Axis Spatial

Kimi K2.6 (Reasoning), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2

Kimi K2.6 (Reasoning), Terminus-2 against MiniMax M3.1 Flash (max), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

Kimi K2.6 (Reasoning), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
MetricKimi K2.6 (Reasoning), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only7051
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score6839
GeoBenchX score6442
GS-QA2 score7771
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9088
GeoAnalystBench score (Guided workflows; not in the Agent Index)7947
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 score7757
GIS analysis score7477
Climate and time series score6934
Spatial statistics score1525
Making maps score7757
Recognising infeasible requests score5730
Cost per task$0.089$0.017
Time per task (at 100 output tokens/s)3.5 min8.4 min
Tokens per attempt175k254k
Turns per attempt12.813.2
Input price per 1M tokens$0.95$0.15
Output price per 1M tokens$4.00$0.60
Context window262,1441,000,000
Image inputYesYes
DeveloperMoonshot AIOther

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), Terminus-2: 70; MiniMax M3.1 Flash (max), Terminus-2: 51025507510070Kimi K2.6 (Reasoning)51MiniMax M3.1 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI70
MiniMax M3.1 Flash (max), Terminus-2Other51

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: MiniMax M3.1 Flash (max), Terminus-2: $0.017; Kimi K2.6 (Reasoning), Terminus-2: $0.089$0$0.025$0.05$0.075$0.10$0.017MiniMax M3.1 Flash (max)$0.089Kimi K2.6 (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
MiniMax M3.1 Flash (max), Terminus-2Other$0.017
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI$0.089

Output tokens per task

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

Output tokens per taskOutput tokens per task: Kimi K2.6 (Reasoning), Terminus-2: 12k; MiniMax M3.1 Flash (max), Terminus-2: 18k05k10k15k20k12kKimi K2.6 (Reasoning)18kMiniMax M3.1 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI12k
MiniMax M3.1 Flash (max), Terminus-2Other18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Kimi K2.6 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Kimi K2.6 (Reasoning), Terminus-2, 70 to 51.
Which is cheaper per task, Kimi K2.6 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.089.
Which writes fewer output tokens per task, Kimi K2.6 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Kimi K2.6 (Reasoning), Terminus-2, 12k to 18k.
Which has the larger context window, Kimi K2.6 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 1,000,000 tokens to 262,144 tokens.

More: Kimi K2.6 (Reasoning), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons