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PNIPeople mostly said yes

Benchmark image 13

Panini

Panini "Sandwich"

A pressed panini with greens and filling compressed into sharp grill lines shows up like a normal sandwich after a product manager discovered heat. It is structurally boring in the best possible way and still somehow controversial to a few models.

Under development: this benchmark and its published results are provisional, not final.

Human

92.4% yes7.6% no

Model average

99.3% yes0.7% no

Most aligned models

30-way tie

openai/o3-pro

moonshotai/kimi-k2.5

x-ai/grok-4-fast+27 more

Least aligned model

meta-llama/llama-3.2-11b-vision-instruct

At a glance

How this photo split the room

Human distribution

92.4% yes, 7.6% no over 655 explicit votes.

Model average distribution

99.3% yes, 0.7% no across the current model set.

Closest current models

100.0% yes.

30-way tie

Least aligned model

15.2 point gap.

meta-llama/llama-3.2-11b-vision-instruct

Legacy GPT-4o baseline

100.0% yes with a 7.6 point gap against humans.

Biggest model gap

15.2 percentage points on this image.

Current classification

People mostly said yes

Why this page matters

This is the compact read on where humans, models, and comments start disagreeing about the same image.

Model spread

How models line up against the crowd

Bars run from more no on the left to more yes on the right. The marker shows the human yes rate.

meta-llama/llama-3.2-11b-vision-instruct

22.9% no77.1% yes

Rank #1Gap 15.2%

amazon/nova-lite-v1

0.0% no100.0% yes

Rank #17Gap 7.6%

amazon/nova-pro-v1

0.0% no100.0% yes

Rank #30Gap 7.6%

anthropic/claude-opus-4.6

0.0% no100.0% yes

Rank #23Gap 7.6%

anthropic/claude-sonnet-4.6

0.0% no100.0% yes

Rank #22Gap 7.6%

baidu/ernie-4.5-vl-28b-a3b

0.0% no100.0% yes

Rank #27Gap 7.6%

google/gemini-2.5-pro

0.0% no100.0% yes

Rank #7Gap 7.6%

google/gemini-3-flash-preview

0.0% no100.0% yes

Rank #32Gap 7.6%

google/gemini-3.1-pro-preview

0.0% no100.0% yes

Rank #10Gap 7.6%

google/gemma-3-12b-it

0.0% no100.0% yes

Rank #11Gap 7.6%

google/gemma-3-27b-it

0.0% no100.0% yes

Rank #15Gap 7.6%

meta-llama/llama-4-maverick

0.0% no100.0% yes

Rank #26Gap 7.6%

meta-llama/llama-4-scout

0.0% no100.0% yes

Rank #13Gap 7.6%

minimax/minimax-01

0.0% no100.0% yes

Rank #29Gap 7.6%

mistralai/pixtral-large-2411

0.0% no100.0% yes

Rank #16Gap 7.6%

moonshotai/kimi-k2.5

0.0% no100.0% yes

Rank #4Gap 7.6%

openai/gpt-4.1

0.0% no100.0% yes

Rank #31Gap 7.6%

openai/gpt-4.1-mini

0.0% no100.0% yes

Rank #18Gap 7.6%

openai/gpt-4o

0.0% no100.0% yes

Rank #9Gap 7.6%

openai/gpt-4o-2024-11-20

0.0% no100.0% yes

Rank #25Gap 7.6%

openai/gpt-4o-mini

0.0% no100.0% yes

Rank #21Gap 7.6%

openai/gpt-5.4

0.0% no100.0% yes

Rank #20Gap 7.6%

openai/gpt-5.4-pro

0.0% no100.0% yes

Rank #8Gap 7.6%

openai/o3

0.0% no100.0% yes

Rank #24Gap 7.6%

openai/o3-pro

0.0% no100.0% yes

Rank #3Gap 7.6%

qwen/qwen-2-vl-72b-instruct

0.0% no100.0% yes

Rank #12Gap 7.6%

qwen/qwen2.5-vl-32b-instruct

0.0% no100.0% yes

Rank #14Gap 7.6%

qwen/qwen2.5-vl-72b-instruct

0.0% no100.0% yes

Rank #28Gap 7.6%

qwen/qwen3.5-397b-a17b

0.0% no100.0% yes

Rank #6Gap 7.6%

x-ai/grok-4-fast

0.0% no100.0% yes

Rank #5Gap 7.6%

z-ai/glm-4.6v

0.0% no100.0% yes

Rank #19Gap 7.6%

Selected human comments

No, it is a photo of an Avocado and spinach panini "sandwich"
That's a gum-shredder. That shit will tear up your face.
Salad and breadsticks

openai/o3-pro comments

Ingredients between two slices of grilled bread—fits the classic sandwich definition.
Grilled panini with fillings between two slices of bread—fits classic sandwich criteria.

meta-llama/llama-3.2-11b-vision-instruct comments

A sandwich typically consists of two slices of bread filled with various ingredients, such as meats, cheeses, vegetables, and condiments. This photo shows two halves of a ciabatta bread filled with avocado, spinach, and sun-dried tomatoes, which is more akin to a panini or a wrap. While it may be considered a sandwich by some, it doesn't fit the traditional definition of a sandwich.
A sandwich is a food item typically consisting of two or more slices of bread, often with fillings such as meats, cheeses, vegetables, and condiments. The key elements of a sandwich are the bread and the filling, and it can be served in various ways, including grilled, toasted, or as a wrap. In this case, the image depicts a panini, which is a type of sandwich made with bread that has been grilled or pressed. It typically consists of a filling, such as meats, cheeses, and vegetables, placed between two slices of bread that have been grilled or pressed together. Therefore, based on the definition of a sandwich, the image is indeed a sandwich, specifically a panini.

Vote card

Panini

How this photo split the room

How models line up against the crowd

Selected human comments

openai/o3-pro comments

meta-llama/llama-3.2-11b-vision-instruct comments

Generated summary for this photo