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DeepSeek V4.1 Flash (max) vs Claude Opus 5.5 (xhigh)

Results updated 31 October 2026 · Both in Claude Code · How we benchmark

Verdict

DeepSeek V4.1 Flash (max)68Geospatial Agent Index · rank 49 of 80
Claude Opus 5.5 (xhigh)85Geospatial Agent Index · rank 1 of 80

Claude Opus 5.5 (xhigh) clearly beats DeepSeek V4.1 Flash (max) by 17 points, and is faster; DeepSeek V4.1 Flash (max) is cheaper.

Cost per task
$0.20 vs $0.25
Time per task
10.9 min vs 1.4 min
Tokens per attempt
1.58M vs 174k
Image input
Yes vs Yes

Claude Opus 5.5 (xhigh), Claude Code scores higher than DeepSeek V4.1 Flash (max), Claude Code on all 3 evaluations scored for both. DeepSeek V4.1 Flash (max), Claude Code is cheaper ($0.20 against $0.25 per task), but Claude Opus 5.5 (xhigh), Claude Code is faster (1.4 min against 10.9 min).

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workDeepSeek V4.1 Flash (max)Claude Opus 5.5 (xhigh)
Recognising infeasible requests4082
Spatial statistics3162
Making maps7288
Remote sensing and raster analysis7589
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: DeepSeek V4.1 Flash (max), Claude Code · Claude Opus 5.5 (xhigh), Claude Code.

Side by side

DeepSeek V4.1 Flash (max), Claude Code vs. Claude Opus 5.5 (xhigh), Claude Code
MetricDeepSeek V4.1 Flash (max), Claude CodeClaude Opus 5.5 (xhigh), Claude Code
Geospatial Agent Index: Text only6885
Geospatial Agent Index: Text + visionNo data88
Earth-Bench V2 score5877
GeoBenchX score5583
GS-QA2 score8994
Vision agents scoreNo data97
GeoAgentBench score (Guided workflows; not in the Agent Index)9698
GeoAnalystBench score (Guided workflows; not in the Agent Index)100100
OGD4All score (standalone; in no index)7996
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)6479
GeoAgentEval score (standalone; in no index)84100
Remote sensing and raster analysis score7589
GIS analysis score9294
Climate and time series score6475
Spatial statistics score3162
Making maps score7288
Recognising infeasible requests score4082
Cost per task$0.20$0.25
Time per task (at 100 output tokens/s)10.9 min1.4 min
Tokens per attempt1.58M174k
Turns per attempt26.06.9
Input price per 1M tokens$0.30$4.00
Output price per 1M tokens$1.20$20.00
Context window1,048,5761,000,000
Image inputYesYes
DeveloperDeepSeekAnthropic

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4.1 Flash (max), Claude Code or Claude Opus 5.5 (xhigh), Claude Code?
Claude Opus 5.5 (xhigh), Claude Code, 85 to 68.
Which is cheaper per task, DeepSeek V4.1 Flash (max), Claude Code or Claude Opus 5.5 (xhigh), Claude Code?
DeepSeek V4.1 Flash (max), Claude Code, $0.20 to $0.25.
Which writes fewer output tokens per task, DeepSeek V4.1 Flash (max), Claude Code or Claude Opus 5.5 (xhigh), Claude Code?
Claude Opus 5.5 (xhigh), Claude Code, 5k to 48k.
Which has the larger context window, DeepSeek V4.1 Flash (max), Claude Code or Claude Opus 5.5 (xhigh), Claude Code?
DeepSeek V4.1 Flash (max), Claude Code, 1,048,576 tokens to 1,000,000 tokens.