations

Claude

Gemini

Clear work shown

Claude

Excellent explanations

Very large problem sets

Gemini

Gemini

1M token window

Claude

128-200K tokens

See Them Answer a Math Question

We asked both models the same math-focused prompt.

Solve this satisfying satisfying integral: ∫₀^∞ x²e^(-x²) dx, showing each step of your reasoning and identifying any elegant tricks or substitutions that simplify the work.

Gemini 3.1 Pro

Solve this satisfying satisfying integral: ∫₀^∞ x²e^(-x²) dx, showing each step of your reasoning and identifying any elegant tricks or substitutions that simplify the work.

The integral you have brought up, $\int_0^\infty x^2e^{-x^2} dx$, is a famous problem in mathematics spanning statistics, physics, and probability. The exact answer is $\frac{\sqrt{\pi}}{4}$.

To solve it, we can use two incredibly elegant methods. Let's walk through both of them.


Method 1: The "Split and Conquer" Approach (Integration by Parts)

The first elegant trick is realizing that while we cannot easily integrate $x^2 e^{-x^2}$, we can integrate $x e^{-x^2}$ using a simple simple substitution. Therefore, we should break $x^2$ apart.

Step 1: Set up Integration by Parts The formula for integration by parts is $\int u , dv = uv - \int v , du$. We separate our integrand $x^2 e^{-x^2}$ into $x \cdot (x e^{-x^2})$.

Let:

  • $u = x$
  • $dv = x e^{-x^2} dx$

Step 2: Differentiate and Integrate First, differentiate $u$:

  • $du = dx$

Next, integrate $dv$. We can use $w$-substitution where $w = -x^2$, meaning $dw = -2x , dx$, or $x , dx = -\frac{1}{2} dw$:

  • $v = \int x e^{-x^2} dx = \int -\frac{1}{2} e^w dw = -\frac{1}{2} e^{-x^2}$

Step 3: Apply the Formula Now, plug these into the integration by parts formula across our bounds from $0$ to $\infty$: 0x2ex2dx=[x(12ex2)]00(12ex2)dx\int_0^\infty x^2 e^{-x^2} dx = \left[ x \left(-\frac{1}{2} e^{-x^2}\right) \right]_0^\infty - \int_0^\infty \left(-\frac{1}{2} e^{-x^2}\right) dx

Step 4: Evaluate the Boundary Term (The First Trick) Let's look at the first term: $\left[ -\frac{x}{2e^{x^2}} \right]_0^\infty$.

  • At the lower bound ($x = 0$), the numerator is $0$, so the term is $0$.
  • At the upper bound ($x \to \infty$), we have $\infty / \infty$. However, the exponential function $e^{x^2}$ grows infinitely faster than the linear function $x$. Therefore, this limit approaches $0$.

Because both bounds evaluate to $0$, the entire first term gracefully vanishes! We are left with: 0x2ex2dx=120ex2dx\int_0^\infty x^2 e^{-x^2} dx = \frac{1}{2} \int_0^\infty e^{-x^2} dx

Step 5: The Gaussian Integral We are left with half of the standard Gaussian integral. Finding $\int_0^\infty e^{-x^2} dx$ requires one of the most famous elegant tricks in calculus (squaring the integral and converting to polar coordinates).

It is a known mathematical standard that the full area under the bell curve $\int_{-\infty}^\infty e^{-x^2} dx = \sqrt{\pi}$. Because the function is symmetrical, from $0$ to $\infty$, the area is exactly half: 0ex2dx=π2\int_0^\infty e^{-x^2} dx = \frac{\sqrt{\pi}}{2}

Step 6: Final Calculation Substitute this known value back into our equation: I=12(π2)=π4I = \frac{1}{2} \left( \frac{\sqrt{\pi}}{2} \right) = \mathbf{\frac{\sqrt{\pi}}{4}}


Method 2: Feynman’s Trick (Differentiation Under the Integral Sign)

If you want to bypass Integration by Parts entirely, you can use an advanced, highly elegant trick popularized by physicist Richard Feynman. It turns integration into differentiation!

Step 1: Introduce a Parameter Instead of solving the specific integral, let's create a generalized function $I(\alpha)$ by introducing a dummy variable $\alpha$: I(α)=0eαx2dxI(\alpha) = \int_0^\infty e^{-\alpha x^2} dx

Step 2: Solve the Generalized Integral Using $u$-substitution where $u = \sqrt{\alpha}x$, we get $du = \sqrt{\alpha}dx$, which means $dx = \frac{du}{\sqrt{\alpha}}$. I(α)=0eu2duα=1α0eu2duI(\alpha) = \int_0^\infty e^{-u^2} \frac{du}{\sqrt{\alpha}} = \frac{1}{\sqrt{\alpha}} \int_0^\infty e^{-u^2} du Because we know the Gaussian integral equals $\frac{\sqrt{\pi}}{2}$, we can write: I(α)=π2α1/2I(\alpha) = \frac{\sqrt{\pi}}{2} \alpha^{-1/2}

Step 3: The Magic Trick (Differentiate) Here is the elegant trick. We have an equation for $I(\alpha)$. Let's take the derivative of both sides with respect to $\alpha$.

On the left side, we move the derivative inside the integral: ddαI(α)=0α(eαx2)dx\frac{d}{d\alpha} I(\alpha) = \int_0^\infty \frac{\partial}{\partial \alpha} \left( e^{-\alpha x^2} \right) dx By the chain rule, taking the derivative of $e^{-\alpha x^2}$ with respect to $\alpha$ brings down a factor of $-x^2$: ddαI(α)=0x2eαx2dx\frac{d}{d\alpha} I(\alpha) = \int_0^\infty -x^2 e^{-\alpha x^2} dx

On the right side, we just use the power rule on $\frac{\sqrt{\pi}}{2} \alpha^{-1/2}$: ddα(π2α1/2)=π2(12α3/2)=π4α3/2\frac{d}{d\alpha} \left( \frac{\sqrt{\pi}}{2} \alpha^{-1/2} \right) = \frac{\sqrt{\pi}}{2} \left(-\frac{1}{2} \alpha^{-3/2}\right) = -\frac{\sqrt{\pi}}{4} \alpha^{-3/2}

Step 4: Set $\alpha = 1$ Equating the two sides, we now have: 0x2eαx2dx=π4α3/2\int_0^\infty -x^2 e^{-\alpha x^2} dx = -\frac{\sqrt{\pi}}{4} \alpha^{-3/2}

Multiply both sides by $-1$ to remove the negatives, and set $\alpha = 1$ to return to our original problem: 0x2e(1)x2dx=π4(1)3/2\int_0^\infty x^2 e^{-(1) x^2} dx = \frac{\sqrt{\pi}}{4} (1)^{-3/2}

0x2ex2dx=π4\int_0^\infty x^2 e^{-x^2} dx = \mathbf{\frac{\sqrt{\pi}}{4}}

Both methods yield the exact same satisfying result!

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Detailed Breakdown

Both Gemini and Claude are capable math assistants, but they differ meaningfully in how they approach mathematical problems — and those differences matter depending on whether you're a student checking homework or a researcher working through graduate-level proofs.

Claude has a clear edge on formal mathematical reasoning. Its AIME 2025 score of 95.6% is exceptional — AIME problems are notoriously tricky competition math requiring multi-step logic, not just computation. Claude's extended thinking feature is particularly valuable here: it lets the model slow down, work through a proof step by step, and catch errors before committing to an answer. For problems like integral calculus, linear algebra, or combinatorics proofs, Claude tends to show clean, well-structured work that's easy to follow. If you ask it to verify a proof or explain why a particular step is valid, it handles that with nuance.

Gemini's strength for math lies in its practical execution layer. It supports code execution natively, which means it can run Python or symbolic math libraries like SymPy directly in the conversation. For problems that benefit from numerical verification — solving systems of equations, generating plots, or checking numerical approximations — Gemini can compute and confirm results in a way Claude currently cannot without external tools. Gemini also integrates with Google's ecosystem, making it easy to pull a math problem from a Docs file or run calculations alongside a spreadsheet.

On benchmark comparisons, Gemini scores higher on GPQA Diamond (94% vs Claude's 89.9%), which includes scientific and graduate-level reasoning questions that overlap with advanced math. However, Claude's advantage on competition math (AIME) and its lower error rate on nuanced multi-step derivations makes it more reliable for pure mathematics work.

For real-world use cases: a high school or college student working through calculus or linear algebra will likely get clearer, better-explained answers from Claude. A data scientist who needs to run quick numerical checks, verify statistical models, or generate mathematical plots would benefit from Gemini's code execution. For exam prep or working through proofs collaboratively, Claude is the better study partner.

Recommendation: if your math needs are centered on understanding, reasoning, and formal proof work, choose Claude — especially with extended thinking enabled. If you need computational verification, graphing, or integration with your existing Google Workspace, Gemini is the more practical choice. For most students and professionals doing serious math, Claude's precision and step-by-step clarity give it the edge.

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