Axis Spatial

Gemini 3.1 Pro (preview) (low), Terminus-2 vs. Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2

Gemini 3.1 Pro (preview) (low), Terminus-2 against Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

Gemini 3.1 Pro (preview) (low), Terminus-2 vs. Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2
MetricGemini 3.1 Pro (preview) (low), Terminus-2Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2
Geospatial Agent Index: Text only5711
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score4116
GeoBenchX score7412
GS-QA2 scoreNo data4
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)8410
GeoAnalystBench score (Guided workflows; not in the Agent Index)7932
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 score5511
GIS analysis score807
Climate and time series score4515
Spatial statistics score460
Making maps score607
Recognising infeasible requests score9312
Cost per task$0.057$0.012
Time per task (at 100 output tokens/s)0.5 min4.9 min
Tokens per attempt19k249k
Turns per attempt3.617.3
Input price per 1M tokens$2.00$0.070
Output price per 1M tokens$12.00$0.20
Context window1,048,576262,144
Image inputYesNo
DeveloperGoogleNVIDIA

Charts

Not yet ranked. Gemini 3.1 Pro (preview) (low), Terminus-2: no GS-QA2 score yet. Grey placeholders mark these entries in the index, cost and output token charts; their height is not a value. Bars appear once it has a score on every index evaluation. Results so far are in the side-by-side table.

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 3.5 Lightning 30B (Reasoning), Terminus-2: 11; Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked025507510011Nemotron 3.5 Lightning 30B (Reasoning)Not yetrankedGemini 3.1 Pro (preview) (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA11

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: $0.012; Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked$0$0.005$0.01$0.015$0.02$0.012Nemotron 3.5 Lightning 30B (Reasoning)Not yetrankedGemini 3.1 Pro (preview) (low)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA$0.012

Output tokens per task

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

Output tokens per taskOutput tokens per task: Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: 6k; Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked02k4k6k8k6kNemotron 3.5 Lightning 30B (Reasoning)Not yetrankedGemini 3.1 Pro (preview) (low)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA6k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Gemini 3.1 Pro (preview) (low), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Not comparable yet: Gemini 3.1 Pro (preview) (low), Terminus-2 is not yet ranked (no GS-QA2 score yet).
Which is cheaper per task, Gemini 3.1 Pro (preview) (low), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, $0.012 to $0.057.
Which writes fewer output tokens per task, Gemini 3.1 Pro (preview) (low), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Gemini 3.1 Pro (preview) (low), Terminus-2, 2k to 6k.
Which has the larger context window, Gemini 3.1 Pro (preview) (low), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Gemini 3.1 Pro (preview) (low), Terminus-2, 1,048,576 tokens to 262,144 tokens.

More: Gemini 3.1 Pro (preview) (low), Terminus-2 · Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 · All comparisons