Axis Spatial

GLM-5.3 (low), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2

GLM-5.3 (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

GLM-5.3 (low), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
MetricGLM-5.3 (low), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only6651
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score5739
GeoBenchX score6042
GS-QA2 score8071
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9288
GeoAnalystBench score (Guided workflows; not in the Agent Index)9547
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 score7457
GIS analysis score7577
Climate and time series score5934
Spatial statistics score2325
Making maps score7757
Recognising infeasible requests score5330
Cost per task$0.27$0.017
Time per task (at 100 output tokens/s)2.7 min8.4 min
Tokens per attempt217k254k
Turns per attempt10.413.2
Input price per 1M tokens$1.40$0.15
Output price per 1M tokens$4.40$0.60
Context window1,048,5761,000,000
Image inputNoYes
DeveloperZ.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: GLM-5.3 (low), Terminus-2: 66; MiniMax M3.1 Flash (max), Terminus-2: 51025507510066GLM-5.3 (low)51MiniMax M3.1 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
GLM-5.3 (low), Terminus-2Z.ai66
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; GLM-5.3 (low), Terminus-2: $0.27$0$0.10$0.20$0.30$0.40$0.017MiniMax M3.1 Flash (max)$0.27GLM-5.3 (low)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
MiniMax M3.1 Flash (max), Terminus-2Other$0.017
GLM-5.3 (low), Terminus-2Z.ai$0.27

Output tokens per task

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

Output tokens per taskOutput tokens per task: GLM-5.3 (low), Terminus-2: 10k; MiniMax M3.1 Flash (max), Terminus-2: 18k05k10k15k20k10kGLM-5.3 (low)18kMiniMax M3.1 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
GLM-5.3 (low), Terminus-2Z.ai10k
MiniMax M3.1 Flash (max), Terminus-2Other18k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, GLM-5.3 (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
GLM-5.3 (low), Terminus-2, 66 to 51.
Which is cheaper per task, GLM-5.3 (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.27.
Which writes fewer output tokens per task, GLM-5.3 (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
GLM-5.3 (low), Terminus-2, 10k to 18k.
Which has the larger context window, GLM-5.3 (low), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
GLM-5.3 (low), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

More: GLM-5.3 (low), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons