Axis Spatial

Gemini 3.1 Flash-Lite (minimal), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2

Gemini 3.1 Flash-Lite (minimal), 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

Gemini 3.1 Flash-Lite (minimal), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
MetricGemini 3.1 Flash-Lite (minimal), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only3251
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score3439
GeoBenchX score4442
GS-QA2 score1871
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)4288
GeoAnalystBench score (Guided workflows; not in the Agent Index)4247
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 score2757
GIS analysis score1377
Climate and time series score3234
Spatial statistics score025
Making maps score4057
Recognising infeasible requests score6530
Cost per task$0.0066$0.017
Time per task (at 100 output tokens/s)0.6 min8.4 min
Tokens per attempt23k254k
Turns per attempt4.913.2
Input price per 1M tokens$0.25$0.15
Output price per 1M tokens$1.50$0.60
Context window1,048,5761,000,000
Image inputYesYes
DeveloperGoogleOther

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: MiniMax M3.1 Flash (max), Terminus-2: 51; Gemini 3.1 Flash-Lite (minimal), Terminus-2: 32025507510051MiniMax M3.1 Flash (max)32Gemini 3.1 Flash-Lite (minimal)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
MiniMax M3.1 Flash (max), Terminus-2Other51
Gemini 3.1 Flash-Lite (minimal), Terminus-2Google32

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Gemini 3.1 Flash-Lite (minimal), Terminus-2: $0.0066; MiniMax M3.1 Flash (max), Terminus-2: $0.017$0$0.005$0.01$0.015$0.02$0.0066Gemini 3.1 Flash-Lite (minimal)$0.017MiniMax M3.1 Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Gemini 3.1 Flash-Lite (minimal), Terminus-2Google$0.0066
MiniMax M3.1 Flash (max), Terminus-2Other$0.017

Output tokens per task

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

Output tokens per taskOutput tokens per task: Gemini 3.1 Flash-Lite (minimal), Terminus-2: 2k; MiniMax M3.1 Flash (max), Terminus-2: 18k05k10k15k20k2kGemini 3.1 Flash-Lite (minimal)18kMiniMax M3.1 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Gemini 3.1 Flash-Lite (minimal), Terminus-2Google2k
MiniMax M3.1 Flash (max), Terminus-2Other18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Gemini 3.1 Flash-Lite (minimal), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 51 to 32.
Which is cheaper per task, Gemini 3.1 Flash-Lite (minimal), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Gemini 3.1 Flash-Lite (minimal), Terminus-2, $0.0066 to $0.017.
Which writes fewer output tokens per task, Gemini 3.1 Flash-Lite (minimal), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Gemini 3.1 Flash-Lite (minimal), Terminus-2, 2k to 18k.
Which has the larger context window, Gemini 3.1 Flash-Lite (minimal), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Gemini 3.1 Flash-Lite (minimal), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

More: Gemini 3.1 Flash-Lite (minimal), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons