Axis Spatial

Terminus-2 – Gemini 3.8 Flash (high) vs. Terminus-2 – GLM-5.3 (max, default): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.8 Flash (high) and Terminus-2 – GLM-5.3 (max, default) 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 – Gemini 3.8 Flash (high) vs. Terminus-2 – GLM-5.3 (max, default)
MetricTerminus-2 – Gemini 3.8 Flash (high)Terminus-2 – GLM-5.3 (max, default)
Geospatial Agent Index39* (attempts per task: 2.9)64* (attempts per task: 1.8)
GeoAgentBench score5892
GeoBenchX score4042
Earth-Bench score2833
GeoAnalystBench score3287
Raster and remote sensing score3747
Vector and overlay score4469
Networks and routing score8080
Climate and time series score2643
Spatial statistics and interpolation score1735
Mapping and cartography score2562
Recognising infeasible requests score6738
Cost per task$0.308$0.434
Time per task8.2 min11.3 min
Tokens per attempt982k312k
Turns per attempt32.411.2
Attempts decided278463
Input price per 1M tokens$0.75$1.40
Output price per 1M tokens$3.75$4.40
Context window1,048,5761,048,576
Image inputYesNo
DeveloperGoogleZ.ai

Charts

Geospatial Agent Index

Equal-weight average of the evaluation scores, 0 to 100 · Higher is better

  • Partial coverage
Geospatial Agent IndexTerminus-2 – GLM-5.3 (max, default): 64* (partial coverage); Terminus-2 – Gemini 3.8 Flash (high): 39* (partial coverage)025507510064*GLM-5.3 (max, default)39*Gemini 3.8 Flash (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – GLM-5.3 (max, default)Z.ai64* (attempts per task: 1.8)60 to 654 of 4463 of 1,167 planned attempts
Terminus-2 – Gemini 3.8 Flash (high)Google39* (attempts per task: 2.9)13 to 804 of 4278 of 1,167 planned attempts (1 excluded)

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Gemini 3.8 Flash (high): $0.308 (partial coverage); Terminus-2 – GLM-5.3 (max, default): $0.434 (partial coverage)$0$0.125$0.250$0.375$0.500$0.308Gemini 3.8 Flash (high)$0.434GLM-5.3 (max, default)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (high)Google$0.308835 of 1,167 planned attempts (1 excluded)
Terminus-2 – GLM-5.3 (max, default)Z.ai$0.434519 of 1,167 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemini 3.8 Flash (high): 8.2 min (partial coverage); Terminus-2 – GLM-5.3 (max, default): 11.3 min (partial coverage)0m3m7m10m13m8.2 minGemini 3.8 Flash (high)11.3 minGLM-5.3 (max, default)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (high)Google8.2 min835 of 1,167 planned attempts (1 excluded)
Terminus-2 – GLM-5.3 (max, default)Z.ai11.3 min519 of 1,167 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – GLM-5.3 (max, default), at 64 against 39 for Terminus-2 – Gemini 3.8 Flash (high). Terminus-2 – Gemini 3.8 Flash (high): 278 of 1,167 planned attempts (1 excluded). Terminus-2 – GLM-5.3 (max, default): 463 of 1,167 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – Gemini 3.8 Flash (high), at $0.308 against $0.434 for Terminus-2 – GLM-5.3 (max, default).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – Gemini 3.8 Flash (high), at 8.2 min against 11.3 min for Terminus-2 – GLM-5.3 (max, default).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-5.3 (max, default)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – Gemini 3.8 Flash (high) · Terminus-2 – GLM-5.3 (max, default) · all comparisons