Axis Spatial

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

GLM-5.3-Flash (max), 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-Flash (max), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
MetricGLM-5.3-Flash (max), Terminus-2MiniMax M3.1 Flash (max), Terminus-2
Geospatial Agent Index: Text only6351
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score5139
GeoBenchX score5742
GS-QA2 score8071
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)8488
GeoAnalystBench score (Guided workflows; not in the Agent Index)8447
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 score6757
GIS analysis score8677
Climate and time series score5134
Spatial statistics score3825
Making maps score6757
Recognising infeasible requests score4830
Cost per task$0.094$0.017
Time per task (at 100 output tokens/s)8.5 min8.4 min
Tokens per attempt817k254k
Turns per attempt15.813.2
Input price per 1M tokens$0.15$0.15
Output price per 1M tokens$0.50$0.60
Context window1,048,5761,000,000
Image inputYesYes
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-Flash (max), Terminus-2: 63; MiniMax M3.1 Flash (max), Terminus-2: 51025507510063GLM-5.3-Flash (max)51MiniMax M3.1 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
GLM-5.3-Flash (max), Terminus-2Z.ai63
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-Flash (max), Terminus-2: $0.094$0$0.025$0.05$0.075$0.10$0.017MiniMax M3.1 Flash (max)$0.094GLM-5.3-Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
MiniMax M3.1 Flash (max), Terminus-2Other$0.017
GLM-5.3-Flash (max), Terminus-2Z.ai$0.094

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; GLM-5.3-Flash (max), Terminus-2: 30k010k20k30k40k18kMiniMax M3.1 Flash (max)30kGLM-5.3-Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
MiniMax M3.1 Flash (max), Terminus-2Other18k
GLM-5.3-Flash (max), Terminus-2Z.ai30k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, GLM-5.3-Flash (max), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
GLM-5.3-Flash (max), Terminus-2, 63 to 51.
Which is cheaper per task, GLM-5.3-Flash (max), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.094.
Which writes fewer output tokens per task, GLM-5.3-Flash (max), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 18k to 30k.
Which has the larger context window, GLM-5.3-Flash (max), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
GLM-5.3-Flash (max), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

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