Axis Spatial

Terminus-2 – gpt-oss-20b (high) vs. Claude Code – Claude Sonnet 5 (high): geospatial agent comparison

Comparison between Terminus-2 – gpt-oss-20b (high) and Claude Code – Claude Sonnet 5 (high) 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-20b (high) vs. Claude Code – Claude Sonnet 5 (high)
MetricTerminus-2 – gpt-oss-20b (high)Claude Code – Claude Sonnet 5 (high)
Geospatial Agent Index28*56* (partial: attempt 1 on 104 of 320 tasks)
Earth-Bench V2 score2456
GeoBenchX score3156
GeoAgentBench score (guided GIS workflow; outside the index)53100
GeoAnalystBench score (guided GIS workflow; outside the index)3783
Raster and remote sensing score2452
Vector and overlay score330
Networks and routing scoreNo dataNo data
Climate and time series score2467
Spatial statistics and interpolation score050
Mapping and cartography score1680
Recognising infeasible requests score5141
Cost per task$0.016$0.331
Time per task14.8 min2.8 min
Tokens per attempt63k555k
Turns per attempt5.313.1
Attempts decided319104
Input price per 1M tokens$0.20$2.00
Output price per 1M tokens$0.30$10.00
Context window128,000No data
Image inputNoNo data
DeveloperOpenAIAnthropic

Charts

Partial coverage. Terminus-2 – gpt-oss-20b (high): 172 of 173 GeoBenchX tasks; Claude Code – Claude Sonnet 5 (high): 41 of 147 Earth-Bench V2 tasks; 63 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 – gpt-oss-20b (high): Partial; Claude Code – Claude Sonnet 5 (high): Partial0255075100Partialgpt-oss-20b (high)PartialClaude Sonnet 5 (high)
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 – gpt-oss-20b (high): Partial; Claude Code – Claude Sonnet 5 (high): Partial$0$0.250$0.500$0.750$1.00Partialgpt-oss-20b (high)PartialClaude Sonnet 5 (high)
How to read this chart

Not shown: partial coverage. Terminus-2 – gpt-oss-20b (high), Claude Code – Claude Sonnet 5 (high).

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 – gpt-oss-20b (high): Partial; Claude Code – Claude Sonnet 5 (high): Partial0m0m0m0m0mPartialgpt-oss-20b (high)PartialClaude Sonnet 5 (high)
How to read this chart

Not shown: partial coverage. Terminus-2 – gpt-oss-20b (high), Claude Code – Claude Sonnet 5 (high).

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 – gpt-oss-20b (high) or Claude Code – Claude Sonnet 5 (high)?
Not comparable yet: Terminus-2 – gpt-oss-20b (high) has partial coverage (172 of 173 GeoBenchX tasks) and Claude Code – Claude Sonnet 5 (high) has partial coverage (41 of 147 Earth-Bench V2 tasks; 63 of 173 GeoBenchX tasks), so it is not ranked. Terminus-2 – gpt-oss-20b (high): 319 of 614 planned attempts (1 excluded). Claude Code – Claude Sonnet 5 (high): 104 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – gpt-oss-20b (high) or Claude Code – Claude Sonnet 5 (high)?
Terminus-2 – gpt-oss-20b (high), at $0.016 against $0.331 for Claude Code – Claude Sonnet 5 (high).
Which is faster per task, Terminus-2 – gpt-oss-20b (high) or Claude Code – Claude Sonnet 5 (high)?
Claude Code – Claude Sonnet 5 (high), at 2.8 min against 14.8 min for Terminus-2 – gpt-oss-20b (high).
Which has the larger context window, Terminus-2 – gpt-oss-20b (high) or Claude Code – Claude Sonnet 5 (high)?
Not known yet: Claude Code – Claude Sonnet 5 (high) has no context window data.

More: Terminus-2 – gpt-oss-20b (high) · Claude Code – Claude Sonnet 5 (high) · all comparisons