Axis Spatial

Terminus-2 – Gemma 4 26B A4B (thinking on) vs. Claude Code – Claude Haiku 5.5 (medium): geospatial agent comparison

Comparison between Terminus-2 – Gemma 4 26B A4B (thinking on) and Claude Code – Claude Haiku 5.5 (medium) 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 – Gemma 4 26B A4B (thinking on) vs. Claude Code – Claude Haiku 5.5 (medium)
MetricTerminus-2 – Gemma 4 26B A4B (thinking on)Claude Code – Claude Haiku 5.5 (medium)
Geospatial Agent Index6277* (partial: 1.8 of 3 attempts)
GeoAgentBench score8798
GeoBenchX score5361
Earth-Bench score3453
GeoAnalystBench score7295
Raster and remote sensing score5770
Vector and overlay score7481
Networks and routing score87100
Climate and time series score5077
Spatial statistics and interpolation score5765
Mapping and cartography score7174
Recognising infeasible requests score4355
Cost per task$0.016$0.0075
Time per task7.0 min0.8 min
Tokens per attempt127k235k
Turns per attempt9.96.4
Attempts decided870462
Input price per 1M tokens$0.10$0.10
Output price per 1M tokens$0.30$0.50
Context window256,000No data
Image inputYesNo data
DeveloperGoogleAnthropic

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexClaude Code – Claude Haiku 5.5 (medium): 77* (partial coverage); Terminus-2 – Gemma 4 26B A4B (thinking on): 62025507510077*Claude Haiku 5.5 (medium)62Gemma 4 26B A4B (thinking on)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Claude Code – Claude Haiku 5.5 (medium)Anthropic77* (partial: 1.8 of 3 attempts)66 to 784 of 4462 of 870 planned attempts
Terminus-2 – Gemma 4 26B A4B (thinking on)Google62No 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 (medium): $0.0075 (partial coverage); Terminus-2 – Gemma 4 26B A4B (thinking on): $0.016$0$0.0050$0.010$0.015$0.020$0.0075Claude Haiku 5.5 (medium)$0.016Gemma 4 26B A4B (thinking on)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google$0.016870 of 870 planned attempts
Claude Code – Claude Haiku 5.5 (medium)Anthropic$0.0075524 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskClaude Code – Claude Haiku 5.5 (medium): 0.8 min (partial coverage); Terminus-2 – Gemma 4 26B A4B (thinking on): 7.0 min0m2m4m6m8m0.8 minClaude Haiku 5.5 (medium)7.0 minGemma 4 26B A4B (thinking on)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google7.0 min870 of 870 planned attempts
Claude Code – Claude Haiku 5.5 (medium)Anthropic0.8 min524 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemma 4 26B A4B (thinking on) or Claude Code – Claude Haiku 5.5 (medium)?
Claude Code – Claude Haiku 5.5 (medium), at 77 against 62 for Terminus-2 – Gemma 4 26B A4B (thinking on). Terminus-2 – Gemma 4 26B A4B (thinking on): 870 of 870 planned attempts. Claude Code – Claude Haiku 5.5 (medium): 462 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Claude Code – Claude Haiku 5.5 (medium)?
Claude Code – Claude Haiku 5.5 (medium), at $0.0075 against $0.016 for Terminus-2 – Gemma 4 26B A4B (thinking on).
Which is faster per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Claude Code – Claude Haiku 5.5 (medium)?
Claude Code – Claude Haiku 5.5 (medium), at 0.8 min against 7.0 min for Terminus-2 – Gemma 4 26B A4B (thinking on).
Which has the larger context window, Terminus-2 – Gemma 4 26B A4B (thinking on) or Claude Code – Claude Haiku 5.5 (medium)?
Not known yet: Claude Code – Claude Haiku 5.5 (medium) has no context window data.

More: Terminus-2 – Gemma 4 26B A4B (thinking on) · Claude Code – Claude Haiku 5.5 (medium) · all comparisons