Terminus-2 – Gemini 3.1 Pro (preview) (low) vs. Terminus-2 – GLM-5.3 (max, default): geospatial agent comparison
Comparison between Terminus-2 – Gemini 3.1 Pro (preview) (low) 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
| Metric | Terminus-2 – Gemini 3.1 Pro (preview) (low) | Terminus-2 – GLM-5.3 (max, default) |
|---|---|---|
| Geospatial Agent Index | 65 (attempts per task: 3) | 68* (attempts per task: 1.2) |
| GeoAgentBench score | 83 | 95 |
| GeoBenchX score | 61 | 52 |
| Earth-Bench score | 42 | 40 |
| GeoAnalystBench score | 75 | 87 |
| Raster and remote sensing score | 58 | 65 |
| Vector and overlay score | 69 | 75 |
| Networks and routing score | 93 | 80 |
| Climate and time series score | 67 | 60 |
| Spatial statistics and interpolation score | 51 | 67 |
| Mapping and cartography score | 55 | 66 |
| Recognising infeasible requests score | 71 | 41 |
| Cost per task | $0.061 | $0.360 |
| Time per task | 1.0 min | 10.2 min |
| Tokens per attempt | 19k | 257k |
| Turns per attempt | 3.8 | 10.5 |
| Attempts decided | 870 | 335 |
| Input price per 1M tokens | $2.00 | $1.40 |
| Output price per 1M tokens | $12.00 | $4.40 |
| Context window | 1,048,576 | 1,048,576 |
| Image input | Yes | No |
| Developer | Z.ai |
Charts
Geospatial Agent Index
Equal-weight average of the evaluation scores, 0 to 100 · Higher is better
First eight selected entries in metric order. Full results in table view.
Data table: Geospatial Agent Index
| Model | Creator | Geospatial Agent Index | Range while attempts are pending | Benchmarks covered | Coverage (attempts) |
|---|---|---|---|---|---|
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | 68* (attempts per task: 1.2) | 67 to 68 | 4 of 4 | 335 of 870 planned attempts |
| Terminus-2 – Gemini 3.1 Pro (preview) (low) | 65 (attempts per task: 3) | No pending judgements | 4 of 4 | 870 of 870 planned attempts (22 excluded) |
Terminus-2 – GLM-5.3 (max, default)
Terminus-2 – Gemini 3.1 Pro (preview) (low)Cost per task
Average cost per task (USD) · Lower is better
First eight selected entries in metric order. Full results in table view.
Data table: Cost per task
| Model | Creator | Cost per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Gemini 3.1 Pro (preview) (low) | $0.061 | 870 of 870 planned attempts (22 excluded) | |
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | $0.360 | 340 of 870 planned attempts |
Time per task
Average agent wall time per task · Lower is better
First eight selected entries in metric order. Full results in table view.
Data table: Time per task
| Model | Creator | Time per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Gemini 3.1 Pro (preview) (low) | 1.0 min | 870 of 870 planned attempts (22 excluded) | |
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | 10.2 min | 340 of 870 planned attempts |
Frequently asked questions
- Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – GLM-5.3 (max, default)?
- Terminus-2 – GLM-5.3 (max, default), at 68 against 65 for Terminus-2 – Gemini 3.1 Pro (preview) (low). Terminus-2 – Gemini 3.1 Pro (preview) (low): 870 of 870 planned attempts (22 excluded). Terminus-2 – GLM-5.3 (max, default): 335 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
- Which is cheaper per task, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – GLM-5.3 (max, default)?
- Terminus-2 – Gemini 3.1 Pro (preview) (low), at $0.061 against $0.360 for Terminus-2 – GLM-5.3 (max, default).
- Which is faster per task, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – GLM-5.3 (max, default)?
- Terminus-2 – Gemini 3.1 Pro (preview) (low), at 1.0 min against 10.2 min for Terminus-2 – GLM-5.3 (max, default).
- Which has the larger context window, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – GLM-5.3 (max, default)?
- They are level, at 1,048,576 tokens.
More: Terminus-2 – Gemini 3.1 Pro (preview) (low) · Terminus-2 – GLM-5.3 (max, default) · all comparisons