Axis Spatial

Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) vs. Claude Code – Claude Haiku 4.5 (thinking 32k): geospatial agent comparison

Comparison between Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) 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 – Claude Sonnet 4.6 (adaptive, effort high) vs. Claude Code – Claude Haiku 4.5 (thinking 32k)
MetricTerminus-2 – Claude Sonnet 4.6 (adaptive, effort high)Claude Code – Claude Haiku 4.5 (thinking 32k)
Geospatial Agent Index40* (partial: attempt 1 on 209 of 320 tasks)36* (partial: attempt 1 on 94 of 320 tasks)
Earth-Bench V2 score3928
GeoBenchX score4045
GeoAgentBench score (guided GIS workflow; outside the index)9669
GeoAnalystBench score (guided GIS workflow; outside the index)84100
Raster and remote sensing score3833
Vector and overlay score33No data
Networks and routing scoreNo dataNo data
Climate and time series score5833
Spatial statistics and interpolation score040
Mapping and cartography score6360
Recognising infeasible requests score2926
Cost per task$0.291$0.155
Time per task3.9 min2.5 min
Tokens per attempt80k490k
Turns per attempt7.014.2
Attempts decided20994
Input price per 1M tokens$3.00$1.00
Output price per 1M tokens$15.00$5.00
Context window1,000,000200,000
Image inputYesYes
DeveloperAnthropicAnthropic

Charts

Partial coverage. Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high): 36 of 147 Earth-Bench V2 tasks; 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

Geospatial Agent IndexTerminus-2 – Claude Sonnet 4.6 (adaptive, effort high): Partial; Claude Code – Claude Haiku 4.5 (thinking 32k): Partial0255075100PartialClaude Sonnet 4.6 (adaptive, effort high)PartialClaude Haiku 4.5 (thinking 32k)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskTerminus-2 – Claude Sonnet 4.6 (adaptive, effort high): Partial; Claude Code – Claude Haiku 4.5 (thinking 32k): Partial$0$0.250$0.500$0.750$1.00PartialClaude Sonnet 4.6 (adaptive, effort high)PartialClaude Haiku 4.5 (thinking 32k)
How to read this chart

Not shown: partial coverage. Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high), Claude Code – Claude Haiku 4.5 (thinking 32k).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)

Time per task

Average agent wall time per task · Lower is better

Time per taskTerminus-2 – Claude Sonnet 4.6 (adaptive, effort high): Partial; Claude Code – Claude Haiku 4.5 (thinking 32k): Partial0m0m0m0m0mPartialClaude Sonnet 4.6 (adaptive, effort high)PartialClaude Haiku 4.5 (thinking 32k)
How to read this chart

Not shown: partial coverage. Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high), Claude Code – Claude Haiku 4.5 (thinking 32k).

Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) or Claude Code – Claude Haiku 4.5 (thinking 32k)?
Not comparable yet: Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) has partial coverage (36 of 147 Earth-Bench V2 tasks) and 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 – Claude Sonnet 4.6 (adaptive, effort high): 209 of 614 planned attempts (91 excluded). 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 – Claude Sonnet 4.6 (adaptive, effort high) or Claude Code – Claude Haiku 4.5 (thinking 32k)?
Claude Code – Claude Haiku 4.5 (thinking 32k), at $0.155 against $0.291 for Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high).
Which is faster per task, Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) or Claude Code – Claude Haiku 4.5 (thinking 32k)?
Claude Code – Claude Haiku 4.5 (thinking 32k), at 2.5 min against 3.9 min for Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high).
Which has the larger context window, Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) or Claude Code – Claude Haiku 4.5 (thinking 32k)?
Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high), at 1,000,000 tokens against 200,000 tokens for Claude Code – Claude Haiku 4.5 (thinking 32k).

More: Terminus-2 – Claude Sonnet 4.6 (adaptive, effort high) · Claude Code – Claude Haiku 4.5 (thinking 32k) · all comparisons