Axis Spatial

Terminus-2 – Kimi K2.6 (always on) vs. Codex – gpt-oss-120b (high): geospatial agent comparison

Comparison between Terminus-2 – Kimi K2.6 (always on) and Codex – gpt-oss-120b (high) 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 – Kimi K2.6 (always on) vs. Codex – gpt-oss-120b (high)
MetricTerminus-2 – Kimi K2.6 (always on)Codex – gpt-oss-120b (high)
Geospatial Agent Index61* (partial: attempt 1 on 562 of 565 tasks)47* (partial: attempt 1 on 49 of 565 tasks)
Earth-Bench V2 score5862
GeoBenchX score5531
GS-QA2 score70No data
GeoAgentBench score (guided GIS workflow; outside the index)90No data
GeoAnalystBench score (guided GIS workflow; outside the index)79No data
Raster and remote sensing score6964
Vector and overlay score64No data
Networks and routing scoreNo dataNo data
Climate and time series score620
Spatial statistics and interpolation score140
Mapping and cartography score7544
Recognising infeasible requests score4325
Cost per task$0.108$0.236
Time per task10.0 min12.4 min
Tokens per attempt218k642k
Turns per attempt13.929.7
Attempts decided56244
Input price per 1M tokens$0.95$0.35
Output price per 1M tokens$4.00$0.75
Context window262,144128,000
Image inputYesNo
DeveloperMoonshot AIOpenAI

Charts

Partial coverage. Terminus-2 – Kimi K2.6 (always on): 242 of 245 GS-QA2 tasks; Codex – gpt-oss-120b (high): 8 of 147 Earth-Bench V2 tasks; 41 of 173 GeoBenchX tasks; GS-QA2 incomplete. 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

Geospatial Agent IndexTerminus-2 – Kimi K2.6 (always on): Partial; Codex – gpt-oss-120b (high): Partial0255075100PartialKimi K2.6 (always on)Partialgpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskTerminus-2 – Kimi K2.6 (always on): Partial; Codex – gpt-oss-120b (high): Partial$0$0.250$0.500$0.750$1.00PartialKimi K2.6 (always on)Partialgpt-oss-120b (high)
How to read this chart

Not shown: partial coverage. Terminus-2 – Kimi K2.6 (always on), Codex – gpt-oss-120b (high).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)

Output tokens per task

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

Output tokens per taskTerminus-2 – Kimi K2.6 (always on): Partial; Codex – gpt-oss-120b (high): Partial00011PartialKimi K2.6 (always on)Partialgpt-oss-120b (high)
How to read this chart

Not shown: partial coverage. Terminus-2 – Kimi K2.6 (always on), Codex – gpt-oss-120b (high).

Data table: Output tokens per task
Output tokens per task
ModelCreatorOutput tokens per taskCoverage (attempts)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Kimi K2.6 (always on) or Codex – gpt-oss-120b (high)?
Not comparable yet: Terminus-2 – Kimi K2.6 (always on) has partial coverage (242 of 245 GS-QA2 tasks) and Codex – gpt-oss-120b (high) has partial coverage (8 of 147 Earth-Bench V2 tasks; 41 of 173 GeoBenchX tasks; GS-QA2 incomplete), so it is not ranked. Terminus-2 – Kimi K2.6 (always on): 562 of 859 planned attempts. Codex – gpt-oss-120b (high): 44 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Kimi K2.6 (always on) or Codex – gpt-oss-120b (high)?
Terminus-2 – Kimi K2.6 (always on), at $0.108 against $0.236 for Codex – gpt-oss-120b (high).
Which writes fewer output tokens per task, Terminus-2 – Kimi K2.6 (always on) or Codex – gpt-oss-120b (high)?
Terminus-2 – Kimi K2.6 (always on), at 14k against 29k for Codex – gpt-oss-120b (high).
Which has the larger context window, Terminus-2 – Kimi K2.6 (always on) or Codex – gpt-oss-120b (high)?
Terminus-2 – Kimi K2.6 (always on), at 262,144 tokens against 128,000 tokens for Codex – gpt-oss-120b (high).

More: Terminus-2 – Kimi K2.6 (always on) · Codex – gpt-oss-120b (high) · all comparisons