Axis Spatial

gpt-oss-120b (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2

gpt-oss-120b (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

gpt-oss-120b (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
Metricgpt-oss-120b (high), Terminus-2Step 5 Preview (Reasoning), Terminus-2
Geospatial Agent Index: Text only4634
Geospatial Agent Index: Text + visionNo image inputNo data
Earth-Bench V2 score5032
GeoBenchX score4517
GS-QA2 score4252
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)7050
GeoAnalystBench score (Guided workflows; not in the Agent Index)5353
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 score4435
GIS analysis score4167
Climate and time series score5334
Spatial statistics score150
Making maps score4019
Recognising infeasible requests score5824
Cost per task$0.026$0.071
Time per task (at 100 output tokens/s)3.0 min7.9 min (estimated)
Tokens per attempt57k90k
Turns per attempt5.811.1
Input price per 1M tokens$0.35$1.00
Output price per 1M tokens$0.75$2.70
Context window128,0001,024,000
Image inputNoYes
DeveloperOpenAIStepFun

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: gpt-oss-120b (high), Terminus-2: 46; Step 5 Preview (Reasoning), Terminus-2: 34025507510046gpt-oss-120b (high)34Step 5 Preview (Reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
gpt-oss-120b (high), Terminus-2OpenAI46
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: gpt-oss-120b (high), Terminus-2: $0.026; Step 5 Preview (Reasoning), Terminus-2: $0.071$0$0.02$0.04$0.06$0.08$0.026gpt-oss-120b (high)$0.071Step 5 Preview (Reasoning)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (high), Terminus-2OpenAI$0.026
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; gpt-oss-120b (high), Terminus-2: 15k05k10k15k20k10kStep 5 Preview (Reasoning)15kgpt-oss-120b (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Step 5 Preview (Reasoning), Terminus-2StepFun10k
gpt-oss-120b (high), Terminus-2OpenAI15k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
gpt-oss-120b (high), Terminus-2, 46 to 34.
Which is cheaper per task, gpt-oss-120b (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
gpt-oss-120b (high), Terminus-2, $0.026 to $0.071.
Which writes fewer output tokens per task, gpt-oss-120b (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 10k to 15k.
Which has the larger context window, gpt-oss-120b (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 1,024,000 tokens to 128,000 tokens.

More: gpt-oss-120b (high), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2 · All comparisons