BLTPeople mostly said yes

Benchmark image 01

Bacon Lettuce Tomato

BLT "Sandwich"

A perfectly legible BLT sits on toasted bread, the kind of canonical positive example that makes even the worst eval look solved. If your model misses this one, it does not need fine-tuning; it needs adult supervision.

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

Human

96.3% yes3.7% no

Model average

100.0% yes0.0% no

Most aligned models

31-way tie

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

openai/o3-pro

moonshotai/kimi-k2.5+28 more

Least aligned models

31-way tie

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

openai/o3-pro

moonshotai/kimi-k2.5+28 more

At a glance

How this photo split the room

Human distribution

96.3% yes, 3.7% no over 656 explicit votes.

Model average distribution

100.0% yes, 0.0% no across the current model set.

Closest current models

100.0% yes.

31-way tie

Least aligned models

3.7 point gap.

31-way tie

Legacy GPT-4o baseline

100.0% yes with a 3.7 point gap against humans.

Biggest model gap

3.7 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.

amazon/nova-lite-v1

0.0% no100.0% yes

Rank #17Gap 3.7%

amazon/nova-pro-v1

0.0% no100.0% yes

Rank #30Gap 3.7%

anthropic/claude-opus-4.6

0.0% no100.0% yes

Rank #23Gap 3.7%

anthropic/claude-sonnet-4.6

0.0% no100.0% yes

Rank #22Gap 3.7%

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

0.0% no100.0% yes

Rank #27Gap 3.7%

google/gemini-2.5-pro

0.0% no100.0% yes

Rank #7Gap 3.7%

google/gemini-3-flash-preview

0.0% no100.0% yes

Rank #32Gap 3.7%

google/gemini-3.1-pro-preview

0.0% no100.0% yes

Rank #10Gap 3.7%

google/gemma-3-12b-it

0.0% no100.0% yes

Rank #11Gap 3.7%

google/gemma-3-27b-it

0.0% no100.0% yes

Rank #15Gap 3.7%

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

0.0% no100.0% yes

Rank #1Gap 3.7%

meta-llama/llama-4-maverick

0.0% no100.0% yes

Rank #26Gap 3.7%

meta-llama/llama-4-scout

0.0% no100.0% yes

Rank #13Gap 3.7%

minimax/minimax-01

0.0% no100.0% yes

Rank #29Gap 3.7%

mistralai/pixtral-large-2411

0.0% no100.0% yes

Rank #16Gap 3.7%

moonshotai/kimi-k2.5

0.0% no100.0% yes

Rank #4Gap 3.7%

openai/gpt-4.1

0.0% no100.0% yes

Rank #31Gap 3.7%

openai/gpt-4.1-mini

0.0% no100.0% yes

Rank #18Gap 3.7%

openai/gpt-4o

0.0% no100.0% yes

Rank #9Gap 3.7%

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

0.0% no100.0% yes

Rank #25Gap 3.7%

openai/gpt-4o-mini

0.0% no100.0% yes

Rank #21Gap 3.7%

openai/gpt-5.4

0.0% no100.0% yes

Rank #20Gap 3.7%

openai/gpt-5.4-pro

0.0% no100.0% yes

Rank #8Gap 3.7%

openai/o3

0.0% no100.0% yes

Rank #24Gap 3.7%

openai/o3-pro

0.0% no100.0% yes

Rank #3Gap 3.7%

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

0.0% no100.0% yes

Rank #12Gap 3.7%

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

0.0% no100.0% yes

Rank #14Gap 3.7%

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

0.0% no100.0% yes

Rank #28Gap 3.7%

qwen/qwen3.5-397b-a17b

0.0% no100.0% yes

Rank #6Gap 3.7%

x-ai/grok-4-fast

0.0% no100.0% yes

Rank #5Gap 3.7%

z-ai/glm-4.6v

0.0% no100.0% yes

Rank #19Gap 3.7%

Selected human comments

It is a photo of a sandwich.
personally, i wouldn't eat the tomatoes, but other people like them
Needs more bacon!

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

The image shows a typical sandwich with two slices of bread and various fillings in between, including lettuce, tomato, and possibly bacon or ham, along with a yellow spread.
A sandwich is a food item consisting of two or more slices of bread, often with fillings such as meats, cheeses, vegetables, and condiments. A sandwich can be made with any type of bread, and can be cut into halves or quarters. Examples of sandwiches include BLTs, club sandwiches, and paninis.

google/gemini-3-flash-preview comments

This is a quintessential sandwich. It features a filling (lettuce, tomato, protein, and cheese) layered between two distinct, horizontal slices of toasted bread. It meets all structural and cultural criteria for a sandwich.
This is a quintessential sandwich. It features a variety of fillings, including lettuce, tomato, and meat, layered between two distinct slices of toasted leavened bread.

Vote card

Bacon Lettuce Tomato

How this photo split the room

How models line up against the crowd

Selected human comments

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

google/gemini-3-flash-preview comments

Generated summary for this photo