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DeepSeek V4.1 Flash (max) vs Step 5 Preview (Reasoning)

Results updated 14 November 2026 · Both in Terminus-2 · How we benchmark

Verdict

DeepSeek V4.1 Flash (max)Not yet rankedno Earth-Bench V2, GeoBenchX or GS-QA2 score yet
Step 5 Preview (Reasoning)52Geospatial Agent Index · rank 76 of 92

Not comparable yet: DeepSeek V4.1 Flash (max) is not yet ranked.

Cost per task
No data vs $0.13
Time per task
No data vs 13.1 min (estimated)
Tokens per attempt
No data vs 311k
Image input
Yes vs Yes

Not yet ranked. DeepSeek V4.1 Flash (max), Terminus-2: no Earth-Bench V2, GeoBenchX or GS-QA2 score yet. Not in the Agent Index, cost and time charts until it has a score on every index evaluation. Results so far are in the side-by-side table.

Leaderboard

Charts for each: DeepSeek V4.1 Flash (max), Terminus-2 · Step 5 Preview (Reasoning), Terminus-2.

Side by side

DeepSeek V4.1 Flash (max), Terminus-2 vs. Step 5 Preview (Reasoning), Terminus-2
MetricDeepSeek V4.1 Flash (max), Terminus-2Step 5 Preview (Reasoning), Terminus-2
Geospatial Agent Index: Text onlyNo data52
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 scoreNo data60
GeoBenchX scoreNo data18
GS-QA2 scoreNo data79
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)No data84
GeoAnalystBench score (Guided workflows; not in the Agent Index)No data89
OGD4All score (standalone; in no index)No data94
GeoNatureAgent score (standalone; in no index)No data96
MultiGlobeQA score (standalone; in no index)No data73
GeoAgentEval score (standalone; in no index)No data91
ImpactMesh score (standalone; in no index)No dataNo data
Remote sensing and raster analysis scoreNo data64
Change detection scoreNo data56
GIS analysis scoreNo data82
Climate and time series scoreNo data58
Making maps scoreNo data21
Cost per taskNo data$0.13
Time per task (at 100 output tokens/s)No data13.1 min (estimated)
Tokens per attemptNo data311k
Turns per attemptNo data15.1
Input price per 1M tokens$0.15$1.05
Output price per 1M tokens$0.60$2.99
Context window1,048,5761,024,000
Image inputYesYes
DeveloperDeepSeekStepFun

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4.1 Flash (max), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Not comparable yet: DeepSeek V4.1 Flash (max), Terminus-2 is not yet ranked (no Earth-Bench V2, GeoBenchX or GS-QA2 score yet).
Which is cheaper per task, DeepSeek V4.1 Flash (max), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Not known yet: DeepSeek V4.1 Flash (max), Terminus-2 has no cost data.
Which writes fewer output tokens per task, DeepSeek V4.1 Flash (max), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
Not known yet: DeepSeek V4.1 Flash (max), Terminus-2 has no output tokens data.
Which has the larger context window, DeepSeek V4.1 Flash (max), Terminus-2 or Step 5 Preview (Reasoning), Terminus-2?
DeepSeek V4.1 Flash (max), Terminus-2, 1,048,576 tokens to 1,024,000 tokens.