Axis Spatial

GLM-5.3-Flash (low), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2

GLM-5.3-Flash (low), Terminus-2 against Nemotron 3 Ultra (high), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

GLM-5.3-Flash (low), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2
MetricGLM-5.3-Flash (low), Terminus-2Nemotron 3 Ultra (high), Terminus-2
Geospatial Agent Index: Text only6268
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score5368
GeoBenchX score5765
GS-QA2 score7670
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9496
GeoAnalystBench score (Guided workflows; not in the Agent Index)9563
OGD4All score (standalone; in no index)No dataNo data
GeoNatureAgent score (standalone; in no index)No dataNo data
MultiGlobeQA score (standalone; in no index)No dataNo data
GeoAgentEval score (standalone; in no index)No dataNo data
Remote sensing and raster analysis score6770
GIS analysis score7570
Climate and time series score5968
Spatial statistics score3831
Making maps score6770
Recognising infeasible requests score4768
Cost per task$0.048$0.069
Time per task (at 100 output tokens/s)4.2 min2.4 min
Tokens per attempt476k148k
Turns per attempt14.012.1
Input price per 1M tokens$0.15$0.50
Output price per 1M tokens$0.50$2.20
Context window1,048,576262,144
Image inputYesNo
DeveloperZ.aiNVIDIA

Charts

Geospatial Agent Index

Equal average of Earth-Bench V2, GeoBenchX and GS-QA2, 0 to 100 · Higher is better

Geospatial Agent IndexScores 0 to 100: Nemotron 3 Ultra (high), Terminus-2: 68; GLM-5.3-Flash (low), Terminus-2: 62025507510068Nemotron 3 Ultra (high)62GLM-5.3-Flash (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Nemotron 3 Ultra (high), Terminus-2NVIDIA68
GLM-5.3-Flash (low), Terminus-2Z.ai62

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: GLM-5.3-Flash (low), Terminus-2: $0.048; Nemotron 3 Ultra (high), Terminus-2: $0.069$0$0.02$0.04$0.06$0.08$0.048GLM-5.3-Flash (low)$0.069Nemotron 3 Ultra (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
GLM-5.3-Flash (low), Terminus-2Z.ai$0.048
Nemotron 3 Ultra (high), Terminus-2NVIDIA$0.069

Output tokens per task

Average output tokens per attempt, reasoning included · Lower is better

Output tokens per taskOutput tokens per task: Nemotron 3 Ultra (high), Terminus-2: 10k; GLM-5.3-Flash (low), Terminus-2: 15k05k10k15k20k10kNemotron 3 Ultra (high)15kGLM-5.3-Flash (low)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3 Ultra (high), Terminus-2NVIDIA10k
GLM-5.3-Flash (low), Terminus-2Z.ai15k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, GLM-5.3-Flash (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 68 to 62.
Which is cheaper per task, GLM-5.3-Flash (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
GLM-5.3-Flash (low), Terminus-2, $0.048 to $0.069.
Which writes fewer output tokens per task, GLM-5.3-Flash (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 10k to 15k.
Which has the larger context window, GLM-5.3-Flash (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
GLM-5.3-Flash (low), Terminus-2, 1,048,576 tokens to 262,144 tokens.

More: GLM-5.3-Flash (low), Terminus-2 · Nemotron 3 Ultra (high), Terminus-2 · All comparisons