Axis Spatial

gpt-oss-120b (high), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2

gpt-oss-120b (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

gpt-oss-120b (high), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
Metricgpt-oss-120b (high), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only4651
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score5039
GeoBenchX score4542
GS-QA2 score4271
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)7088
GeoAnalystBench score (Guided workflows; not in the Agent Index)5347
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 score4457
GIS analysis score4177
Climate and time series score5334
Spatial statistics score1525
Making maps score4057
Recognising infeasible requests score5830
Cost per task$0.026$0.017
Time per task (at 100 output tokens/s)3.0 min8.4 min
Tokens per attempt57k254k
Turns per attempt5.813.2
Input price per 1M tokens$0.35$0.15
Output price per 1M tokens$0.75$0.60
Context window128,0001,000,000
Image inputNoYes
DeveloperOpenAIOther

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; gpt-oss-120b (high), Terminus-2: 46025507510051MiniMax M3.1 Flash (max)46gpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
MiniMax M3.1 Flash (max), Terminus-2Other51
gpt-oss-120b (high), Terminus-2OpenAI46

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; gpt-oss-120b (high), Terminus-2: $0.026$0$0.01$0.02$0.03$0.04$0.017MiniMax M3.1 Flash (max)$0.026gpt-oss-120b (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
MiniMax M3.1 Flash (max), Terminus-2Other$0.017
gpt-oss-120b (high), Terminus-2OpenAI$0.026

Output tokens per task

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

Output tokens per taskOutput tokens per task: gpt-oss-120b (high), Terminus-2: 15k; MiniMax M3.1 Flash (max), Terminus-2: 18k05k10k15k20k15kgpt-oss-120b (high)18kMiniMax M3.1 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
gpt-oss-120b (high), Terminus-2OpenAI15k
MiniMax M3.1 Flash (max), Terminus-2Other18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 51 to 46.
Which is cheaper per task, gpt-oss-120b (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.026.
Which writes fewer output tokens per task, gpt-oss-120b (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
gpt-oss-120b (high), Terminus-2, 15k to 18k.
Which has the larger context window, gpt-oss-120b (high), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 1,000,000 tokens to 128,000 tokens.

More: gpt-oss-120b (high), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons