Axis Spatial

Terminus-2 – Gemini 3.8 Flash (high) vs. Terminus-2 – GLM-4.7-Flash (thinking on): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.8 Flash (high) and Terminus-2 – GLM-4.7-Flash (thinking on) 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-4.7-Flash (thinking on)
MetricTerminus-2 – Gemini 3.8 Flash (high)Terminus-2 – GLM-4.7-Flash (thinking on)
Geospatial Agent Index39* (attempts per task: 2.9)33* (attempts per task: 3.6)
GeoAgentBench score5838
GeoBenchX score4032
Earth-Bench score2826
GeoAnalystBench score3237
Raster and remote sensing score3726
Vector and overlay score4444
Networks and routing score8020
Climate and time series score2631
Spatial statistics and interpolation score1721
Mapping and cartography score2537
Recognising infeasible requests score6733
Cost per task$0.308$0.033
Time per task8.2 min10.2 min
Tokens per attempt982k453k
Turns per attempt32.418.1
Attempts decided278483
Input price per 1M tokens$0.75$0.06
Output price per 1M tokens$3.75$0.40
Context window1,048,576131,072
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 – Gemini 3.8 Flash (high): 39* (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 33* (partial coverage)025507510039*Gemini 3.8 Flash (high)33*GLM-4.7-Flash (thinking on)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (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)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai33* (attempts per task: 3.6)14 to 694 of 4483 of 1,167 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – GLM-4.7-Flash (thinking on): $0.033 (partial coverage); Terminus-2 – Gemini 3.8 Flash (high): $0.308 (partial coverage)$0$0.100$0.200$0.300$0.400$0.033GLM-4.7-Flash (thinking on)$0.308Gemini 3.8 Flash (high)
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-4.7-Flash (thinking on)Z.ai$0.0331,045 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-4.7-Flash (thinking on): 10.2 min (partial coverage)0m3m7m10m13m8.2 minGemini 3.8 Flash (high)10.2 minGLM-4.7-Flash (thinking on)
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-4.7-Flash (thinking on)Z.ai10.2 min1,045 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-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (high), at 39 against 33 for Terminus-2 – GLM-4.7-Flash (thinking on). Terminus-2 – Gemini 3.8 Flash (high): 278 of 1,167 planned attempts (1 excluded). Terminus-2 – GLM-4.7-Flash (thinking on): 483 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-4.7-Flash (thinking on)?
Terminus-2 – GLM-4.7-Flash (thinking on), at $0.033 against $0.308 for Terminus-2 – Gemini 3.8 Flash (high).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (high), at 8.2 min against 10.2 min for Terminus-2 – GLM-4.7-Flash (thinking on).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (high), at 1,048,576 tokens against 131,072 tokens for Terminus-2 – GLM-4.7-Flash (thinking on).

More: Terminus-2 – Gemini 3.8 Flash (high) · Terminus-2 – GLM-4.7-Flash (thinking on) · all comparisons