Axis Spatial

GLM-5.2 (Non-reasoning), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2

GLM-5.2 (Non-reasoning), 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-5.2 (Non-reasoning), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2
MetricGLM-5.2 (Non-reasoning), Terminus-2Nemotron 3 Ultra (high), Terminus-2
Geospatial Agent Index: Text only6368
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score5868
GeoBenchX score6065
GS-QA2 score7270
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9296
GeoAnalystBench score (Guided workflows; not in the Agent Index)7463
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 score7270
GIS analysis score6570
Climate and time series score5868
Spatial statistics score3131
Making maps score7970
Recognising infeasible requests score4568
Cost per task$0.099$0.069
Time per task (at 100 output tokens/s)1.5 min2.4 min
Tokens per attempt185k148k
Turns per attempt12.812.1
Input price per 1M tokens$1.40$0.50
Output price per 1M tokens$4.40$2.20
Context window262,144262,144
Image inputNoNo
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-5.2 (Non-reasoning), Terminus-2: 63025507510068Nemotron 3 Ultra (high)63GLM-5.2 (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Nemotron 3 Ultra (high), Terminus-2NVIDIA68
GLM-5.2 (Non-reasoning), Terminus-2Z.ai63

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Nemotron 3 Ultra (high), Terminus-2: $0.069; GLM-5.2 (Non-reasoning), Terminus-2: $0.099$0$0.025$0.05$0.075$0.10$0.069Nemotron 3 Ultra (high)$0.099GLM-5.2 (Non-reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3 Ultra (high), Terminus-2NVIDIA$0.069
GLM-5.2 (Non-reasoning), Terminus-2Z.ai$0.099

Output tokens per task

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

Output tokens per taskOutput tokens per task: GLM-5.2 (Non-reasoning), Terminus-2: 6k; Nemotron 3 Ultra (high), Terminus-2: 10k02k5k8k10k6kGLM-5.2 (Non-reasoning)10kNemotron 3 Ultra (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
GLM-5.2 (Non-reasoning), Terminus-2Z.ai6k
Nemotron 3 Ultra (high), Terminus-2NVIDIA10k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, GLM-5.2 (Non-reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 68 to 63.
Which is cheaper per task, GLM-5.2 (Non-reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, $0.069 to $0.099.
Which writes fewer output tokens per task, GLM-5.2 (Non-reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
GLM-5.2 (Non-reasoning), Terminus-2, 6k to 10k.
Which has the larger context window, GLM-5.2 (Non-reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
They are level, at 262,144 tokens.

More: GLM-5.2 (Non-reasoning), Terminus-2 · Nemotron 3 Ultra (high), Terminus-2 · All comparisons