Axis Spatial

DeepSeek V4 Flash (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2

DeepSeek V4 Flash (high), Terminus-2 against Step 5 Preview (Reasoning), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

DeepSeek V4 Flash (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
MetricDeepSeek V4 Flash (high), Terminus-2Step 5 Preview (Reasoning), Terminus-2
Geospatial Agent Index: Text only7234
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score7232
GeoBenchX score6517
GS-QA2 score7952
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9450
GeoAnalystBench score (Guided workflows; not in the Agent Index)8953
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 score7835
GIS analysis score7767
Climate and time series score7334
Spatial statistics score380
Making maps score7519
Recognising infeasible requests score5824
Cost per task$0.065$0.071
Time per task (at 100 output tokens/s)5.9 min7.9 min (estimated)
Tokens per attempt341k90k
Turns per attempt15.611.1
Input price per 1M tokens$0.44$1.00
Output price per 1M tokens$1.32$2.70
Context window1,048,5761,024,000
Image inputNoYes
DeveloperDeepSeekStepFun

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: DeepSeek V4 Flash (high), Terminus-2: 72; Step 5 Preview (Reasoning), Terminus-2: 34025507510072DeepSeek V4 Flash (high)34Step 5 Preview (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
DeepSeek V4 Flash (high), Terminus-2DeepSeek72
Step 5 Preview (Reasoning), Terminus-2StepFun34

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: DeepSeek V4 Flash (high), Terminus-2: $0.065; Step 5 Preview (Reasoning), Terminus-2: $0.071$0$0.02$0.04$0.06$0.08$0.065DeepSeek V4 Flash (high)$0.071Step 5 Preview (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
DeepSeek V4 Flash (high), Terminus-2DeepSeek$0.065
Step 5 Preview (Reasoning), Terminus-2StepFun$0.071

Output tokens per task

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

Output tokens per taskOutput tokens per task: Step 5 Preview (Reasoning), Terminus-2: 10k; DeepSeek V4 Flash (high), Terminus-2: 31k010k20k30k40k10kStep 5 Preview (Reasoning)31kDeepSeek V4 Flash (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Step 5 Preview (Reasoning), Terminus-2StepFun10k
DeepSeek V4 Flash (high), Terminus-2DeepSeek31k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4 Flash (high), Terminus-2, 72 to 34.
Which is cheaper per task, DeepSeek V4 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4 Flash (high), Terminus-2, $0.065 to $0.071.
Which writes fewer output tokens per task, DeepSeek V4 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 10k to 31k.
Which has the larger context window, DeepSeek V4 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4 Flash (high), Terminus-2, 1,048,576 tokens to 1,024,000 tokens.

More: DeepSeek V4 Flash (high), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2 · All comparisons