Axis Spatial

Terminus-2 – gpt-oss-120b (low) vs. Codex – GPT-6 Luna (medium): geospatial agent comparison

Comparison between Terminus-2 – gpt-oss-120b (low) and Codex – GPT-6 Luna (medium) 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-120b (low) vs. Codex – GPT-6 Luna (medium)
MetricTerminus-2 – gpt-oss-120b (low)Codex – GPT-6 Luna (medium)
Geospatial Agent Index31*57* (partial: attempt 1 on 460 of 488 tasks)
Earth-Bench V2 score2850
GeoBenchX score3756
GS-QA2 score2965
GeoAgentBench score (guided GIS workflow; outside the index)6094
GeoAnalystBench score (guided GIS workflow; outside the index)4789
Raster and remote sensing score2563
Vector and overlay score3465
Climate and time series score2947
Spatial statistics and interpolation score822
Mapping and cartography score2176
Recognising infeasible requests score6038
Cost per task$0.0046$0.0026
Time per task0.7 min1.3 min
Tokens per attempt11k86k
Turns per attempt2.96.4
Attempts decided488460
Input price per 1M tokens$0.35$0.10
Output price per 1M tokens$0.75$0.50
Context window128,000No data
Image inputNoNo data
DeveloperOpenAIOpenAI

Charts

Partial coverage. Codex – GPT-6 Luna (medium): 122 of 150 GeoBenchX tasks. Grey placeholders identify these entries in the index, cost and output token 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

  • Attempts still to run
Geospatial Agent IndexTerminus-2 – gpt-oss-120b (low): 31* (partial coverage); Codex – GPT-6 Luna (medium): Partial025507510031*gpt-oss-120b (low)PartialGPT-6 Luna (medium)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – gpt-oss-120b (low)OpenAI31*No pending judgements; coverage incomplete3 of 3488 of 722 scheduled attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Attempts still to run
Cost per taskTerminus-2 – gpt-oss-120b (low): $0.0046 (partial coverage); Codex – GPT-6 Luna (medium): Partial$0$0.0015$0.003$0.0045$0.006$0.0046gpt-oss-120b (low)PartialGPT-6 Luna (medium)
How to read this chart

Not shown: partial coverage. 1 entries without a first attempt on every index task. What is still running is on the models page.

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – gpt-oss-120b (low)OpenAI$0.0046488 of 722 scheduled attempts

Output tokens per task

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

  • Attempts still to run
Output tokens per taskTerminus-2 – gpt-oss-120b (low): 2k (partial coverage); Codex – GPT-6 Luna (medium): Partial05001k2k2k2kgpt-oss-120b (low)PartialGPT-6 Luna (medium)
How to read this chart

Not shown: partial coverage. 1 entries without a first attempt on every index task. What is still running is on the models page.

Data table: Output tokens per task
Output tokens per task
ModelCreatorOutput tokens per taskCoverage (attempts)
Terminus-2 – gpt-oss-120b (low)OpenAI2k488 of 722 scheduled attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – gpt-oss-120b (low) or Codex – GPT-6 Luna (medium)?
Not comparable yet: Codex – GPT-6 Luna (medium) has partial coverage (122 of 150 GeoBenchX tasks), so it is not ranked. Terminus-2 – gpt-oss-120b (low): 488 of 722 scheduled attempts. Codex – GPT-6 Luna (medium): 460 of 722 scheduled attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – gpt-oss-120b (low) or Codex – GPT-6 Luna (medium)?
Codex – GPT-6 Luna (medium), at $0.0026 against $0.0046 for Terminus-2 – gpt-oss-120b (low).
Which writes fewer output tokens per task, Terminus-2 – gpt-oss-120b (low) or Codex – GPT-6 Luna (medium)?
Codex – GPT-6 Luna (medium), at 1k against 2k for Terminus-2 – gpt-oss-120b (low).
Which has the larger context window, Terminus-2 – gpt-oss-120b (low) or Codex – GPT-6 Luna (medium)?
Not known yet: Codex – GPT-6 Luna (medium) has no context window data.

More: Terminus-2 – gpt-oss-120b (low) · Codex – GPT-6 Luna (medium) · all comparisons