Axis Spatial

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

gpt-oss-120b (high), 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 (high), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code
Metricgpt-oss-120b (high), Terminus-2Claude Sonnet 5.5 (low), Claude Code
Geospatial Agent Index: Text only4669
Geospatial Agent Index: Text + visionNo image input71
Earth-Bench V2 score5056
GeoBenchX score4577
GS-QA2 score4276
Vision agents scoreNo image input78
GeoAgentBench score (Guided workflows; not in the Agent Index)7094
GeoAnalystBench score (Guided workflows; not in the Agent Index)5395
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 score4469
GIS analysis score4175
Climate and time series score5359
Spatial statistics score1538
Making maps score4084
Recognising infeasible requests score5880
Cost per task$0.026$0.043
Time per task (at 100 output tokens/s)3.0 min0.4 min
Tokens per attempt57k70k
Turns per attempt5.83.9
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 (high), Terminus-2: 46025507510069Claude Sonnet 5.5 (low)46gpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Sonnet 5.5 (low), Claude CodeAnthropic69
gpt-oss-120b (high), Terminus-2OpenAI46

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: gpt-oss-120b (high), Terminus-2: $0.026; Claude Sonnet 5.5 (low), Claude Code: $0.043$0$0.015$0.03$0.045$0.06$0.026gpt-oss-120b (high)$0.043Claude Sonnet 5.5 (low)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (high), Terminus-2OpenAI$0.026
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 (high), Terminus-2: 15k05k10k15k20k1kClaude Sonnet 5.5 (low)15kgpt-oss-120b (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic1k
gpt-oss-120b (high), Terminus-2OpenAI15k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 69 to 46.
Which is cheaper per task, gpt-oss-120b (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
gpt-oss-120b (high), Terminus-2, $0.026 to $0.043.
Which writes fewer output tokens per task, gpt-oss-120b (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 1k to 15k.
Which has the larger context window, gpt-oss-120b (high), 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 (high), Terminus-2 · Claude Sonnet 5.5 (low), Claude Code · All comparisons