Axis Spatial

Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 vs. Claude Haiku 4.5 (Reasoning), Claude Code

Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 against Claude Haiku 4.5 (Reasoning), 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 Haiku 4.5 (Reasoning), Claude Code
MetricNemotron 3.5 Lightning 30B (Reasoning), Terminus-2Claude Haiku 4.5 (Reasoning), Claude Code
Geospatial Agent Index: Text only1158
Geospatial Agent Index: Text + visionNo data48
Earth-Bench V2 score1651
GeoBenchX score1253
GS-QA2 score469
Vision agents scoreNo data19
GeoAgentBench score (Guided workflows; not in the Agent Index)1078
GeoAnalystBench score (Guided workflows; not in the Agent Index)3274
OGD4All score (standalone; in no index)No data95
GeoNatureAgent score (standalone; in no index)No data93
MultiGlobeQA score (standalone; in no index)No data70
GeoAgentEval score (standalone; in no index)No data88
Remote sensing and raster analysis score1165
GIS analysis score767
Climate and time series score1549
Spatial statistics score023
Making maps score756
Recognising infeasible requests score1253
Cost per task$0.012$0.092
Time per task (at 100 output tokens/s)4.9 min1.6 min
Tokens per attempt249k313k
Turns per attempt17.310.6
Input price per 1M tokens$0.070$1.00
Output price per 1M tokens$0.20$5.00
Context window262,144200,000
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 Haiku 4.5 (Reasoning), Claude Code: 58; Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: 11025507510058Claude Haiku 4.5 (Reasoning)11Nemotron 3.5 Lightning 30B (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Haiku 4.5 (Reasoning), Claude CodeAnthropic58
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 Haiku 4.5 (Reasoning), Claude Code: $0.092$0$0.025$0.05$0.075$0.10$0.012Nemotron 3.5 Lightning 30B (Reasoning)$0.092Claude Haiku 4.5 (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA$0.012
Claude Haiku 4.5 (Reasoning), Claude CodeAnthropic$0.092

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; Claude Haiku 4.5 (Reasoning), Claude Code: 7k02k4k6k8k6kNemotron 3.5 Lightning 30B (Reasoning)7kClaude Haiku 4.5 (Reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA6k
Claude Haiku 4.5 (Reasoning), Claude CodeAnthropic7k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Haiku 4.5 (Reasoning), Claude Code?
Claude Haiku 4.5 (Reasoning), Claude Code, 58 to 11.
Which is cheaper per task, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Haiku 4.5 (Reasoning), Claude Code?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, $0.012 to $0.092.
Which writes fewer output tokens per task, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Haiku 4.5 (Reasoning), Claude Code?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, 6k to 7k.
Which has the larger context window, Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 or Claude Haiku 4.5 (Reasoning), Claude Code?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, 262,144 tokens to 200,000 tokens.

More: Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 · Claude Haiku 4.5 (Reasoning), Claude Code · All comparisons