Axis Spatial

DeepSeek V4 Pro (max), Terminus-2 vs. Claude Haiku 5.5 (low), Claude Code

DeepSeek V4 Pro (max), Terminus-2 against Claude Haiku 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 Pro (max), Terminus-2 vs. Claude Haiku 5.5 (low), Claude Code
MetricDeepSeek V4 Pro (max), Terminus-2Claude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only7170
Geospatial Agent Index: Text + visionNo image input72
Earth-Bench V2 score6762
GeoBenchX score6773
GS-QA2 score8075
Vision agents scoreNo image input77
GeoAgentBench score (Guided workflows; not in the Agent Index)9692
GeoAnalystBench score (Guided workflows; not in the Agent Index)100100
OGD4All score (standalone; in no index)No data95
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data72
GeoAgentEval score (standalone; in no index)No data92
Remote sensing and raster analysis score7672
GIS analysis score7873
Climate and time series score6664
Spatial statistics score4638
Making maps score8279
Recognising infeasible requests score5573
Cost per task$0.35$0.0053
Time per task (at 100 output tokens/s)4.9 min0.9 min
Tokens per attempt312k181k
Turns per attempt14.85.5
Input price per 1M tokens$1.32$0.10
Output price per 1M tokens$3.96$0.50
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: DeepSeek V4 Pro (max), Terminus-2: 71; Claude Haiku 5.5 (low), Claude Code: 70025507510071DeepSeek V4 Pro (max)70Claude Haiku 5.5 (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
DeepSeek V4 Pro (max), Terminus-2DeepSeek71
Claude Haiku 5.5 (low), Claude CodeAnthropic70

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Claude Haiku 5.5 (low), Claude Code: $0.0053; DeepSeek V4 Pro (max), Terminus-2: $0.35$0$0.10$0.20$0.30$0.40$0.0053Claude Haiku 5.5 (low)$0.35DeepSeek V4 Pro (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053
DeepSeek V4 Pro (max), Terminus-2DeepSeek$0.35

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Haiku 5.5 (low), Claude Code: 3k; DeepSeek V4 Pro (max), Terminus-2: 24k010k20k30k40k3kClaude Haiku 5.5 (low)24kDeepSeek V4 Pro (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Haiku 5.5 (low), Claude CodeAnthropic3k
DeepSeek V4 Pro (max), Terminus-2DeepSeek24k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4 Pro (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
DeepSeek V4 Pro (max), Terminus-2, 71 to 70.
Which is cheaper per task, DeepSeek V4 Pro (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, $0.0053 to $0.35.
Which writes fewer output tokens per task, DeepSeek V4 Pro (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 3k to 24k.
Which has the larger context window, DeepSeek V4 Pro (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
DeepSeek V4 Pro (max), Terminus-2, 1,048,576 tokens to 1,000,000 tokens.

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