Model breakdown
Z.AI / GLMz-ai/glm-4.6v
Profile
GLM 4.6VZ.AI
Release
2025-12-08Available on OpenRouter
Specs
Not publicly disclosed131,072 tokens
Capabilities
Image + Text + VideoMultimodal image-and-text understanding
Training
Not publicly disclosedZ.AI
Rank#51
-1014.7alignment score
73.1%crowd match
Mean gap26.9%
Human match73.1%
Best fitBacon Lettuce Tomato
Average vote71.1%
71.1%model yes
62.8%human yes
Workload2.4K evals
2.4Kevals
118iterations
2.7Mtokens
Photo-by-photo

Model Results

Breaking down how close the model answered each question, compared to humans.

Dodge Van
Photo 02Dodge Van
Z.AI / GLMz-ai/glm-4.6v
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Sub Sandwich
Photo 03Sub Sandwich
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Z.AI / GLMz-ai/glm-4.6v
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Z.AI / GLMz-ai/glm-4.6v
5.9% yes94.1% no
Gap48.3%
Model readLeans no
Hamburger
Photo 08Hamburger
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Hot Dog
Photo 10Hot Dog
Z.AI / GLMz-ai/glm-4.6v
28.8% yes71.2% no
Gap11.0%
Model readLeans no
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap34.4%
Model readLeans yes
Avocado Tea
Photo 12Avocado Tea
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Panini
Photo 13Panini
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Cookie PB
Photo 14Cookie PB
Z.AI / GLMz-ai/glm-4.6v
2.5% yes97.5% no
Gap49.0%
Model readLeans no
Chicken Wrap
Photo 15Chicken Wrap
Z.AI / GLMz-ai/glm-4.6v
83.9% yes16.1% no
Gap61.3%
Model readLeans yes
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap33.7%
Model readLeans yes
Sloppy Joe
Photo 17Sloppy Joe
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap44.3%
Model readLeans yes
Bagel PB&J
Photo 20Bagel PB&J
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
Gap53.4%
Model readLeans yes
PhotoVote SplitHuman responseGapRead
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
3.7%absolute gap
Leans yesPeople mostly said yes
Dodge Van
Photo 02Dodge Van
Z.AI / GLMz-ai/glm-4.6v
0.0% yes100.0% no
7.0%absolute gap
Leans noPeople mostly said no
Sub Sandwich
Photo 03Sub Sandwich
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
5.5%absolute gap
Leans yesPeople mostly said yes
Z.AI / GLMz-ai/glm-4.6v
0.0% yes100.0% no
40.9%absolute gap
Leans noHuman knife-edge
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
4.4%absolute gap
Leans yesPeople mostly said yes
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
8.3%absolute gap
Leans yesPeople mostly said yes
Z.AI / GLMz-ai/glm-4.6v
5.9% yes94.1% no
48.3%absolute gap
Leans noHuman knife-edge
Hamburger
Photo 08Hamburger
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
27.0%absolute gap
Leans yesSplit concept
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
40.6%absolute gap
Leans yesHuman knife-edge
Hot Dog
Photo 10Hot Dog
Z.AI / GLMz-ai/glm-4.6v
28.8% yes71.2% no
11.0%absolute gap
Leans noSplit concept
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
34.4%absolute gap
Leans yesSplit concept
Avocado Tea
Photo 12Avocado Tea
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
7.2%absolute gap
Leans yesPeople mostly said yes
Panini
Photo 13Panini
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
7.6%absolute gap
Leans yesPeople mostly said yes
Cookie PB
Photo 14Cookie PB
Z.AI / GLMz-ai/glm-4.6v
2.5% yes97.5% no
49.0%absolute gap
Leans noHuman knife-edge
Chicken Wrap
Photo 15Chicken Wrap
Z.AI / GLMz-ai/glm-4.6v
83.9% yes16.1% no
61.3%absolute gap
Leans yesSplit concept
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
33.7%absolute gap
Leans yesSplit concept
Sloppy Joe
Photo 17Sloppy Joe
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
20.6%absolute gap
Leans yesSplit concept
Z.AI / GLMz-ai/glm-4.6v
0.0% yes100.0% no
29.8%absolute gap
Leans noSplit concept
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
44.3%absolute gap
Leans yesHuman knife-edge
Bagel PB&J
Photo 20Bagel PB&J
Z.AI / GLMz-ai/glm-4.6v
100.0% yes0.0% no
53.4%absolute gap
Leans yesHuman knife-edge
z-ai/glm-4.6v Sandwich Benchmark Breakdown | opensandwich.ai