Axis Spatial

Terminus-2 – Gemma 4 26B A4B (thinking on) vs. Claude Code – Claude Haiku 4.5 (thinking 32k): geospatial agent comparison

Comparison between Terminus-2 – Gemma 4 26B A4B (thinking on) and Claude Code – Claude Haiku 4.5 (thinking 32k) 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 4.5 (thinking 32k)
MetricTerminus-2 – Gemma 4 26B A4B (thinking on)Claude Code – Claude Haiku 4.5 (thinking 32k)
Geospatial Agent Index39*36* (partial: attempt 1 on 94 of 320 tasks)
Earth-Bench V2 score2928
GeoBenchX score4945
GeoAgentBench score (guided GIS workflow; outside the index)8269
GeoAnalystBench score (guided GIS workflow; outside the index)63100
Raster and remote sensing score3133
Vector and overlay score67No data
Networks and routing scoreNo dataNo data
Climate and time series score3433
Spatial statistics and interpolation score740
Mapping and cartography score5660
Recognising infeasible requests score4726
Cost per task$0.018$0.155
Time per task10.9 min2.5 min
Tokens per attempt140k490k
Turns per attempt10.314.2
Attempts decided32094
Input price per 1M tokens$0.10$1.00
Output price per 1M tokens$0.30$5.00
Context window256,000200,000
Image inputYesYes
DeveloperGoogleAnthropic

Charts

Partial coverage. Claude Code – Claude Haiku 4.5 (thinking 32k): 47 of 147 Earth-Bench V2 tasks; 47 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 – Gemma 4 26B A4B (thinking on): 39* (partial coverage); Claude Code – Claude Haiku 4.5 (thinking 32k): Partial025507510039*Gemma 4 26B A4B (thinking on)PartialClaude Haiku 4.5 (thinking 32k)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google39*No pending judgements; coverage incomplete2 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 – Gemma 4 26B A4B (thinking on): $0.018 (partial coverage); Claude Code – Claude Haiku 4.5 (thinking 32k): Partial$0$0.0050$0.010$0.015$0.020$0.018Gemma 4 26B A4B (thinking on)PartialClaude Haiku 4.5 (thinking 32k)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Haiku 4.5 (thinking 32k).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google$0.018320 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 – Gemma 4 26B A4B (thinking on): 10.9 min (partial coverage); Claude Code – Claude Haiku 4.5 (thinking 32k): Partial0m3m7m10m13m10.9 minGemma 4 26B A4B (thinking on)PartialClaude Haiku 4.5 (thinking 32k)
How to read this chart

Not shown: partial coverage. Claude Code – Claude Haiku 4.5 (thinking 32k).

Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google10.9 min320 of 614 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 4.5 (thinking 32k)?
Not comparable yet: Claude Code – Claude Haiku 4.5 (thinking 32k) has partial coverage (47 of 147 Earth-Bench V2 tasks; 47 of 173 GeoBenchX tasks), so it is not ranked. Terminus-2 – Gemma 4 26B A4B (thinking on): 320 of 614 planned attempts. Claude Code – Claude Haiku 4.5 (thinking 32k): 94 of 614 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 4.5 (thinking 32k)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at $0.018 against $0.155 for Claude Code – Claude Haiku 4.5 (thinking 32k).
Which is faster per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Claude Code – Claude Haiku 4.5 (thinking 32k)?
Claude Code – Claude Haiku 4.5 (thinking 32k), at 2.5 min against 10.9 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 4.5 (thinking 32k)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at 256,000 tokens against 200,000 tokens for Claude Code – Claude Haiku 4.5 (thinking 32k).

More: Terminus-2 – Gemma 4 26B A4B (thinking on) · Claude Code – Claude Haiku 4.5 (thinking 32k) · all comparisons