Rank#31
-773.8alignment score
75.1%crowd match
Model breakdown
openai/gpt-5.4-nano
Mean gap24.9%
Human match75.1%
Best fitCookie PB
Average vote74.3%
74.3%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-nano
100.0% yes0.0% no
Gap3.7%
Model readLeans yes
Photo 02Dodge Van
openai/gpt-5.4-nano
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Photo 03Sub Sandwich
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Photo 04Sandwich Costume
openai/gpt-5.4-nano
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Photo 05Grilled Cheese
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Photo 06Grilled Cheese Pineapple
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap8.3%
Model readLeans yes
Photo 07Kitten in Bread
openai/gpt-5.4-nano
0.0% yes100.0% no
Gap54.2%
Model readLeans no
Photo 08Hamburger
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Photo 09Hashbrown Sandwich
openai/gpt-5.4-nano
93.0% yes7.0% no
Gap33.6%
Model readLeans yes
Photo 10Hot Dog
openai/gpt-5.4-nano
95.0% yes5.0% no
Gap55.2%
Model readLeans yes
Photo 11Pickle Sandwich
openai/gpt-5.4-nano
98.0% yes2.0% no
Gap32.4%
Model readLeans yes
Photo 12Avocado Tea
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Photo 13Panini
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Photo 14Cookie PB
openai/gpt-5.4-nano
49.0% yes51.0% no
Gap2.5%
Model readLeans no
Photo 15Chicken Wrap
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap77.4%
Model readLeans yes
Photo 16Waffle Ice Cream
openai/gpt-5.4-nano
94.0% yes6.0% no
Gap27.7%
Model readLeans yes
Photo 17Sloppy Joe
openai/gpt-5.4-nano
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Photo 18Cigarette Sandwich
openai/gpt-5.4-nano
1.0% yes99.0% no
Gap28.8%
Model readLeans no
Photo 19KFC Double Down
openai/gpt-5.4-nano
72.0% yes28.0% no
Gap16.3%
Model readLeans yes
Photo 20Bagel PB&J
openai/gpt-5.4-nano
84.0% yes16.0% no
Gap37.4%
Model readLeans yes
| Photo | Vote SplitHuman response | Gap | Read |
|---|---|---|---|
Photo 01Bacon Lettuce Tomato | openai/gpt-5.4-nano 100.0% yes0.0% no | 3.7%absolute gap | Leans yesPeople mostly said yes |
Photo 02Dodge Van | openai/gpt-5.4-nano 0.0% yes100.0% no | 7.0%absolute gap | Leans noPeople mostly said no |
Photo 03Sub Sandwich | openai/gpt-5.4-nano 100.0% yes0.0% no | 5.5%absolute gap | Leans yesPeople mostly said yes |
Photo 04Sandwich Costume | openai/gpt-5.4-nano 0.0% yes100.0% no | 40.9%absolute gap | Leans noHuman knife-edge |
Photo 05Grilled Cheese | openai/gpt-5.4-nano 100.0% yes0.0% no | 4.4%absolute gap | Leans yesPeople mostly said yes |
Photo 06Grilled Cheese Pineapple | openai/gpt-5.4-nano 100.0% yes0.0% no | 8.3%absolute gap | Leans yesPeople mostly said yes |
Photo 07Kitten in Bread | openai/gpt-5.4-nano 0.0% yes100.0% no | 54.2%absolute gap | Leans noHuman knife-edge |
Photo 08Hamburger | openai/gpt-5.4-nano 100.0% yes0.0% no | 27.0%absolute gap | Leans yesSplit concept |
Photo 09Hashbrown Sandwich | openai/gpt-5.4-nano 93.0% yes7.0% no | 33.6%absolute gap | Leans yesHuman knife-edge |
Photo 10Hot Dog | openai/gpt-5.4-nano 95.0% yes5.0% no | 55.2%absolute gap | Leans yesSplit concept |
Photo 11Pickle Sandwich | openai/gpt-5.4-nano 98.0% yes2.0% no | 32.4%absolute gap | Leans yesSplit concept |
Photo 12Avocado Tea | openai/gpt-5.4-nano 100.0% yes0.0% no | 7.2%absolute gap | Leans yesPeople mostly said yes |
Photo 13Panini | openai/gpt-5.4-nano 100.0% yes0.0% no | 7.6%absolute gap | Leans yesPeople mostly said yes |
Photo 14Cookie PB | openai/gpt-5.4-nano 49.0% yes51.0% no | 2.5%absolute gap | Leans noHuman knife-edge |
Photo 15Chicken Wrap | openai/gpt-5.4-nano 100.0% yes0.0% no | 77.4%absolute gap | Leans yesSplit concept |
Photo 16Waffle Ice Cream | openai/gpt-5.4-nano 94.0% yes6.0% no | 27.7%absolute gap | Leans yesSplit concept |
Photo 17Sloppy Joe | openai/gpt-5.4-nano 100.0% yes0.0% no | 20.6%absolute gap | Leans yesSplit concept |
Photo 18Cigarette Sandwich | openai/gpt-5.4-nano 1.0% yes99.0% no | 28.8%absolute gap | Leans noSplit concept |
Photo 19KFC Double Down | openai/gpt-5.4-nano 72.0% yes28.0% no | 16.3%absolute gap | Leans yesHuman knife-edge |
Photo 20Bagel PB&J | openai/gpt-5.4-nano 84.0% yes16.0% no | 37.4%absolute gap | Leans yesHuman knife-edge |