Axis Spatial

Gemini 3.8 Flash (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2

Gemini 3.8 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

Gemini 3.8 Flash (high), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
MetricGemini 3.8 Flash (high), Terminus-2Step 5 Preview (Reasoning), Terminus-2
Geospatial Agent Index: Text only4834
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score4432
GeoBenchX score5117
GS-QA2 scoreNo data52
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)7450
GeoAnalystBench score (Guided workflows; not in the Agent Index)3253
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 score3535
GIS analysis score2067
Climate and time series score4534
Spatial statistics score310
Making maps score3219
Recognising infeasible requests score8224
Cost per task$0.31$0.071
Time per task (at 100 output tokens/s)6.7 min7.9 min (estimated)
Tokens per attempt994k90k
Turns per attempt31.311.1
Input price per 1M tokens$0.75$1.00
Output price per 1M tokens$3.75$2.70
Context window1,048,5761,024,000
Image inputYesYes
DeveloperGoogleStepFun

Charts

Not yet ranked. Gemini 3.8 Flash (high), Terminus-2: no GS-QA2 score yet. Grey placeholders mark these entries in the index, cost and output token charts; their height is not a value. Bars appear once it has a score on every index evaluation. Results so far are in the side-by-side table.

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: Step 5 Preview (Reasoning), Terminus-2: 34; Gemini 3.8 Flash (high), Terminus-2: Not yet ranked025507510034Step 5 Preview (Reasoning)Not yetrankedGemini 3.8 Flash (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
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; Gemini 3.8 Flash (high), Terminus-2: Not yet ranked$0$0.02$0.04$0.06$0.08$0.071Step 5 Preview (Reasoning)Not yetrankedGemini 3.8 Flash (high)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Cost per task
Cost per task
ModelDeveloperCost per task
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; Gemini 3.8 Flash (high), Terminus-2: Not yet ranked05k10k15k20k10kStep 5 Preview (Reasoning)Not yetrankedGemini 3.8 Flash (high)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Step 5 Preview (Reasoning), Terminus-2StepFun10k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Gemini 3.8 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Not comparable yet: Gemini 3.8 Flash (high), Terminus-2 is not yet ranked (no GS-QA2 score yet).
Which is cheaper per task, Gemini 3.8 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, $0.071 to $0.31.
Which writes fewer output tokens per task, Gemini 3.8 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Step 5 Preview (Reasoning), Terminus-2, 10k to 32k.
Which has the larger context window, Gemini 3.8 Flash (high), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Gemini 3.8 Flash (high), Terminus-2, 1,048,576 tokens to 1,024,000 tokens.

More: Gemini 3.8 Flash (high), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2 · All comparisons