Axis Spatial

gpt-oss-120b (low), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2

gpt-oss-120b (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

gpt-oss-120b (low), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2
Metricgpt-oss-120b (low), Terminus-2Nemotron 3 Ultra (high), Terminus-2
Geospatial Agent Index: Text only3168
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score2868
GeoBenchX score3765
GS-QA2 score2970
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)6096
GeoAnalystBench score (Guided workflows; not in the Agent Index)4763
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 score2570
GIS analysis score3470
Climate and time series score2968
Spatial statistics score831
Making maps score2170
Recognising infeasible requests score6068
Cost per task$0.0046$0.069
Time per task (at 100 output tokens/s)0.5 min2.4 min
Tokens per attempt11k148k
Turns per attempt2.912.1
Input price per 1M tokens$0.35$0.50
Output price per 1M tokens$0.75$2.20
Context window128,000262,144
Image inputNoNo
DeveloperOpenAINVIDIA

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; gpt-oss-120b (low), Terminus-2: 31025507510068Nemotron 3 Ultra (high)31gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Nemotron 3 Ultra (high), Terminus-2NVIDIA68
gpt-oss-120b (low), Terminus-2OpenAI31

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: gpt-oss-120b (low), Terminus-2: $0.0046; Nemotron 3 Ultra (high), Terminus-2: $0.069$0$0.02$0.04$0.06$0.08$0.0046gpt-oss-120b (low)$0.069Nemotron 3 Ultra (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (low), Terminus-2OpenAI$0.0046
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: gpt-oss-120b (low), Terminus-2: 2k; Nemotron 3 Ultra (high), Terminus-2: 10k02k5k8k10k2kgpt-oss-120b (low)10kNemotron 3 Ultra (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
gpt-oss-120b (low), Terminus-2OpenAI2k
Nemotron 3 Ultra (high), Terminus-2NVIDIA10k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 68 to 31.
Which is cheaper per task, gpt-oss-120b (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
gpt-oss-120b (low), Terminus-2, $0.0046 to $0.069.
Which writes fewer output tokens per task, gpt-oss-120b (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
gpt-oss-120b (low), Terminus-2, 2k to 10k.
Which has the larger context window, gpt-oss-120b (low), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 262,144 tokens to 128,000 tokens.

More: gpt-oss-120b (low), Terminus-2 · Nemotron 3 Ultra (high), Terminus-2 · All comparisons