opensandwich.ai
Model breakdown
GPT / OpenAIopenai/gpt-5.1
Profile
OpenAI: GPT-5.1OpenAI
Release
Not provided by OpenRouterAvailable on OpenRouter
Specs
Not provided by OpenRouter400,000 tokens
Capabilities
Image + Text + FileNot provided by OpenRouter
Training
Not provided by OpenRouterOpenAI
Links
Lab pageModel page

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

Back To ModelsOpen Best FitOpen Biggest Miss
Rank#42
-953.5alignment score
71.5%crowd match
Mean gap28.5%
Human match71.5%
Best fitBacon Lettuce Tomato
Average vote75.5%
75.5%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
1.5Mtokens
Best fit3.7%
Bacon Lettuce Tomato

Bacon Lettuce Tomato

100.0%model yes
96.3%human yes
Biggest miss77.4%
Chicken Wrap

Chicken Wrap

100.0%model yes
22.6%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-5.1
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Sub Sandwich
Photo 03Sub Sandwich
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Sandwich Costume
Photo 04Sandwich Costume
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Grilled Cheese
Photo 05Grilled Cheese
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Kitten in Bread
Photo 07Kitten in Bread
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
Gap54.2%
Model readLeans no
Hamburger
Photo 08Hamburger
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Hot Dog
Photo 10Hot Dog
GPT / OpenAIopenai/gpt-5.1
79.0% yes21.0% no
Gap39.2%
Model readLeans yes
Pickle Sandwich
Photo 11Pickle Sandwich
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap34.4%
Model readLeans yes
Avocado Tea
Photo 12Avocado Tea
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Panini
Photo 13Panini
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Cookie PB
Photo 14Cookie PB
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap48.5%
Model readLeans yes
Chicken Wrap
Photo 15Chicken Wrap
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap77.4%
Model readLeans yes
Waffle Ice Cream
Photo 16Waffle Ice Cream
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap33.7%
Model readLeans yes
Sloppy Joe
Photo 17Sloppy Joe
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
KFC Double Down
Photo 19KFC Double Down
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
Gap55.7%
Model readLeans no
Bagel PB&J
Photo 20Bagel PB&J
GPT / OpenAIopenai/gpt-5.1
71.0% yes29.0% no
Gap24.4%
Model readLeans yes
PhotoVote SplitHuman responseGapRead
Bacon Lettuce Tomato
Photo 01Bacon Lettuce Tomato
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
3.7%absolute gap
Leans yesPeople mostly said yes
Dodge Van
Photo 02Dodge Van
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
7.0%absolute gap
Leans noPeople mostly said no
Sub Sandwich
Photo 03Sub Sandwich
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
5.5%absolute gap
Leans yesPeople mostly said yes
Sandwich Costume
Photo 04Sandwich Costume
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
40.9%absolute gap
Leans noHuman knife-edge
Grilled Cheese
Photo 05Grilled Cheese
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
4.4%absolute gap
Leans yesPeople mostly said yes
Grilled Cheese Pineapple
Photo 06Grilled Cheese Pineapple
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
8.3%absolute gap
Leans yesPeople mostly said yes
Kitten in Bread
Photo 07Kitten in Bread
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
54.2%absolute gap
Leans noHuman knife-edge
Hamburger
Photo 08Hamburger
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
27.0%absolute gap
Leans yesSplit concept
Hashbrown Sandwich
Photo 09Hashbrown Sandwich
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
40.6%absolute gap
Leans yesHuman knife-edge
Hot Dog
Photo 10Hot Dog
GPT / OpenAIopenai/gpt-5.1
79.0% yes21.0% no
39.2%absolute gap
Leans yesSplit concept
Pickle Sandwich
Photo 11Pickle Sandwich
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
34.4%absolute gap
Leans yesSplit concept
Avocado Tea
Photo 12Avocado Tea
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
7.2%absolute gap
Leans yesPeople mostly said yes
Panini
Photo 13Panini
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
7.6%absolute gap
Leans yesPeople mostly said yes
Cookie PB
Photo 14Cookie PB
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
48.5%absolute gap
Leans yesHuman knife-edge
Chicken Wrap
Photo 15Chicken Wrap
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
77.4%absolute gap
Leans yesSplit concept
Waffle Ice Cream
Photo 16Waffle Ice Cream
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
33.7%absolute gap
Leans yesSplit concept
Sloppy Joe
Photo 17Sloppy Joe
GPT / OpenAIopenai/gpt-5.1
100.0% yes0.0% no
20.6%absolute gap
Leans yesSplit concept
Cigarette Sandwich
Photo 18Cigarette Sandwich
GPT / OpenAIopenai/gpt-5.1
60.0% yes40.0% no
30.2%absolute gap
Leans yesSplit concept
KFC Double Down
Photo 19KFC Double Down
GPT / OpenAIopenai/gpt-5.1
0.0% yes100.0% no
55.7%absolute gap
Leans noHuman knife-edge
Bagel PB&J
Photo 20Bagel PB&J
GPT / OpenAIopenai/gpt-5.1
71.0% yes29.0% no
24.4%absolute gap
Leans yesHuman knife-edge
openai/gpt-5.1 Sandwich Benchmark Breakdown | opensandwich.ai