Terminus-2 – Gemini 3.1 Pro (preview) (low) vs. Terminus-2 – Kimi K3 (always on): geospatial agent comparison
Comparison between Terminus-2 – Gemini 3.1 Pro (preview) (low) and Terminus-2 – Kimi K3 (always on) 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 – Kimi K3 (always on) |
|---|---|---|
| Geospatial Agent Index | 44* (partial: attempt 1 on 209 of 320 tasks) | 58* |
| Earth-Bench V2 score | 28 | 61 |
| GeoBenchX score | 60 | 55 |
| GeoAgentBench score (guided GIS workflow; outside the index) | 84 | 94 |
| GeoAnalystBench score (guided GIS workflow; outside the index) | 79 | 89 |
| Raster and remote sensing score | 38 | 59 |
| Vector and overlay score | 67 | 33 |
| Networks and routing score | No data | No data |
| Climate and time series score | 42 | 66 |
| Spatial statistics and interpolation score | 29 | 50 |
| Mapping and cartography score | 49 | 78 |
| Recognising infeasible requests score | 72 | 38 |
| Cost per task | $0.061 | $0.336 |
| Time per task | 0.8 min | 3.9 min |
| Tokens per attempt | 21k | 76k |
| Turns per attempt | 3.8 | 7.7 |
| Attempts decided | 209 | 320 |
| Input price per 1M tokens | $2.00 | $3.00 |
| Output price per 1M tokens | $12.00 | $15.00 |
| Context window | 1,048,576 | 1,000,000 |
| Image input | Yes | Yes |
| Developer | Moonshot AI |
Charts
Partial coverage. Terminus-2 – Gemini 3.1 Pro (preview) (low): 36 of 147 Earth-Bench V2 tasks. Grey placeholders identify these entries in the index, cost and time 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
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 – Kimi K3 (always on) | Moonshot AI | 58* | No pending judgements; coverage incomplete; 1 trace review declined by the judge | 2 of 2 | 320 of 614 planned attempts |
Cost per task
Average cost per task (USD) · Lower is better
First eight selected entries in metric order. Full results in table view.
How to read this chart
Not shown: partial coverage. Terminus-2 – Gemini 3.1 Pro (preview) (low).
Data table: Cost per task
| Model | Creator | Cost per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Kimi K3 (always on) | Moonshot AI | $0.336 | 320 of 614 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.
How to read this chart
Not shown: partial coverage. Terminus-2 – Gemini 3.1 Pro (preview) (low).
Data table: Time per task
| Model | Creator | Time per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Kimi K3 (always on) | Moonshot AI | 3.9 min | 320 of 614 planned attempts |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – Kimi K3 (always on)?
Which is cheaper per task, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – Kimi K3 (always on)?
Which is faster per task, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – Kimi K3 (always on)?
Which has the larger context window, Terminus-2 – Gemini 3.1 Pro (preview) (low) or Terminus-2 – Kimi K3 (always on)?
More: Terminus-2 – Gemini 3.1 Pro (preview) (low) · Terminus-2 – Kimi K3 (always on) · all comparisons