opensandwich.ai
Model breakdown
Amazonamazon/nova-2-lite-v1
Profile
Nova 2 LiteAmazon
Release
2025-12-02Available on OpenRouter
Specs
Not publicly disclosed1,000,000 tokens
Capabilities
Text + Image + Video + FileLow-cost multimodal reasoning, document understanding, and agentic enterprise workflows
Training
Not publicly disclosedAmazon AI
Links
Lab pageModel page

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

Back To ModelsOpen Best FitOpen Biggest Miss
Rank#53
-1029.5alignment score
70.5%crowd match
Mean gap29.5%
Human match70.5%
Best fitCigarette Sandwich
Average vote54.3%
54.3%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
2Mtokens
Best fit2.2%
Cigarette Sandwich

Cigarette Sandwich

32.0%model yes
29.8%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
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Sub Sandwich
Photo 03Sub Sandwich
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Sandwich Costume
Photo 04Sandwich Costume
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Grilled Cheese
Photo 05Grilled Cheese
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Kitten in Bread
Photo 07Kitten in Bread
Amazonamazon/nova-2-lite-v1
6.0% yes94.0% no
Gap48.2%
Model readLeans no
Hamburger
Photo 08Hamburger
Amazonamazon/nova-2-lite-v1
1.0% yes99.0% no
Gap72.0%
Model readLeans no
Hashbrown Sandwich
Photo 09Hashbrown Sandwich
Amazonamazon/nova-2-lite-v1
99.0% yes1.0% no
Gap39.6%
Model readLeans yes
Hot Dog
Photo 10Hot Dog
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
Gap39.8%
Model readLeans no
Pickle Sandwich
Photo 11Pickle Sandwich
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap34.4%
Model readLeans yes
Avocado Tea
Photo 12Avocado Tea
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Panini
Photo 13Panini
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Cookie PB
Photo 14Cookie PB
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
Gap51.5%
Model readLeans no
Chicken Wrap
Photo 15Chicken Wrap
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap77.4%
Model readLeans yes
Waffle Ice Cream
Photo 16Waffle Ice Cream
Amazonamazon/nova-2-lite-v1
21.0% yes79.0% no
Gap45.3%
Model readLeans no
Sloppy Joe
Photo 17Sloppy Joe
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
KFC Double Down
Photo 19KFC Double Down
Amazonamazon/nova-2-lite-v1
27.0% yes73.0% no
Gap28.7%
Model readLeans no
Bagel PB&J
Photo 20Bagel PB&J
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
Gap46.6%
Model readLeans no
PhotoVote SplitHuman responseGapRead
Bacon Lettuce Tomato
Photo 01Bacon Lettuce Tomato
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
3.7%absolute gap
Leans yesPeople mostly said yes
Dodge Van
Photo 02Dodge Van
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
7.0%absolute gap
Leans noPeople mostly said no
Sub Sandwich
Photo 03Sub Sandwich
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
5.5%absolute gap
Leans yesPeople mostly said yes
Sandwich Costume
Photo 04Sandwich Costume
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
40.9%absolute gap
Leans noHuman knife-edge
Grilled Cheese
Photo 05Grilled Cheese
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
4.4%absolute gap
Leans yesPeople mostly said yes
Grilled Cheese Pineapple
Photo 06Grilled Cheese Pineapple
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
8.3%absolute gap
Leans yesPeople mostly said yes
Kitten in Bread
Photo 07Kitten in Bread
Amazonamazon/nova-2-lite-v1
6.0% yes94.0% no
48.2%absolute gap
Leans noHuman knife-edge
Hamburger
Photo 08Hamburger
Amazonamazon/nova-2-lite-v1
1.0% yes99.0% no
72.0%absolute gap
Leans noSplit concept
Hashbrown Sandwich
Photo 09Hashbrown Sandwich
Amazonamazon/nova-2-lite-v1
99.0% yes1.0% no
39.6%absolute gap
Leans yesHuman knife-edge
Hot Dog
Photo 10Hot Dog
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
39.8%absolute gap
Leans noSplit concept
Pickle Sandwich
Photo 11Pickle Sandwich
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
34.4%absolute gap
Leans yesSplit concept
Avocado Tea
Photo 12Avocado Tea
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
7.2%absolute gap
Leans yesPeople mostly said yes
Panini
Photo 13Panini
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
7.6%absolute gap
Leans yesPeople mostly said yes
Cookie PB
Photo 14Cookie PB
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
51.5%absolute gap
Leans noHuman knife-edge
Chicken Wrap
Photo 15Chicken Wrap
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
77.4%absolute gap
Leans yesSplit concept
Waffle Ice Cream
Photo 16Waffle Ice Cream
Amazonamazon/nova-2-lite-v1
21.0% yes79.0% no
45.3%absolute gap
Leans noSplit concept
Sloppy Joe
Photo 17Sloppy Joe
Amazonamazon/nova-2-lite-v1
100.0% yes0.0% no
20.6%absolute gap
Leans yesSplit concept
Cigarette Sandwich
Photo 18Cigarette Sandwich
Amazonamazon/nova-2-lite-v1
32.0% yes68.0% no
2.2%absolute gap
Leans noSplit concept
KFC Double Down
Photo 19KFC Double Down
Amazonamazon/nova-2-lite-v1
27.0% yes73.0% no
28.7%absolute gap
Leans noHuman knife-edge
Bagel PB&J
Photo 20Bagel PB&J
Amazonamazon/nova-2-lite-v1
0.0% yes100.0% no
46.6%absolute gap
Leans noHuman knife-edge
amazon/nova-2-lite-v1 Sandwich Benchmark Breakdown | opensandwich.ai