Rank#40
-866.4alignment score
74.5%crowd match
Model breakdown
anthropic/claude-opus-4.8
Mean gap25.5%
Human match74.5%
Best fitWaffle Ice Cream
Average vote63.3%
63.3%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
2.2Mtokens
Photo-by-photo
Model Results
Breaking down how close the model answered each question, compared to humans.
Photo 01Bacon Lettuce Tomato
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap3.7%
Model readLeans yes
Photo 02Dodge Van
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Photo 03Sub Sandwich
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Photo 04Sandwich Costume
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Photo 05Grilled Cheese
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Photo 06Grilled Cheese Pineapple
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap8.3%
Model readLeans yes
Photo 07Kitten in Bread
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap54.2%
Model readLeans no
Photo 08Hamburger
anthropic/claude-opus-4.8
99.0% yes1.0% no
Gap26.0%
Model readLeans yes
Photo 09Hashbrown Sandwich
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap40.6%
Model readLeans yes
Photo 10Hot Dog
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap39.8%
Model readLeans no
Photo 11Pickle Sandwich
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap34.4%
Model readLeans yes
Photo 12Avocado Tea
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Photo 13Panini
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Photo 14Cookie PB
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap48.5%
Model readLeans yes
Photo 15Chicken Wrap
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap22.6%
Model readLeans no
Photo 16Waffle Ice Cream
anthropic/claude-opus-4.8
67.0% yes33.0% no
Gap0.7%
Model readLeans yes
Photo 17Sloppy Joe
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Photo 18Cigarette Sandwich
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap29.8%
Model readLeans no
Photo 19KFC Double Down
anthropic/claude-opus-4.8
0.0% yes100.0% no
Gap55.7%
Model readLeans no
Photo 20Bagel PB&J
anthropic/claude-opus-4.8
100.0% yes0.0% no
Gap53.4%
Model readLeans yes
| Photo | Vote SplitHuman response | Gap | Read |
|---|---|---|---|
Photo 01Bacon Lettuce Tomato | anthropic/claude-opus-4.8 100.0% yes0.0% no | 3.7%absolute gap | Leans yesPeople mostly said yes |
Photo 02Dodge Van | anthropic/claude-opus-4.8 0.0% yes100.0% no | 7.0%absolute gap | Leans noPeople mostly said no |
Photo 03Sub Sandwich | anthropic/claude-opus-4.8 100.0% yes0.0% no | 5.5%absolute gap | Leans yesPeople mostly said yes |
Photo 04Sandwich Costume | anthropic/claude-opus-4.8 0.0% yes100.0% no | 40.9%absolute gap | Leans noHuman knife-edge |
Photo 05Grilled Cheese | anthropic/claude-opus-4.8 100.0% yes0.0% no | 4.4%absolute gap | Leans yesPeople mostly said yes |
Photo 06Grilled Cheese Pineapple | anthropic/claude-opus-4.8 100.0% yes0.0% no | 8.3%absolute gap | Leans yesPeople mostly said yes |
Photo 07Kitten in Bread | anthropic/claude-opus-4.8 0.0% yes100.0% no | 54.2%absolute gap | Leans noHuman knife-edge |
Photo 08Hamburger | anthropic/claude-opus-4.8 99.0% yes1.0% no | 26.0%absolute gap | Leans yesSplit concept |
Photo 09Hashbrown Sandwich | anthropic/claude-opus-4.8 100.0% yes0.0% no | 40.6%absolute gap | Leans yesHuman knife-edge |
Photo 10Hot Dog | anthropic/claude-opus-4.8 0.0% yes100.0% no | 39.8%absolute gap | Leans noSplit concept |
Photo 11Pickle Sandwich | anthropic/claude-opus-4.8 100.0% yes0.0% no | 34.4%absolute gap | Leans yesSplit concept |
Photo 12Avocado Tea | anthropic/claude-opus-4.8 100.0% yes0.0% no | 7.2%absolute gap | Leans yesPeople mostly said yes |
Photo 13Panini | anthropic/claude-opus-4.8 100.0% yes0.0% no | 7.6%absolute gap | Leans yesPeople mostly said yes |
Photo 14Cookie PB | anthropic/claude-opus-4.8 100.0% yes0.0% no | 48.5%absolute gap | Leans yesHuman knife-edge |
Photo 15Chicken Wrap | anthropic/claude-opus-4.8 0.0% yes100.0% no | 22.6%absolute gap | Leans noSplit concept |
Photo 16Waffle Ice Cream | anthropic/claude-opus-4.8 67.0% yes33.0% no | 0.7%absolute gap | Leans yesSplit concept |
Photo 17Sloppy Joe | anthropic/claude-opus-4.8 100.0% yes0.0% no | 20.6%absolute gap | Leans yesSplit concept |
Photo 18Cigarette Sandwich | anthropic/claude-opus-4.8 0.0% yes100.0% no | 29.8%absolute gap | Leans noSplit concept |
Photo 19KFC Double Down | anthropic/claude-opus-4.8 0.0% yes100.0% no | 55.7%absolute gap | Leans noHuman knife-edge |
Photo 20Bagel PB&J | anthropic/claude-opus-4.8 100.0% yes0.0% no | 53.4%absolute gap | Leans yesHuman knife-edge |