Axis Spatial

Kimi K2.7 Code (Reasoning), Terminus-2 vs. Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2

Kimi K2.7 Code (Reasoning), 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

Kimi K2.7 Code (Reasoning), Terminus-2 vs. Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2
MetricKimi K2.7 Code (Reasoning), Terminus-2Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2
Geospatial Agent Index: Text only7111
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score6916
GeoBenchX score6212
GS-QA2 score824
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9210
GeoAnalystBench score (Guided workflows; not in the Agent Index)8932
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 score7611
GIS analysis score817
Climate and time series score7515
Spatial statistics score380
Making maps score747
Recognising infeasible requests score5712
Cost per task$0.11$0.012
Time per task (at 100 output tokens/s)4.0 min4.9 min
Tokens per attempt273k249k
Turns per attempt14.217.3
Input price per 1M tokens$0.95$0.070
Output price per 1M tokens$4.00$0.20
Context window262,144262,144
Image inputYesNo
DeveloperMoonshot AINVIDIA

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: Kimi K2.7 Code (Reasoning), Terminus-2: 71; Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2: 11025507510071Kimi K2.7 Code (Reasoning)11Nemotron 3.5 Lightning 30B (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Kimi K2.7 Code (Reasoning), Terminus-2Moonshot AI71
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; Kimi K2.7 Code (Reasoning), Terminus-2: $0.11$0$0.05$0.10$0.15$0.20$0.012Nemotron 3.5 Lightning 30B (Reasoning)$0.11Kimi K2.7 Code (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA$0.012
Kimi K2.7 Code (Reasoning), Terminus-2Moonshot AI$0.11

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; Kimi K2.7 Code (Reasoning), Terminus-2: 12k05k10k15k20k6kNemotron 3.5 Lightning 30B (Reasoning)12kKimi K2.7 Code (Reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2NVIDIA6k
Kimi K2.7 Code (Reasoning), Terminus-2Moonshot AI12k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Kimi K2.7 Code (Reasoning), Terminus-2, 71 to 11.
Which is cheaper per task, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, $0.012 to $0.11.
Which writes fewer output tokens per task, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2, 6k to 12k.
Which has the larger context window, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2?
They are level, at 262,144 tokens.

More: Kimi K2.7 Code (Reasoning), Terminus-2 · Nemotron 3.5 Lightning 30B (Reasoning), Terminus-2 · All comparisons