Axis Spatial

Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 vs. Qwen 3.8 27B (xhigh), Qwen Code

Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 against Qwen 3.8 27B (xhigh), Qwen Code: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. The harnesses differ, so part of any gap can come from the harness. Methodology.

Side by side

Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 vs. Qwen 3.8 27B (xhigh), Qwen Code
MetricNemotron 3 Nano Omni 30B (Reasoning), Terminus-2Qwen 3.8 27B (xhigh), Qwen Code
Geospatial Agent Index: Text only2068
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score2968
GeoBenchX score2162
GS-QA2 score975
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)2694
GeoAnalystBench score (Guided workflows; not in the Agent Index)1679
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 score1776
GIS analysis score675
Climate and time series score2761
Spatial statistics score054
Making maps score1663
Recognising infeasible requests score3360
Cost per task$0.13$0.22
Time per task (at 100 output tokens/s)4.9 min4.7 min (estimated)
Tokens per attempt589k840k
Turns per attempt30.717.6
Input price per 1M tokens$0.20$0.45
Output price per 1M tokens$0.80$3.20
Context window256,000262,144
Image inputYesYes
DeveloperNVIDIAAlibaba (Qwen)

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: Qwen 3.8 27B (xhigh), Qwen Code: 68; Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2: 20025507510068Qwen 3.8 27B (xhigh)20Nemotron 3 Nano Omni 30B (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Qwen 3.8 27B (xhigh), Qwen CodeAlibaba (Qwen)68
Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2NVIDIA20

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2: $0.13; Qwen 3.8 27B (xhigh), Qwen Code: $0.22$0$0.10$0.20$0.30$0.40$0.13Nemotron 3 Nano Omni 30B (Reasoning)$0.22Qwen 3.8 27B (xhigh)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2NVIDIA$0.13
Qwen 3.8 27B (xhigh), Qwen CodeAlibaba (Qwen)$0.22

Output tokens per task

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

Output tokens per taskOutput tokens per task: Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2: 22k; Qwen 3.8 27B (xhigh), Qwen Code: 28k010k20k30k40k22kNemotron 3 Nano Omni 30B (Reasoning)28kQwen 3.8 27B (xhigh)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2NVIDIA22k
Qwen 3.8 27B (xhigh), Qwen CodeAlibaba (Qwen)28k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Qwen Code?
Qwen 3.8 27B (xhigh), Qwen Code, 68 to 20.
Which is cheaper per task, Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Qwen Code?
Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2, $0.13 to $0.22.
Which writes fewer output tokens per task, Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Qwen Code?
Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2, 22k to 28k.
Which has the larger context window, Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Qwen Code?
Qwen 3.8 27B (xhigh), Qwen Code, 262,144 tokens to 256,000 tokens.

More: Nemotron 3 Nano Omni 30B (Reasoning), Terminus-2 · Qwen 3.8 27B (xhigh), Qwen Code · All comparisons