Axis Spatial

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

DeepSeek V4 Flash (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 Flash (max), Terminus-2 vs. Claude Haiku 5.5 (low), Claude Code
MetricDeepSeek V4 Flash (max), Terminus-2Claude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only6970
Geospatial Agent Index: Text + visionNo image input72
Earth-Bench V2 score6662
GeoBenchX score6273
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)95100
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 score7872
GIS analysis score7573
Climate and time series score6664
Spatial statistics score2338
Making maps score7979
Recognising infeasible requests score5373
Cost per task$0.062$0.0053
Time per task (at 100 output tokens/s)5.7 min0.9 min
Tokens per attempt303k181k
Turns per attempt14.45.5
Input price per 1M tokens$0.44$0.10
Output price per 1M tokens$1.32$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: Claude Haiku 5.5 (low), Claude Code: 70; DeepSeek V4 Flash (max), Terminus-2: 69025507510070Claude Haiku 5.5 (low)69DeepSeek V4 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Haiku 5.5 (low), Claude CodeAnthropic70
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 Haiku 5.5 (low), Claude Code: $0.0053; DeepSeek V4 Flash (max), Terminus-2: $0.062$0$0.02$0.04$0.06$0.08$0.0053Claude Haiku 5.5 (low)$0.062DeepSeek V4 Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053
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 Haiku 5.5 (low), Claude Code: 3k; DeepSeek V4 Flash (max), Terminus-2: 29k010k20k30k40k3kClaude Haiku 5.5 (low)29kDeepSeek V4 Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Haiku 5.5 (low), Claude CodeAnthropic3k
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 Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 70 to 69.
Which is cheaper per task, DeepSeek V4 Flash (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, $0.0053 to $0.062.
Which writes fewer output tokens per task, DeepSeek V4 Flash (max), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 3k to 29k.
Which has the larger context window, DeepSeek V4 Flash (max), Terminus-2 or Claude Haiku 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 Haiku 5.5 (low), Claude Code · All comparisons