Axis Spatial

Terminus-2 – DeepSeek V4 Flash (max) vs. Claude Code – Claude Haiku 5.5 (xhigh): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Flash (max) and Claude Code – Claude Haiku 5.5 (xhigh) on the Geospatial Agent Index, each benchmark, cost, time and token use, from the same tasks, agent and limits. Methodology.

Side by side

Terminus-2 – DeepSeek V4 Flash (max) vs. Claude Code – Claude Haiku 5.5 (xhigh)
MetricTerminus-2 – DeepSeek V4 Flash (max)Claude Code – Claude Haiku 5.5 (xhigh)
Geospatial Agent Index74* (partial: 1.1 of 3 attempts)78 (partial: 1 of 3 attempts)
GeoAgentBench score98100
GeoBenchX score5365
Earth-Bench score4652
GeoAnalystBench score10095
Raster and remote sensing score7073
Vector and overlay score7278
Networks and routing score100100
Climate and time series score7371
Spatial statistics and interpolation score5662
Mapping and cartography score7574
Recognising infeasible requests score4165
Cost per task$0.067$0.023
Time per task9.1 min1.9 min
Tokens per attempt280k635k
Turns per attempt13.212.0
Attempts decided321290
Input price per 1M tokens$0.44$0.10
Output price per 1M tokens$1.32$0.50
Context window1,048,576No data
Image inputNoNo data
DeveloperDeepSeekAnthropic

Charts

Geospatial Agent Index

Equal-weight average of the evaluation scores, 0 to 100 · Higher is better

  • Partial coverage
Geospatial Agent IndexClaude Code – Claude Haiku 5.5 (xhigh): 78; Terminus-2 – DeepSeek V4 Flash (max): 74* (partial coverage)025507510078Claude Haiku 5.5 (xhigh)74*DeepSeek V4 Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Claude Code – Claude Haiku 5.5 (xhigh)Anthropic78 (partial: 1 of 3 attempts)No pending judgements4 of 4290 of 290 planned attempts
Terminus-2 – DeepSeek V4 Flash (max)DeepSeek74* (partial: 1.1 of 3 attempts)73 to 744 of 4321 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskClaude Code – Claude Haiku 5.5 (xhigh): $0.023; Terminus-2 – DeepSeek V4 Flash (max): $0.067 (partial coverage)$0$0.020$0.040$0.060$0.080$0.023Claude Haiku 5.5 (xhigh)$0.067DeepSeek V4 Flash (max)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (max)DeepSeek$0.067329 of 870 planned attempts
Claude Code – Claude Haiku 5.5 (xhigh)Anthropic$0.023290 of 290 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskClaude Code – Claude Haiku 5.5 (xhigh): 1.9 min; Terminus-2 – DeepSeek V4 Flash (max): 9.1 min (partial coverage)0m2m5m8m10m1.9 minClaude Haiku 5.5 (xhigh)9.1 minDeepSeek V4 Flash (max)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (max)DeepSeek9.1 min329 of 870 planned attempts
Claude Code – Claude Haiku 5.5 (xhigh)Anthropic1.9 min290 of 290 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (max) or Claude Code – Claude Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at 78 against 74 for Terminus-2 – DeepSeek V4 Flash (max). Terminus-2 – DeepSeek V4 Flash (max): 321 of 870 planned attempts. Claude Code – Claude Haiku 5.5 (xhigh): 290 of 290 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Flash (max) or Claude Code – Claude Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at $0.023 against $0.067 for Terminus-2 – DeepSeek V4 Flash (max).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (max) or Claude Code – Claude Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at 1.9 min against 9.1 min for Terminus-2 – DeepSeek V4 Flash (max).
Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (max) or Claude Code – Claude Haiku 5.5 (xhigh)?
Not known yet: Claude Code – Claude Haiku 5.5 (xhigh) has no context window data.

More: Terminus-2 – DeepSeek V4 Flash (max) · Claude Code – Claude Haiku 5.5 (xhigh) · all comparisons