Axis Spatial

Kimi K2.7 Code (Reasoning), Terminus-2 vs. Nemotron 3 Ultra (high), Terminus-2

Kimi K2.7 Code (Reasoning), Terminus-2 against Nemotron 3 Ultra (high), 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 Ultra (high), Terminus-2
MetricKimi K2.7 Code (Reasoning), Terminus-2Nemotron 3 Ultra (high), Terminus-2
Geospatial Agent Index: Text only7168
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score6968
GeoBenchX score6265
GS-QA2 score8270
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9296
GeoAnalystBench score (Guided workflows; not in the Agent Index)8963
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 score7670
GIS analysis score8170
Climate and time series score7568
Spatial statistics score3831
Making maps score7470
Recognising infeasible requests score5768
Cost per task$0.11$0.069
Time per task (at 100 output tokens/s)4.0 min2.4 min
Tokens per attempt273k148k
Turns per attempt14.212.1
Input price per 1M tokens$0.95$0.50
Output price per 1M tokens$4.00$2.20
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 Ultra (high), Terminus-2: 68025507510071Kimi K2.7 Code (Reasoning)68Nemotron 3 Ultra (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Kimi K2.7 Code (Reasoning), Terminus-2Moonshot AI71
Nemotron 3 Ultra (high), Terminus-2NVIDIA68

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Nemotron 3 Ultra (high), Terminus-2: $0.069; Kimi K2.7 Code (Reasoning), Terminus-2: $0.11$0$0.05$0.10$0.15$0.20$0.069Nemotron 3 Ultra (high)$0.11Kimi K2.7 Code (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3 Ultra (high), Terminus-2NVIDIA$0.069
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 Ultra (high), Terminus-2: 10k; Kimi K2.7 Code (Reasoning), Terminus-2: 12k05k10k15k20k10kNemotron 3 Ultra (high)12kKimi K2.7 Code (Reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3 Ultra (high), Terminus-2NVIDIA10k
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 Ultra (high), Terminus-2?
Kimi K2.7 Code (Reasoning), Terminus-2, 71 to 68.
Which is cheaper per task, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, $0.069 to $0.11.
Which writes fewer output tokens per task, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
Nemotron 3 Ultra (high), Terminus-2, 10k to 12k.
Which has the larger context window, Kimi K2.7 Code (Reasoning), Terminus-2 or Nemotron 3 Ultra (high), Terminus-2?
They are level, at 262,144 tokens.

More: Kimi K2.7 Code (Reasoning), Terminus-2 · Nemotron 3 Ultra (high), Terminus-2 · All comparisons