Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Claude Code – Claude Opus 4.8 (high): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) and Claude Code – Claude Opus 4.8 (high) 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 Pro (high) vs. Claude Code – Claude Opus 4.8 (high)
MetricTerminus-2 – DeepSeek V4 Pro (high)Claude Code – Claude Opus 4.8 (high)
Geospatial Agent Index54*51* (partial: attempt 1 on 105 of 320 tasks)
Earth-Bench V2 score5247
GeoBenchX score5655
GeoAgentBench score (guided GIS workflow; outside the index)9693
GeoAnalystBench score (guided GIS workflow; outside the index)100100
Raster and remote sensing score5450
Vector and overlay score17100
Networks and routing scoreNo dataNo data
Climate and time series score5150
Spatial statistics and interpolation score2117
Mapping and cartography score7883
Recognising infeasible requests score4738
Cost per task$0.428$0.447
Time per task10.6 min2.2 min
Tokens per attempt347k197k
Turns per attempt16.28.0
Attempts decided320105
Input price per 1M tokens$1.32$5.00
Output price per 1M tokens$3.96$25.00
Context window1,048,576No data
Image inputNoNo data
DeveloperDeepSeekAnthropic

Charts

Partial coverage. Claude Code – Claude Opus 4.8 (high): 49 of 147 Earth-Bench V2 tasks; 56 of 173 GeoBenchX tasks. Grey placeholders identify these entries in the index, cost and time charts; their height does not represent a value. Comparable bars appear when first-attempt coverage is complete. Their available results remain in the side-by-side table.

Geospatial Agent Index

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

  • Planned attempts still to come
Geospatial Agent IndexTerminus-2 – DeepSeek V4 Pro (high): 54* (partial coverage); Claude Code – Claude Opus 4.8 (high): Partial025507510054*DeepSeek V4 Pro (high)PartialClaude Opus 4.8 (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek54*No pending judgements; coverage incomplete; 2 trace reviews declined by the judge2 of 2320 of 614 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Planned attempts still to come
Cost per taskTerminus-2 – DeepSeek V4 Pro (high): $0.428 (partial coverage); Claude Code – Claude Opus 4.8 (high): Partial$0$0.125$0.250$0.375$0.500$0.428DeepSeek V4 Pro (high)PartialClaude Opus 4.8 (high)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Opus 4.8 (high).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek$0.428320 of 614 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Planned attempts still to come
Time per taskTerminus-2 – DeepSeek V4 Pro (high): 10.6 min (partial coverage); Claude Code – Claude Opus 4.8 (high): Partial0m3m7m10m13m10.6 minDeepSeek V4 Pro (high)PartialClaude Opus 4.8 (high)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Opus 4.8 (high).

Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek10.6 min320 of 614 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (high) or Claude Code – Claude Opus 4.8 (high)?
Not comparable yet: Claude Code – Claude Opus 4.8 (high) has partial coverage (49 of 147 Earth-Bench V2 tasks; 56 of 173 GeoBenchX tasks), so it is not ranked. Terminus-2 – DeepSeek V4 Pro (high): 320 of 614 planned attempts. Claude Code – Claude Opus 4.8 (high): 105 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Pro (high) or Claude Code – Claude Opus 4.8 (high)?
Terminus-2 – DeepSeek V4 Pro (high), at $0.428 against $0.447 for Claude Code – Claude Opus 4.8 (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Claude Code – Claude Opus 4.8 (high)?
Claude Code – Claude Opus 4.8 (high), at 2.2 min against 10.6 min for Terminus-2 – DeepSeek V4 Pro (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Claude Code – Claude Opus 4.8 (high)?
Not known yet: Claude Code – Claude Opus 4.8 (high) has no context window data.

More: Terminus-2 – DeepSeek V4 Pro (high) · Claude Code – Claude Opus 4.8 (high) · all comparisons