Axis Spatial

Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 vs. Kimi K2.6 (Reasoning), Kimi Code

Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 against Kimi K2.6 (Reasoning), Kimi 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 Super VL 120B (Reasoning), Terminus-2 vs. Kimi K2.6 (Reasoning), Kimi Code
MetricNemotron 3.5 Super VL 120B (Reasoning), Terminus-2Kimi K2.6 (Reasoning), Kimi Code
Geospatial Agent Index: Text only5269
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score4663
GeoBenchX score5364
GS-QA2 score5980
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)68No data
GeoAnalystBench score (Guided workflows; not in the Agent Index)37No data
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 score6175
GIS analysis score5177
Climate and time series score4663
Spatial statistics score3154
Making maps score6774
Recognising infeasible requests score4358
Cost per task$0.0096$0.27
Time per task (at 100 output tokens/s)3.8 min3.0 min (estimated)
Tokens per attempt98k1.05M
Turns per attempt10.1No data
Input price per 1M tokens$0.15$0.95
Output price per 1M tokens$0.50$4.00
Context window262,144262,144
Image inputYesYes
DeveloperNVIDIAMoonshot AI

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 K2.6 (Reasoning), Kimi Code: 69; Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2: 52025507510069Kimi K2.6 (Reasoning)52Nemotron 3.5 Super VL 120B (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Kimi K2.6 (Reasoning), Kimi CodeMoonshot AI69
Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2NVIDIA52

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2: $0.0096; Kimi K2.6 (Reasoning), Kimi Code: $0.27$0$0.10$0.20$0.30$0.40$0.0096Nemotron 3.5 Super VL 120B (Reasoning)$0.27Kimi K2.6 (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2NVIDIA$0.0096
Kimi K2.6 (Reasoning), Kimi CodeMoonshot AI$0.27

Output tokens per task

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

Output tokens per taskOutput tokens per task: Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2: 7k; Kimi K2.6 (Reasoning), Kimi Code: 18k05k10k15k20k7kNemotron 3.5 Super VL 120B (Reasoning)18kKimi K2.6 (Reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2NVIDIA7k
Kimi K2.6 (Reasoning), Kimi CodeMoonshot AI18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 or Kimi K2.6 (Reasoning), Kimi Code?
Kimi K2.6 (Reasoning), Kimi Code, 69 to 52.
Which is cheaper per task, Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 or Kimi K2.6 (Reasoning), Kimi Code?
Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2, $0.0096 to $0.27.
Which writes fewer output tokens per task, Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 or Kimi K2.6 (Reasoning), Kimi Code?
Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2, 7k to 18k.
Which has the larger context window, Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 or Kimi K2.6 (Reasoning), Kimi Code?
They are level, at 262,144 tokens.

More: Nemotron 3.5 Super VL 120B (Reasoning), Terminus-2 · Kimi K2.6 (Reasoning), Kimi Code · All comparisons