Axis Spatial

Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 vs. Claude Opus 5.5 (high), Claude Code

Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 against Claude Opus 5.5 (high), Claude 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 3.5 Lightning 30B (Reasoning), Terminus-2 vs. Claude Opus 5.5 (high), Claude Code
MetricNemotron 3.5 Lightning 30B (Reasoning), Terminus-2Claude Opus 5.5 (high), Claude Code
Geospatial Agent Index: Text only1182
Geospatial Agent Index: Text + visionNo data84
Earth-Bench V2 score1679
GeoBenchX score1279
GS-QA2 score490
Vision agents scoreNo data89
GeoAgentBench score (Guided workflows; not in the Agent Index)10100
GeoAnalystBench score (Guided workflows; not in the Agent Index)32100
OGD4All score (standalone; in no index)No data95
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data78
GeoAgentEval score (standalone; in no index)No data100
Remote sensing and raster analysis score1188
GIS analysis score789
Climate and time series score1575
Spatial statistics score054
Making maps score786
Recognising infeasible requests score1278
Cost per task$0.012$0.13
Time per task (at 100 output tokens/s)4.9 min0.7 min
Tokens per attempt249k108k
Turns per attempt17.35.3
Input price per 1M tokens$0.070$4.00
Output price per 1M tokens$0.20$20.00
Context window262,1441,000,000
Image inputNoYes
DeveloperNVIDIAAnthropic

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: Claude Opus 5.5 (high), Claude Code: 82; Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: 11025507510082Claude Opus 5.5 (high)11Nemotron 3.5 Lightning 30B (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Opus 5.5 (high), Claude CodeAnthropic82
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; Claude Opus 5.5 (high), Claude Code: $0.13$0$0.05$0.10$0.15$0.20$0.012Nemotron 3.5 Lightning 30B (Reasoning)$0.13Claude Opus 5.5 (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA$0.012
Claude Opus 5.5 (high), Claude CodeAnthropic$0.13

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Opus 5.5 (high), Claude Code: 2k; Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: 6k02k4k6k8k2kClaude Opus 5.5 (high)6kNemotron 3.5 Lightning 30B (Reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Opus 5.5 (high), Claude CodeAnthropic2k
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA6k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Opus 5.5 (high), Claude Code?
Claude Opus 5.5 (high), Claude Code, 82 to 11.
Which is cheaper per task, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Opus 5.5 (high), Claude Code?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, $0.012 to $0.13.
Which writes fewer output tokens per task, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Opus 5.5 (high), Claude Code?
Claude Opus 5.5 (high), Claude Code, 2k to 6k.
Which has the larger context window, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Opus 5.5 (high), Claude Code?
Claude Opus 5.5 (high), Claude Code, 1,000,000 tokens to 262,144 tokens.

More: Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 · Claude Opus 5.5 (high), Claude Code · All comparisons