Axis Spatial

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

gpt-oss-120b (high), 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 (high), Terminus-2 vs. Claude Haiku 5.5 (low), Claude Code
Metricgpt-oss-120b (high), Terminus-2Claude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only4670
Geospatial Agent Index: Text + visionNo image input72
Earth-Bench V2 score5062
GeoBenchX score4573
GS-QA2 score4275
Vision agents scoreNo image input77
GeoAgentBench score (Guided workflows; not in the Agent Index)7092
GeoAnalystBench score (Guided workflows; not in the Agent Index)53100
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 score4472
GIS analysis score4173
Climate and time series score5364
Spatial statistics score1538
Making maps score4079
Recognising infeasible requests score5873
Cost per task$0.026$0.0053
Time per task (at 100 output tokens/s)3.0 min0.9 min
Tokens per attempt57k181k
Turns per attempt5.85.5
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 (high), Terminus-2: 46025507510070Claude Haiku 5.5 (low)46gpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Haiku 5.5 (low), Claude CodeAnthropic70
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: Claude Haiku 5.5 (low), Claude Code: $0.0053; gpt-oss-120b (high), Terminus-2: $0.026$0$0.01$0.02$0.03$0.04$0.0053Claude Haiku 5.5 (low)$0.026gpt-oss-120b (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053
gpt-oss-120b (high), Terminus-2OpenAI$0.026

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Haiku 5.5 (low), Claude Code: 3k; gpt-oss-120b (high), Terminus-2: 15k05k10k15k20k3kClaude Haiku 5.5 (low)15kgpt-oss-120b (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Haiku 5.5 (low), Claude CodeAnthropic3k
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 Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 70 to 46.
Which is cheaper per task, gpt-oss-120b (high), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, $0.0053 to $0.026.
Which writes fewer output tokens per task, gpt-oss-120b (high), Terminus-2 or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 3k to 15k.
Which has the larger context window, gpt-oss-120b (high), 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 (high), Terminus-2 · Claude Haiku 5.5 (low), Claude Code · All comparisons