Axis Spatial

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

gpt-oss-120b (low), Terminus-2 against Claude Haiku 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 Haiku 5.5 (low), Claude Code
Metricgpt-oss-120b (low), Terminus-2Claude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only3170
Geospatial Agent Index: Text + visionNo image input72
Earth-Bench V2 score2862
GeoBenchX score3773
GS-QA2 score2975
Vision agents scoreNo image input77
GeoAgentBench score (Guided workflows; not in the Agent Index)6092
GeoAnalystBench score (Guided workflows; not in the Agent Index)47100
OGD4All score (standalone; in no index)No data95
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data72
GeoAgentEval score (standalone; in no index)No data92
Remote sensing and raster analysis score2572
GIS analysis score3473
Climate and time series score2964
Spatial statistics score838
Making maps score2179
Recognising infeasible requests score6073
Cost per task$0.0046$0.0053
Time per task (at 100 output tokens/s)0.5 min0.9 min
Tokens per attempt11k181k
Turns per attempt2.95.5
Input price per 1M tokens$0.35$0.10
Output price per 1M tokens$0.75$0.50
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 Haiku 5.5 (low), Claude Code: 70; gpt-oss-120b (low), Terminus-2: 31025507510070Claude Haiku 5.5 (low)31gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Haiku 5.5 (low), Claude CodeAnthropic70
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 Haiku 5.5 (low), Claude Code: $0.0053$0$0.0015$0.003$0.0045$0.006$0.0046gpt-oss-120b (low)$0.0053Claude Haiku 5.5 (low)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
gpt-oss-120b (low), Terminus-2OpenAI$0.0046
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053

Output tokens per task

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

Output tokens per taskOutput tokens per task: gpt-oss-120b (low), Terminus-2: 2k; Claude Haiku 5.5 (low), Claude Code: 3k01k2k3k4k2kgpt-oss-120b (low)3kClaude Haiku 5.5 (low)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
gpt-oss-120b (low), Terminus-2OpenAI2k
Claude Haiku 5.5 (low), Claude CodeAnthropic3k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, gpt-oss-120b (low), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 70 to 31.
Which is cheaper per task, gpt-oss-120b (low), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
gpt-oss-120b (low), Terminus-2, $0.0046 to $0.0053.
Which writes fewer output tokens per task, gpt-oss-120b (low), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
gpt-oss-120b (low), Terminus-2, 2k to 3k.
Which has the larger context window, gpt-oss-120b (low), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 1,000,000 tokens to 128,000 tokens.

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