Axis Spatial

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

Comparison between Terminus-2 – gpt-oss-120b (high) 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 – gpt-oss-120b (high) vs. Claude Code – Claude Haiku 5.5 (xhigh)
MetricTerminus-2 – gpt-oss-120b (high)Claude Code – Claude Haiku 5.5 (xhigh)
Geospatial Agent Index5278 (partial: 1 of 3 attempts)
GeoAgentBench score75100
GeoBenchX score3865
Earth-Bench score4452
GeoAnalystBench score5195
Raster and remote sensing score5473
Vector and overlay score6178
Networks and routing score80100
Climate and time series score5771
Spatial statistics and interpolation score3262
Mapping and cartography score3474
Recognising infeasible requests score4465
Cost per task$0.026$0.023
Time per task4.6 min1.9 min
Tokens per attempt60k635k
Turns per attempt5.212.0
Attempts decided870290
Input price per 1M tokens$0.35$0.10
Output price per 1M tokens$0.75$0.50
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 Haiku 5.5 (xhigh): 78; Terminus-2 – gpt-oss-120b (high): 52025507510078Claude Haiku 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 Haiku 5.5 (xhigh)Anthropic78 (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 taskClaude Code – Claude Haiku 5.5 (xhigh): $0.023; Terminus-2 – gpt-oss-120b (high): $0.026 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.023Claude Haiku 5.5 (xhigh)$0.026gpt-oss-120b (high)
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 Haiku 5.5 (xhigh)Anthropic$0.023290 of 290 planned attempts

Time per task

Average agent wall time per task · Lower is better

Time per taskClaude Code – Claude Haiku 5.5 (xhigh): 1.9 min; Terminus-2 – gpt-oss-120b (high): 4.6 min0m1m2m4m5m1.9 minClaude Haiku 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 Haiku 5.5 (xhigh)Anthropic1.9 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 Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at 78 against 52 for Terminus-2 – gpt-oss-120b (high). Terminus-2 – gpt-oss-120b (high): 870 of 870 planned attempts. Claude Code – Claude Haiku 5.5 (xhigh): 290 of 290 planned attempts.
Which is cheaper per task, Terminus-2 – gpt-oss-120b (high) or Claude Code – Claude Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at $0.023 against $0.026 for Terminus-2 – gpt-oss-120b (high).
Which is faster per task, Terminus-2 – gpt-oss-120b (high) or Claude Code – Claude Haiku 5.5 (xhigh)?
Claude Code – Claude Haiku 5.5 (xhigh), at 1.9 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 Haiku 5.5 (xhigh)?
Not known yet: Claude Code – Claude Haiku 5.5 (xhigh) has no context window data.

More: Terminus-2 – gpt-oss-120b (high) · Claude Code – Claude Haiku 5.5 (xhigh) · all comparisons