Axis Spatial

Terminus-2 – DeepSeek V4 Pro (max) vs. Claude Code – Claude Opus 4.7 (high): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (max) and Claude Code – Claude Opus 4.7 (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 (max) vs. Claude Code – Claude Opus 4.7 (high)
MetricTerminus-2 – DeepSeek V4 Pro (max)Claude Code – Claude Opus 4.7 (high)
Geospatial Agent Index59*72* (partial: attempt 1 on 177 of 565 tasks)
Earth-Bench V2 score4961
GeoBenchX score5755
GS-QA2 score70100
GeoAgentBench score (guided GIS workflow; outside the index)96100
GeoAnalystBench score (guided GIS workflow; outside the index)100100
Raster and remote sensing score6365
Vector and overlay score6750
Networks and routing scoreNo dataNo data
Climate and time series score5159
Spatial statistics and interpolation score4325
Mapping and cartography score8077
Recognising infeasible requests score4241
Cost per task$0.341$0.545
Time per task8.7 min2.0 min
Tokens per attempt270k345k
Turns per attempt14.88.9
Attempts decided565177
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 4.7 (high): 100 of 147 Earth-Bench V2 tasks; 76 of 173 GeoBenchX tasks; 1 of 245 GS-QA2 tasks. Grey placeholders identify these entries in the index, cost and output token 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 (max): 59* (partial coverage); Claude Code – Claude Opus 4.7 (high): Partial025507510059*DeepSeek V4 Pro (max)PartialClaude Opus 4.7 (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (max)DeepSeek59*No pending judgements; coverage incomplete; 172 results awaiting review; 1 trace review declined by the judge3 of 3565 of 859 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 (max): $0.341 (partial coverage); Claude Code – Claude Opus 4.7 (high): Partial$0$0.100$0.200$0.300$0.400$0.341DeepSeek V4 Pro (max)PartialClaude Opus 4.7 (high)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Opus 4.7 (high).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (max)DeepSeek$0.341565 of 859 planned attempts

Output tokens per task

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

  • Planned attempts still to come
Output tokens per taskTerminus-2 – DeepSeek V4 Pro (max): 24k (partial coverage); Claude Code – Claude Opus 4.7 (high): Partial06k12k19k25k24kDeepSeek V4 Pro (max)PartialClaude Opus 4.7 (high)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Opus 4.7 (high).

Data table: Output tokens per task
Output tokens per task
ModelCreatorOutput tokens per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (max)DeepSeek24k565 of 859 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (max) or Claude Code – Claude Opus 4.7 (high)?
Not comparable yet: Claude Code – Claude Opus 4.7 (high) has partial coverage (100 of 147 Earth-Bench V2 tasks; 76 of 173 GeoBenchX tasks; 1 of 245 GS-QA2 tasks), so it is not ranked. Terminus-2 – DeepSeek V4 Pro (max): 565 of 859 planned attempts. Claude Code – Claude Opus 4.7 (high): 177 of 859 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Pro (max) or Claude Code – Claude Opus 4.7 (high)?
Terminus-2 – DeepSeek V4 Pro (max), at $0.341 against $0.545 for Claude Code – Claude Opus 4.7 (high).
Which writes fewer output tokens per task, Terminus-2 – DeepSeek V4 Pro (max) or Claude Code – Claude Opus 4.7 (high)?
Claude Code – Claude Opus 4.7 (high), at 8k against 24k for Terminus-2 – DeepSeek V4 Pro (max).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (max) or Claude Code – Claude Opus 4.7 (high)?
Not known yet: Claude Code – Claude Opus 4.7 (high) has no context window data.

More: Terminus-2 – DeepSeek V4 Pro (max) · Claude Code – Claude Opus 4.7 (high) · all comparisons