Axis Spatial

DeepSeek V4 Pro (high), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2

DeepSeek V4 Pro (high), 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

DeepSeek V4 Pro (high), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
MetricDeepSeek V4 Pro (high), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only7051
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score6839
GeoBenchX score6542
GS-QA2 score7771
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9688
GeoAnalystBench score (Guided workflows; not in the Agent Index)10047
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 score7377
Climate and time series score6634
Spatial statistics score2325
Making maps score8157
Recognising infeasible requests score6230
Cost per task$0.30$0.017
Time per task (at 100 output tokens/s)4.0 min8.4 min
Tokens per attempt242k254k
Turns per attempt13.913.2
Input price per 1M tokens$1.32$0.15
Output price per 1M tokens$3.96$0.60
Context window1,048,5761,000,000
Image inputNoYes
DeveloperDeepSeekOther

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: DeepSeek V4 Pro (high), Terminus-2: 70; MiniMax M3.1 Flash (max), Terminus-2: 51025507510070DeepSeek V4 Pro (high)51MiniMax M3.1 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
DeepSeek V4 Pro (high), Terminus-2DeepSeek70
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; DeepSeek V4 Pro (high), Terminus-2: $0.30$0$0.10$0.20$0.30$0.40$0.017MiniMax M3.1 Flash (max)$0.30DeepSeek V4 Pro (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
MiniMax M3.1 Flash (max), Terminus-2Other$0.017
DeepSeek V4 Pro (high), Terminus-2DeepSeek$0.30

Output tokens per task

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

Output tokens per taskOutput tokens per task: MiniMax M3.1 Flash (max), Terminus-2: 18k; DeepSeek V4 Pro (high), Terminus-2: 20k05k10k15k20k18kMiniMax M3.1 Flash (max)20kDeepSeek V4 Pro (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
MiniMax M3.1 Flash (max), Terminus-2Other18k
DeepSeek V4 Pro (high), Terminus-2DeepSeek20k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4 Pro (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
DeepSeek V4 Pro (high), Terminus-2, 70 to 51.
Which is cheaper per task, DeepSeek V4 Pro (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.30.
Which writes fewer output tokens per task, DeepSeek V4 Pro (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 18k to 20k.
Which has the larger context window, DeepSeek V4 Pro (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
DeepSeek V4 Pro (high), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

More: DeepSeek V4 Pro (high), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons