Updated Apr 2, 2026

Our Verdict

Google: Gemma 4 31B

Claude Sonnet 3.6 (2022-10-22)Runner-up

No community votes yet. On paper, Google: Gemma 4 31B has the edge — bigger model tier, newer.

Google: Gemma 4 31B is 38x cheaper per token — worth considering if cost matters.

Too close to call

Writing DNA

Style Comparison

Similarity

100%

Google: Gemma 4 31B uses 23.8x more emoji

Claude Sonnet 3.6 (2022-10-22)

Google: Gemma 4 31B

66%Vocabulary57%

74wSentence Length18w

0.72Hedging0.37

0.3Bold7.1

8.9Lists4.0

0.00Emoji0.24

0.06Headings0.94

0.09Transitions0.16

Based on 21 + 23 text responses

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Claude Sonnet 3.6 (2022-10-22)

Google: Gemma 4 31B

FAQ

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Claude Sonnet 3.6 (2022-10-22) vs GPT-5New provider

Claude Sonnet 3.6 (2022-10-22) vs Llama 4 MaverickNew provider

Claude Sonnet 3.6 (2022-10-22) vs MiniMax M2.5New provider

Claude Sonnet 3.6 (2022-10-22)vsGoogle: Gemma 4 31B

39 fights queued

Why Claude Sonnet 3.6 (2022-10-22)?

Dead even. This one's a coin flip.

Why Google: Gemma 4 31B?

34.5x cheaper overall$0.14/M in · $0.40/M out

1.3x more context262K

22 months newerApr 2026

Claude Sonnet 3.6 (2022-10-22)Google: Gemma 4 31B

Input price

$3.00/M

$0.14/M

Output price

$15.00/M

$0.40/M

Context

200K

262K

Released

Jun 2024

Apr 2026

Favorites

Claude Sonnet 3.6 (2022-10-22)Google: Gemma 4 31B

Movie

The Princess Bride

The Princess Bride

Her

Her

Album

Kind of Blue

Kind of Blue

Book

Братья Карамазовы

Братья Карамазовы

Фёдор Михайлович Достоевский

Gödel, Escher, Bach

Gödel, Escher, Bach

Douglas R. Hofstadter

City

Tokyo

Tokyo

Game

Portal

Portal

Action, Puzzle4.5

The Witness

The Witness

Indie, Adventure4.0

12 / 39

01

Estimate Complexityreasoning

Tests an AI's ability to make educated estimates based on technical knowledge

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024text

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026text

To estimate the total number of FLOPs (Floating Point Operations) required to train GPT-3, we can use a well-established heuristic from deep learning theory regarding the cost of a forward and backward pass in a Transformer.

Here is the step-by-step reasoning.

1. The Fundamental Heuristic

For a Transformer model, the cost of a single forward pass is approximately 2 operations per parameter per token.

Reasoning: A matrix multiplication of a vector (size $h$) by a weight matrix (size $h \times h$) requires $h^2$ multiplications and $h^2$ additions, totaling $2h^2$ operations. Since the number of parameters in that layer is $h^2$, it is 2 FLOPs per parameter.

During training, we perform a forward pass and a backward pass. The backward pass is generally estimated to be twice as computationally expensive as the forward pass (because it involves calculating gradients for both the weights and the activations).

Therefore, the total cost per token is: $$\text{Cost per token} \approx 6 \times \text{Number of Parameters}$$

2. Defining the Variables for GPT-3

To get the total FLOPs, we need two primary numbers:

Model Size ($N$): GPT-3 (the largest version) has 175 billion parameters.
Dataset Size ($D$): GPT-3 was trained on roughly 300 billion tokens.

3. The Calculation

Now, we plug these values into the formula: $$\text{Total FLOPs} = 6 \times N \times D$$

Step A: Multiply Parameters by 6 $$6 \times 175 \times 10^9 = 1.05 \times 10^{12} \text{ FLOPs per token}$$

Step B: Multiply by the number of tokens $$\text{Total FLOPs} = (1.05 \times 10^{12}) \times (300 \times 10^9)$$ $$\text{Total FLOPs} = 315 \times 10^{21}$$

4. Final Result

Converting this into scientific notation: $$\text{Total FLOPs} \approx 3.15 \times 10^{23}$$

Summary of Reasoning:

6 FLOPs/param/token (2 for forward, 4 for backward).
175 Billion parameters $\times$ 300 Billion tokens.
$6 \times (1.75 \times 10^{11}) \times (3 \times 10^{11}) = 3.15 \times 10^{23}$.

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2 / 39

02

AI Board Game Logicreasoning

Tests an AI's ability to understand game rules and strategy

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024svg

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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3 / 39

03

Logic Puzzlereasoning

Tests an AI's ability to solve a simple but potentially confusing logic puzzle

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024text

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026text

Nothing here. The model returned empty. We stared at it for a while.

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4 / 39

04

Xbox Controller SVG Artimage generation

Tests an AI's ability to create detailed SVG illustrations of gaming hardware

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024svg

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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5 / 39

05

Realistic AI Interviewconversation

Tests an AI's ability to simulate personalities and predict future trends

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024text

Nothing here. The model returned empty. We stared at it for a while.

Try this prompt

Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026text

Nothing here. The model returned empty. We stared at it for a while.

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6 / 39

06

Satirical Fake News Headlineconversation

Tests an AI's humor and understanding of current events

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024text

Nothing here. The model returned empty. We stared at it for a while.

Try this prompt

Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026text

Nothing here. The model returned empty. We stared at it for a while.

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Sponsored

7 / 39

07

Character Voice Testconversation

Tests an AI's ability to write in distinct character voices

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024text

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026text

Nothing here. The model returned empty. We stared at it for a while.

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8 / 39

08

Pokémon Battle UI Recreationweb design

Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024website

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026website

Nothing here. The model returned empty. We stared at it for a while.

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9 / 39

09

Mario Level UI Recreationweb design

Recreate an interactive, classic Mario level in a single HTML file.

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024website

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026website

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10 / 39

10

Linear App Cloneweb design

Tests an AI's ability to replicate an existing UI with Tailwind CSS

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024website

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026website

Nothing here. The model returned empty. We stared at it for a while.

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11 / 39

11

Dark Mode Dashboardweb design

Tests an AI's UI design skills with theming support

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024website

Nothing here. The model returned empty. We stared at it for a while.

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Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026website

Nothing here. The model returned empty. We stared at it for a while.

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12 / 39

12

Interactive Catan Boardweb design

Tests an AI's ability to create interactive web elements

Claude Sonnet 3.6 (2022-10-22)

Claude Sonnet 3.6 (2022-10-22)

Anthropic · Jun 2024website

Nothing here. The model returned empty. We stared at it for a while.

Try this prompt

Google: Gemma 4 31B

Google: Gemma 4 31B

Google · Apr 2026website

Nothing here. The model returned empty. We stared at it for a while.

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