Rank#28
-753.8alignment score
75.4%crowd match
Model breakdown
openai/gpt-5.4-mini
Mean gap24.6%
Human match75.4%
Best fitPickle Sandwich
Average vote55.6%
55.6%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
1.8Mtokens
Photo-by-photo
Model Results
Breaking down how close the model answered each question, compared to humans.
Photo 01Bacon Lettuce Tomato
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap3.7%
Model readLeans yes
Photo 02Dodge Van
openai/gpt-5.4-mini
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Photo 03Sub Sandwich
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Photo 04Sandwich Costume
openai/gpt-5.4-mini
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Photo 05Grilled Cheese
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Photo 06Grilled Cheese Pineapple
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap8.3%
Model readLeans yes
Photo 07Kitten in Bread
openai/gpt-5.4-mini
1.0% yes99.0% no
Gap53.2%
Model readLeans no
Photo 08Hamburger
openai/gpt-5.4-mini
98.0% yes2.0% no
Gap25.0%
Model readLeans yes
Photo 09Hashbrown Sandwich
openai/gpt-5.4-mini
36.0% yes64.0% no
Gap23.4%
Model readLeans no
Photo 10Hot Dog
openai/gpt-5.4-mini
8.0% yes92.0% no
Gap31.8%
Model readLeans no
Photo 11Pickle Sandwich
openai/gpt-5.4-mini
64.0% yes36.0% no
Gap1.6%
Model readLeans yes
Photo 12Avocado Tea
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Photo 13Panini
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Photo 14Cookie PB
openai/gpt-5.4-mini
0.0% yes100.0% no
Gap51.5%
Model readLeans no
Photo 15Chicken Wrap
openai/gpt-5.4-mini
71.0% yes29.0% no
Gap48.4%
Model readLeans yes
Photo 16Waffle Ice Cream
openai/gpt-5.4-mini
0.0% yes100.0% no
Gap66.3%
Model readLeans no
Photo 17Sloppy Joe
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Photo 18Cigarette Sandwich
openai/gpt-5.4-mini
0.0% yes100.0% no
Gap29.8%
Model readLeans no
Photo 19KFC Double Down
openai/gpt-5.4-mini
100.0% yes0.0% no
Gap44.3%
Model readLeans yes
Photo 20Bagel PB&J
openai/gpt-5.4-mini
35.0% yes65.0% no
Gap11.6%
Model readLeans no
| Photo | Vote SplitHuman response | Gap | Read |
|---|---|---|---|
Photo 01Bacon Lettuce Tomato | openai/gpt-5.4-mini 100.0% yes0.0% no | 3.7%absolute gap | Leans yesPeople mostly said yes |
Photo 02Dodge Van | openai/gpt-5.4-mini 0.0% yes100.0% no | 7.0%absolute gap | Leans noPeople mostly said no |
Photo 03Sub Sandwich | openai/gpt-5.4-mini 100.0% yes0.0% no | 5.5%absolute gap | Leans yesPeople mostly said yes |
Photo 04Sandwich Costume | openai/gpt-5.4-mini 0.0% yes100.0% no | 40.9%absolute gap | Leans noHuman knife-edge |
Photo 05Grilled Cheese | openai/gpt-5.4-mini 100.0% yes0.0% no | 4.4%absolute gap | Leans yesPeople mostly said yes |
Photo 06Grilled Cheese Pineapple | openai/gpt-5.4-mini 100.0% yes0.0% no | 8.3%absolute gap | Leans yesPeople mostly said yes |
Photo 07Kitten in Bread | openai/gpt-5.4-mini 1.0% yes99.0% no | 53.2%absolute gap | Leans noHuman knife-edge |
Photo 08Hamburger | openai/gpt-5.4-mini 98.0% yes2.0% no | 25.0%absolute gap | Leans yesSplit concept |
Photo 09Hashbrown Sandwich | openai/gpt-5.4-mini 36.0% yes64.0% no | 23.4%absolute gap | Leans noHuman knife-edge |
Photo 10Hot Dog | openai/gpt-5.4-mini 8.0% yes92.0% no | 31.8%absolute gap | Leans noSplit concept |
Photo 11Pickle Sandwich | openai/gpt-5.4-mini 64.0% yes36.0% no | 1.6%absolute gap | Leans yesSplit concept |
Photo 12Avocado Tea | openai/gpt-5.4-mini 100.0% yes0.0% no | 7.2%absolute gap | Leans yesPeople mostly said yes |
Photo 13Panini | openai/gpt-5.4-mini 100.0% yes0.0% no | 7.6%absolute gap | Leans yesPeople mostly said yes |
Photo 14Cookie PB | openai/gpt-5.4-mini 0.0% yes100.0% no | 51.5%absolute gap | Leans noHuman knife-edge |
Photo 15Chicken Wrap | openai/gpt-5.4-mini 71.0% yes29.0% no | 48.4%absolute gap | Leans yesSplit concept |
Photo 16Waffle Ice Cream | openai/gpt-5.4-mini 0.0% yes100.0% no | 66.3%absolute gap | Leans noSplit concept |
Photo 17Sloppy Joe | openai/gpt-5.4-mini 100.0% yes0.0% no | 20.6%absolute gap | Leans yesSplit concept |
Photo 18Cigarette Sandwich | openai/gpt-5.4-mini 0.0% yes100.0% no | 29.8%absolute gap | Leans noSplit concept |
Photo 19KFC Double Down | openai/gpt-5.4-mini 100.0% yes0.0% no | 44.3%absolute gap | Leans yesHuman knife-edge |
Photo 20Bagel PB&J | openai/gpt-5.4-mini 35.0% yes65.0% no | 11.6%absolute gap | Leans noHuman knife-edge |