Axis Spatial

Qwen 3.8 27B (xhigh), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2

Qwen 3.8 27B (xhigh), 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

Qwen 3.8 27B (xhigh), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
MetricQwen 3.8 27B (xhigh), Terminus-2Step 5 Preview (Reasoning), Terminus-2
Geospatial Agent Index: Text only6134
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score4432
GeoBenchX score6617
GS-QA2 score7452
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)6050
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 score6435
GIS analysis score7767
Climate and time series score4234
Spatial statistics score690
Making maps score6819
Recognising infeasible requests score5724
Cost per task$0.10$0.071
Time per task (at 100 output tokens/s)7.3 min7.9 min (estimated)
Tokens per attempt335k90k
Turns per attempt14.811.1
Input price per 1M tokens$0.45$1.00
Output price per 1M tokens$3.20$2.70
Context window262,1441,024,000
Image inputYesYes
DeveloperAlibaba (Qwen)StepFun

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: Qwen 3.8 27B (xhigh), Terminus-2: 61; Step 5 Preview (Reasoning), Terminus-2: 34025507510061Qwen 3.8 27B (xhigh)34Step 5 Preview (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Qwen 3.8 27B (xhigh), Terminus-2Alibaba (Qwen)61
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: Step 5 Preview (Reasoning), Terminus-2: $0.071; Qwen 3.8 27B (xhigh), Terminus-2: $0.10$0$0.05$0.10$0.15$0.20$0.071Step 5 Preview (Reasoning)$0.10Qwen 3.8 27B (xhigh)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Step 5 Preview (Reasoning), Terminus-2StepFun$0.071
Qwen 3.8 27B (xhigh), Terminus-2Alibaba (Qwen)$0.10

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; Qwen 3.8 27B (xhigh), Terminus-2: 19k05k10k15k20k10kStep 5 Preview (Reasoning)19kQwen 3.8 27B (xhigh)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Step 5 Preview (Reasoning), Terminus-2StepFun10k
Qwen 3.8 27B (xhigh), Terminus-2Alibaba (Qwen)19k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Qwen 3.8 27B (xhigh), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Qwen 3.8 27B (xhigh), Terminus-2, 61 to 34.
Which is cheaper per task, Qwen 3.8 27B (xhigh), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, $0.071 to $0.10.
Which writes fewer output tokens per task, Qwen 3.8 27B (xhigh), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 10k to 19k.
Which has the larger context window, Qwen 3.8 27B (xhigh), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 1,024,000 tokens to 262,144 tokens.

More: Qwen 3.8 27B (xhigh), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2 · All comparisons