Axis Spatial

DeepSeek V4 Flash (max), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code

DeepSeek V4 Flash (max), Terminus-2 against Claude Sonnet 5.5 (low), Claude Code: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. The harnesses differ, so part of any gap can come from the harness. Methodology.

Side by side

DeepSeek V4 Flash (max), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code
MetricDeepSeek V4 Flash (max), Terminus-2Claude Sonnet 5.5 (low), Claude Code
Geospatial Agent Index: Text only6969
Geospatial Agent Index: Text + visionNo image input71
Earth-Bench V2 score6656
GeoBenchX score6277
GS-QA2 score8076
Vision agents scoreNo image input78
GeoAgentBench score (Guided workflows; not in the Agent Index)9694
GeoAnalystBench score (Guided workflows; not in the Agent Index)9595
OGD4All score (standalone; in no index)No data96
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data77
GeoAgentEval score (standalone; in no index)No data100
Remote sensing and raster analysis score7869
GIS analysis score7575
Climate and time series score6659
Spatial statistics score2338
Making maps score7984
Recognising infeasible requests score5380
Cost per task$0.062$0.043
Time per task (at 100 output tokens/s)5.7 min0.4 min
Tokens per attempt303k70k
Turns per attempt14.43.9
Input price per 1M tokens$0.44$2.00
Output price per 1M tokens$1.32$10.00
Context window1,048,5761,000,000
Image inputNoYes
DeveloperDeepSeekAnthropic

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: Claude Sonnet 5.5 (low), Claude Code: 69; DeepSeek V4 Flash (max), Terminus-2: 69025507510069Claude Sonnet 5.5 (low)69DeepSeek V4 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Sonnet 5.5 (low), Claude CodeAnthropic69
DeepSeek V4 Flash (max), Terminus-2DeepSeek69

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Claude Sonnet 5.5 (low), Claude Code: $0.043; DeepSeek V4 Flash (max), Terminus-2: $0.062$0$0.02$0.04$0.06$0.08$0.043Claude Sonnet 5.5 (low)$0.062DeepSeek V4 Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic$0.043
DeepSeek V4 Flash (max), Terminus-2DeepSeek$0.062

Output tokens per task

Average output tokens per attempt, reasoning included · Lower is better

Output tokens per taskOutput tokens per task: Claude Sonnet 5.5 (low), Claude Code: 1k; DeepSeek V4 Flash (max), Terminus-2: 29k010k20k30k40k1kClaude Sonnet 5.5 (low)29kDeepSeek V4 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic1k
DeepSeek V4 Flash (max), Terminus-2DeepSeek29k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4 Flash (max), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 69 to 69.
Which is cheaper per task, DeepSeek V4 Flash (max), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, $0.043 to $0.062.
Which writes fewer output tokens per task, DeepSeek V4 Flash (max), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 1k to 29k.
Which has the larger context window, DeepSeek V4 Flash (max), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
DeepSeek V4 Flash (max), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

More: DeepSeek V4 Flash (max), Terminus-2 · Claude Sonnet 5.5 (low), Claude Code · All comparisons