Axis Spatial

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

Comparison between Terminus-2 – DeepSeek V4 Flash (max) and Claude Code – Claude Sonnet 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 Sonnet 5.5 (xhigh)
MetricTerminus-2 – DeepSeek V4 Flash (max)Claude Code – Claude Sonnet 5.5 (xhigh)
Geospatial Agent Index74* (partial: 1.1 of 3 attempts)74 (partial: 1 of 3 attempts)
GeoAgentBench score9894
GeoBenchX score5365
Earth-Bench score4648
GeoAnalystBench score10089
Raster and remote sensing score7071
Vector and overlay score7267
Networks and routing score100100
Climate and time series score7371
Spatial statistics and interpolation score5658
Mapping and cartography score7575
Recognising infeasible requests score4163
Cost per task$0.067$0.163
Time per task9.1 min1.4 min
Tokens per attempt280k217k
Turns per attempt13.27.9
Attempts decided321290
Input price per 1M tokens$0.44$2.00
Output price per 1M tokens$1.32$10.00
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 IndexTerminus-2 – DeepSeek V4 Flash (max): 74* (partial coverage); Claude Code – Claude Sonnet 5.5 (xhigh): 74025507510074*DeepSeek V4 Flash (max)74Claude Sonnet 5.5 (xhigh)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (max)DeepSeek74* (partial: 1.1 of 3 attempts)73 to 744 of 4321 of 870 planned attempts
Claude Code – Claude Sonnet 5.5 (xhigh)Anthropic74 (partial: 1 of 3 attempts)No pending judgements4 of 4290 of 290 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – DeepSeek V4 Flash (max): $0.067 (partial coverage); Claude Code – Claude Sonnet 5.5 (xhigh): $0.163$0$0.050$0.100$0.150$0.200$0.067DeepSeek V4 Flash (max)$0.163Claude Sonnet 5.5 (xhigh)
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 Sonnet 5.5 (xhigh)Anthropic$0.163290 of 290 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskClaude Code – Claude Sonnet 5.5 (xhigh): 1.4 min; Terminus-2 – DeepSeek V4 Flash (max): 9.1 min (partial coverage)0m2m5m8m10m1.4 minClaude Sonnet 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 Sonnet 5.5 (xhigh)Anthropic1.4 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 Sonnet 5.5 (xhigh)?
Terminus-2 – DeepSeek V4 Flash (max), at 74 against 74 for Claude Code – Claude Sonnet 5.5 (xhigh). Terminus-2 – DeepSeek V4 Flash (max): 321 of 870 planned attempts. Claude Code – Claude Sonnet 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 Sonnet 5.5 (xhigh)?
Terminus-2 – DeepSeek V4 Flash (max), at $0.067 against $0.163 for Claude Code – Claude Sonnet 5.5 (xhigh).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (max) or Claude Code – Claude Sonnet 5.5 (xhigh)?
Claude Code – Claude Sonnet 5.5 (xhigh), at 1.4 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 Sonnet 5.5 (xhigh)?
Not known yet: Claude Code – Claude Sonnet 5.5 (xhigh) has no context window data.

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