Axis Spatial

gpt-oss-120b (low), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code

gpt-oss-120b (low), Terminus-2 against Claude Sonnet 5.5 (low), Claude Code: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. The harnesses differ, so part of any gap can come from the harness. Methodology.

Side by side

gpt-oss-120b (low), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code
Metricgpt-oss-120b (low), Terminus-2Claude Sonnet 5.5 (low), Claude Code
Geospatial Agent Index: Text only3169
Geospatial Agent Index: Text + visionNo image input71
Earth-Bench V2 score2856
GeoBenchX score3777
GS-QA2 score2976
Vision agents scoreNo image input78
GeoAgentBench score (Guided workflows; not in the Agent Index)6094
GeoAnalystBench score (Guided workflows; not in the Agent Index)4795
OGD4All score (standalone; in no index)No data96
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data77
GeoAgentEval score (standalone; in no index)No data100
Remote sensing and raster analysis score2569
GIS analysis score3475
Climate and time series score2959
Spatial statistics score838
Making maps score2184
Recognising infeasible requests score6080
Cost per task$0.0046$0.043
Time per task (at 100 output tokens/s)0.5 min0.4 min
Tokens per attempt11k70k
Turns per attempt2.93.9
Input price per 1M tokens$0.35$2.00
Output price per 1M tokens$0.75$10.00
Context window128,0001,000,000
Image inputNoYes
DeveloperOpenAIAnthropic

Charts

Geospatial Agent Index

Equal average of Earth-Bench V2, GeoBenchX and GS-QA2, 0 to 100 · Higher is better

Geospatial Agent IndexScores 0 to 100: Claude Sonnet 5.5 (low), Claude Code: 69; gpt-oss-120b (low), Terminus-2: 31025507510069Claude Sonnet 5.5 (low)31gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Sonnet 5.5 (low), Claude CodeAnthropic69
gpt-oss-120b (low), Terminus-2OpenAI31

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: gpt-oss-120b (low), Terminus-2: $0.0046; Claude Sonnet 5.5 (low), Claude Code: $0.043$0$0.015$0.03$0.045$0.06$0.0046gpt-oss-120b (low)$0.043Claude Sonnet 5.5 (low)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (low), Terminus-2OpenAI$0.0046
Claude Sonnet 5.5 (low), Claude CodeAnthropic$0.043

Output tokens per task

Average output tokens per attempt, reasoning included · Lower is better

Output tokens per taskOutput tokens per task: Claude Sonnet 5.5 (low), Claude Code: 1k; gpt-oss-120b (low), Terminus-2: 2k05001k2k2k1kClaude Sonnet 5.5 (low)2kgpt-oss-120b (low)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic1k
gpt-oss-120b (low), Terminus-2OpenAI2k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (low), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 69 to 31.
Which is cheaper per task, gpt-oss-120b (low), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
gpt-oss-120b (low), Terminus-2, $0.0046 to $0.043.
Which writes fewer output tokens per task, gpt-oss-120b (low), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 1k to 2k.
Which has the larger context window, gpt-oss-120b (low), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 1,000,000 tokens to 128,000 tokens.

More: gpt-oss-120b (low), Terminus-2 · Claude Sonnet 5.5 (low), Claude Code · All comparisons