Axis Spatial

Terminus-2 – gpt-oss-120b (high) vs. Claude Code – Claude Sonnet 5.5 (xhigh): geospatial agent comparison

Comparison between Terminus-2 – gpt-oss-120b (high) 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 – gpt-oss-120b (high) vs. Claude Code – Claude Sonnet 5.5 (xhigh)
MetricTerminus-2 – gpt-oss-120b (high)Claude Code – Claude Sonnet 5.5 (xhigh)
Geospatial Agent Index5274 (partial: 1 of 3 attempts)
GeoAgentBench score7594
GeoBenchX score3865
Earth-Bench score4448
GeoAnalystBench score5189
Raster and remote sensing score5471
Vector and overlay score6167
Networks and routing score80100
Climate and time series score5771
Spatial statistics and interpolation score3258
Mapping and cartography score3475
Recognising infeasible requests score4463
Cost per task$0.026$0.163
Time per task4.6 min1.4 min
Tokens per attempt60k217k
Turns per attempt5.27.9
Attempts decided870290
Input price per 1M tokens$0.35$2.00
Output price per 1M tokens$0.75$10.00
Context window128,000No data
Image inputNoNo data
DeveloperOpenAIAnthropic

Charts

Geospatial Agent Index

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

Geospatial Agent IndexClaude Code – Claude Sonnet 5.5 (xhigh): 74; Terminus-2 – gpt-oss-120b (high): 52025507510074Claude Sonnet 5.5 (xhigh)52gpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Claude Code – Claude Sonnet 5.5 (xhigh)Anthropic74 (partial: 1 of 3 attempts)No pending judgements4 of 4290 of 290 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI52No pending judgements4 of 4870 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – gpt-oss-120b (high): $0.026 (partial coverage); Claude Code – Claude Sonnet 5.5 (xhigh): $0.163$0$0.050$0.100$0.150$0.200$0.026gpt-oss-120b (high)$0.163Claude Sonnet 5.5 (xhigh)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – gpt-oss-120b (high)OpenAI$0.026869 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

Time per taskClaude Code – Claude Sonnet 5.5 (xhigh): 1.4 min; Terminus-2 – gpt-oss-120b (high): 4.6 min0m1m2m4m5m1.4 minClaude Sonnet 5.5 (xhigh)4.6 mingpt-oss-120b (high)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – gpt-oss-120b (high)OpenAI4.6 min870 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 – gpt-oss-120b (high) or Claude Code – Claude Sonnet 5.5 (xhigh)?
Claude Code – Claude Sonnet 5.5 (xhigh), at 74 against 52 for Terminus-2 – gpt-oss-120b (high). Terminus-2 – gpt-oss-120b (high): 870 of 870 planned attempts. Claude Code – Claude Sonnet 5.5 (xhigh): 290 of 290 planned attempts.
Which is cheaper per task, Terminus-2 – gpt-oss-120b (high) or Claude Code – Claude Sonnet 5.5 (xhigh)?
Terminus-2 – gpt-oss-120b (high), at $0.026 against $0.163 for Claude Code – Claude Sonnet 5.5 (xhigh).
Which is faster per task, Terminus-2 – gpt-oss-120b (high) or Claude Code – Claude Sonnet 5.5 (xhigh)?
Claude Code – Claude Sonnet 5.5 (xhigh), at 1.4 min against 4.6 min for Terminus-2 – gpt-oss-120b (high).
Which has the larger context window, Terminus-2 – gpt-oss-120b (high) 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 – gpt-oss-120b (high) · Claude Code – Claude Sonnet 5.5 (xhigh) · all comparisons