Axis Spatial

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

gpt-oss-120b (low), 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 (low), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
Metricgpt-oss-120b (low), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only3151
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score2839
GeoBenchX score3742
GS-QA2 score2971
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)6088
GeoAnalystBench score (Guided workflows; not in the Agent Index)4747
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 score2557
GIS analysis score3477
Climate and time series score2934
Spatial statistics score825
Making maps score2157
Recognising infeasible requests score6030
Cost per task$0.0046$0.017
Time per task (at 100 output tokens/s)0.5 min8.4 min
Tokens per attempt11k254k
Turns per attempt2.913.2
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 (low), Terminus-2: 31025507510051MiniMax M3.1 Flash (max)31gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
MiniMax M3.1 Flash (max), Terminus-2Other51
gpt-oss-120b (low), Terminus-2OpenAI31

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: gpt-oss-120b (low), Terminus-2: $0.0046; MiniMax M3.1 Flash (max), Terminus-2: $0.017$0$0.005$0.01$0.015$0.02$0.0046gpt-oss-120b (low)$0.017MiniMax M3.1 Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (low), Terminus-2OpenAI$0.0046
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: gpt-oss-120b (low), Terminus-2: 2k; MiniMax M3.1 Flash (max), Terminus-2: 18k05k10k15k20k2kgpt-oss-120b (low)18kMiniMax M3.1 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
gpt-oss-120b (low), Terminus-2OpenAI2k
MiniMax M3.1 Flash (max), Terminus-2Other18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 51 to 31.
Which is cheaper per task, gpt-oss-120b (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
gpt-oss-120b (low), Terminus-2, $0.0046 to $0.017.
Which writes fewer output tokens per task, gpt-oss-120b (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
gpt-oss-120b (low), Terminus-2, 2k to 18k.
Which has the larger context window, gpt-oss-120b (low), 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 (low), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons