opensandwich.ai
Model breakdown
GPT / OpenAIopenai/gpt-4.1-mini
Profile
GPT-4.1 MiniOpenAI
Release
2025-04-14Available on OpenRouter
Specs
Not publicly disclosed1,047,576 tokens
Capabilities
Image + Text + FileFast, efficient coding and instruction-following tasks
Training
June 01, 2024OpenAI
Links
Lab pageModel page

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

Back To ModelsOpen Best FitOpen Biggest Miss
Rank#50
-1006.7alignment score
76.4%crowd match
Mean gap23.6%
Human match76.4%
Best fitBacon Lettuce Tomato
Average vote57.8%
57.8%model yes
62.8%human yes
Workload3.1K evals
3.1Kevals
155iterations
3.5Mtokens
Best fit3.7%
Bacon Lettuce Tomato

Bacon Lettuce Tomato

100.0%model yes
96.3%human yes
Biggest miss55.9%
Waffle Ice Cream

Waffle Ice Cream

10.3%model yes
66.3%human yes
Photo-by-photo

Model Results

Breaking down how close the model answered each question, compared to humans.

Dodge Van
Photo 02Dodge Van
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Sub Sandwich
Photo 03Sub Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Sandwich Costume
Photo 04Sandwich Costume
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Grilled Cheese
Photo 05Grilled Cheese
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Kitten in Bread
Photo 07Kitten in Bread
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
Gap54.2%
Model readLeans no
Hamburger
Photo 08Hamburger
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Hot Dog
Photo 10Hot Dog
GPT / OpenAIopenai/gpt-4.1-mini
83.9% yes16.1% no
Gap44.0%
Model readLeans yes
Pickle Sandwich
Photo 11Pickle Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
38.7% yes61.3% no
Gap26.9%
Model readLeans no
Avocado Tea
Photo 12Avocado Tea
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Panini
Photo 13Panini
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Cookie PB
Photo 14Cookie PB
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
Gap51.5%
Model readLeans no
Chicken Wrap
Photo 15Chicken Wrap
GPT / OpenAIopenai/gpt-4.1-mini
3.9% yes96.1% no
Gap18.7%
Model readLeans no
Waffle Ice Cream
Photo 16Waffle Ice Cream
GPT / OpenAIopenai/gpt-4.1-mini
10.3% yes89.7% no
Gap55.9%
Model readLeans no
Sloppy Joe
Photo 17Sloppy Joe
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
KFC Double Down
Photo 19KFC Double Down
GPT / OpenAIopenai/gpt-4.1-mini
61.3% yes38.7% no
Gap5.6%
Model readLeans yes
Bagel PB&J
Photo 20Bagel PB&J
GPT / OpenAIopenai/gpt-4.1-mini
88.4% yes11.6% no
Gap41.8%
Model readLeans yes
PhotoVote SplitHuman responseGapRead
Bacon Lettuce Tomato
Photo 01Bacon Lettuce Tomato
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
3.7%absolute gap
Leans yesPeople mostly said yes
Dodge Van
Photo 02Dodge Van
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
7.0%absolute gap
Leans noPeople mostly said no
Sub Sandwich
Photo 03Sub Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
5.5%absolute gap
Leans yesPeople mostly said yes
Sandwich Costume
Photo 04Sandwich Costume
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
40.9%absolute gap
Leans noHuman knife-edge
Grilled Cheese
Photo 05Grilled Cheese
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
4.4%absolute gap
Leans yesPeople mostly said yes
Grilled Cheese Pineapple
Photo 06Grilled Cheese Pineapple
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
8.3%absolute gap
Leans yesPeople mostly said yes
Kitten in Bread
Photo 07Kitten in Bread
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
54.2%absolute gap
Leans noHuman knife-edge
Hamburger
Photo 08Hamburger
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
27.0%absolute gap
Leans yesSplit concept
Hashbrown Sandwich
Photo 09Hashbrown Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
70.3% yes29.7% no
10.9%absolute gap
Leans yesHuman knife-edge
Hot Dog
Photo 10Hot Dog
GPT / OpenAIopenai/gpt-4.1-mini
83.9% yes16.1% no
44.0%absolute gap
Leans yesSplit concept
Pickle Sandwich
Photo 11Pickle Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
38.7% yes61.3% no
26.9%absolute gap
Leans noSplit concept
Avocado Tea
Photo 12Avocado Tea
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
7.2%absolute gap
Leans yesPeople mostly said yes
Panini
Photo 13Panini
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
7.6%absolute gap
Leans yesPeople mostly said yes
Cookie PB
Photo 14Cookie PB
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
51.5%absolute gap
Leans noHuman knife-edge
Chicken Wrap
Photo 15Chicken Wrap
GPT / OpenAIopenai/gpt-4.1-mini
3.9% yes96.1% no
18.7%absolute gap
Leans noSplit concept
Waffle Ice Cream
Photo 16Waffle Ice Cream
GPT / OpenAIopenai/gpt-4.1-mini
10.3% yes89.7% no
55.9%absolute gap
Leans noSplit concept
Sloppy Joe
Photo 17Sloppy Joe
GPT / OpenAIopenai/gpt-4.1-mini
100.0% yes0.0% no
20.6%absolute gap
Leans yesSplit concept
Cigarette Sandwich
Photo 18Cigarette Sandwich
GPT / OpenAIopenai/gpt-4.1-mini
0.0% yes100.0% no
29.8%absolute gap
Leans noSplit concept
KFC Double Down
Photo 19KFC Double Down
GPT / OpenAIopenai/gpt-4.1-mini
61.3% yes38.7% no
5.6%absolute gap
Leans yesHuman knife-edge
Bagel PB&J
Photo 20Bagel PB&J
GPT / OpenAIopenai/gpt-4.1-mini
88.4% yes11.6% no
41.8%absolute gap
Leans yesHuman knife-edge
openai/gpt-4.1-mini Sandwich Benchmark Breakdown | opensandwich.ai