Rank#16
-677.0alignment score
76.4%crowd match
Model breakdown
x-ai/grok-4.1-fast
x-ai/grok-4.1-fastMean gap23.6%
Human match76.4%
Best fitBacon Lettuce Tomato
Average vote63.6%
63.6%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
1.7Mtokens
Photo-by-photo
Model Results
Breaking down how close the model answered each question, compared to humans.
Photo 01Bacon Lettuce Tomato
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap3.7%
Model readLeans yes
Photo 02Dodge Van
x-ai/grok-4.1-fast0.0% yes100.0% no
Gap7.0%
Model readLeans no
Photo 03Sub Sandwich
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Photo 04Sandwich Costume
x-ai/grok-4.1-fast0.0% yes100.0% no
Gap40.9%
Model readLeans no
Photo 05Grilled Cheese
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Photo 06Grilled Cheese Pineapple
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap8.3%
Model readLeans yes
Photo 07Kitten in Bread
x-ai/grok-4.1-fast77.0% yes23.0% no
Gap22.8%
Model readLeans yes
Photo 08Hamburger
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Photo 09Hashbrown Sandwich
x-ai/grok-4.1-fast42.0% yes58.0% no
Gap17.4%
Model readLeans no
Photo 10Hot Dog
x-ai/grok-4.1-fast0.0% yes100.0% no
Gap39.8%
Model readLeans no
Photo 11Pickle Sandwich
x-ai/grok-4.1-fast13.0% yes87.0% no
Gap52.6%
Model readLeans no
Photo 12Avocado Tea
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Photo 13Panini
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Photo 14Cookie PB
x-ai/grok-4.1-fast4.0% yes96.0% no
Gap47.5%
Model readLeans no
Photo 15Chicken Wrap
x-ai/grok-4.1-fast0.0% yes100.0% no
Gap22.6%
Model readLeans no
Photo 16Waffle Ice Cream
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap33.7%
Model readLeans yes
Photo 17Sloppy Joe
x-ai/grok-4.1-fast100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Photo 18Cigarette Sandwich
x-ai/grok-4.1-fast38.0% yes62.0% no
Gap8.2%
Model readLeans no
Photo 19KFC Double Down
x-ai/grok-4.1-fast99.0% yes1.0% no
Gap43.3%
Model readLeans yes
Photo 20Bagel PB&J
x-ai/grok-4.1-fast99.0% yes1.0% no
Gap52.4%
Model readLeans yes
| Photo | Vote SplitHuman response | Gap | Read |
|---|---|---|---|
Photo 01Bacon Lettuce Tomato | x-ai/grok-4.1-fast 100.0% yes0.0% no | 3.7%absolute gap | Leans yesPeople mostly said yes |
Photo 02Dodge Van | x-ai/grok-4.1-fast 0.0% yes100.0% no | 7.0%absolute gap | Leans noPeople mostly said no |
Photo 03Sub Sandwich | x-ai/grok-4.1-fast 100.0% yes0.0% no | 5.5%absolute gap | Leans yesPeople mostly said yes |
Photo 04Sandwich Costume | x-ai/grok-4.1-fast 0.0% yes100.0% no | 40.9%absolute gap | Leans noHuman knife-edge |
Photo 05Grilled Cheese | x-ai/grok-4.1-fast 100.0% yes0.0% no | 4.4%absolute gap | Leans yesPeople mostly said yes |
Photo 06Grilled Cheese Pineapple | x-ai/grok-4.1-fast 100.0% yes0.0% no | 8.3%absolute gap | Leans yesPeople mostly said yes |
Photo 07Kitten in Bread | x-ai/grok-4.1-fast 77.0% yes23.0% no | 22.8%absolute gap | Leans yesHuman knife-edge |
Photo 08Hamburger | x-ai/grok-4.1-fast 100.0% yes0.0% no | 27.0%absolute gap | Leans yesSplit concept |
Photo 09Hashbrown Sandwich | x-ai/grok-4.1-fast 42.0% yes58.0% no | 17.4%absolute gap | Leans noHuman knife-edge |
Photo 10Hot Dog | x-ai/grok-4.1-fast 0.0% yes100.0% no | 39.8%absolute gap | Leans noSplit concept |
Photo 11Pickle Sandwich | x-ai/grok-4.1-fast 13.0% yes87.0% no | 52.6%absolute gap | Leans noSplit concept |
Photo 12Avocado Tea | x-ai/grok-4.1-fast 100.0% yes0.0% no | 7.2%absolute gap | Leans yesPeople mostly said yes |
Photo 13Panini | x-ai/grok-4.1-fast 100.0% yes0.0% no | 7.6%absolute gap | Leans yesPeople mostly said yes |
Photo 14Cookie PB | x-ai/grok-4.1-fast 4.0% yes96.0% no | 47.5%absolute gap | Leans noHuman knife-edge |
Photo 15Chicken Wrap | x-ai/grok-4.1-fast 0.0% yes100.0% no | 22.6%absolute gap | Leans noSplit concept |
Photo 16Waffle Ice Cream | x-ai/grok-4.1-fast 100.0% yes0.0% no | 33.7%absolute gap | Leans yesSplit concept |
Photo 17Sloppy Joe | x-ai/grok-4.1-fast 100.0% yes0.0% no | 20.6%absolute gap | Leans yesSplit concept |
Photo 18Cigarette Sandwich | x-ai/grok-4.1-fast 38.0% yes62.0% no | 8.2%absolute gap | Leans noSplit concept |
Photo 19KFC Double Down | x-ai/grok-4.1-fast 99.0% yes1.0% no | 43.3%absolute gap | Leans yesHuman knife-edge |
Photo 20Bagel PB&J | x-ai/grok-4.1-fast 99.0% yes1.0% no | 52.4%absolute gap | Leans yesHuman knife-edge |