Terminus-2 – DeepSeek V4 Flash (high) vs. Terminus-2 – Gemini 3.1 Pro (preview) (low): geospatial agent comparison
Comparison between Terminus-2 – DeepSeek V4 Flash (high) and Terminus-2 – Gemini 3.1 Pro (preview) (low) 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 – DeepSeek V4 Flash (high) | Terminus-2 – Gemini 3.1 Pro (preview) (low) |
|---|---|---|
| Geospatial Agent Index | 71 (attempts per task: 3) | 65 (attempts per task: 3) |
| GeoAgentBench score | 95 | 83 |
| GeoBenchX score | 54 | 61 |
| Earth-Bench score | 41 | 42 |
| GeoAnalystBench score | 93 | 75 |
| Raster and remote sensing score | 67 | 58 |
| Vector and overlay score | 72 | 69 |
| Networks and routing score | 87 | 93 |
| Climate and time series score | 64 | 67 |
| Spatial statistics and interpolation score | 58 | 51 |
| Mapping and cartography score | 76 | 55 |
| Recognising infeasible requests score | 40 | 71 |
| Cost per task | $0.067 | $0.061 |
| Time per task | 9.7 min | 1.0 min |
| Tokens per attempt | 313k | 19k |
| Turns per attempt | 14.3 | 3.8 |
| Attempts decided | 870 | 870 |
| Input price per 1M tokens | $0.44 | $2.00 |
| Output price per 1M tokens | $1.32 | $12.00 |
| Context window | 1,048,576 | 1,048,576 |
| Image input | No | Yes |
| Developer | DeepSeek |
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 – DeepSeek V4 Flash (high) | DeepSeek | 71 (attempts per task: 3) | No pending judgements | 4 of 4 | 870 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 – DeepSeek V4 Flash (high)
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 – DeepSeek V4 Flash (high) | DeepSeek | $0.067 | 870 of 870 planned attempts |
| Terminus-2 – Gemini 3.1 Pro (preview) (low) | $0.061 | 870 of 870 planned attempts (22 excluded) |
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 – DeepSeek V4 Flash (high) | DeepSeek | 9.7 min | 870 of 870 planned attempts |
| Terminus-2 – Gemini 3.1 Pro (preview) (low) | 1.0 min | 870 of 870 planned attempts (22 excluded) |
Frequently asked questions
- Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Gemini 3.1 Pro (preview) (low)?
- Terminus-2 – DeepSeek V4 Flash (high), at 71 against 65 for Terminus-2 – Gemini 3.1 Pro (preview) (low). Terminus-2 – DeepSeek V4 Flash (high): 870 of 870 planned attempts. Terminus-2 – Gemini 3.1 Pro (preview) (low): 870 of 870 planned attempts (22 excluded).
- Which is cheaper per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Gemini 3.1 Pro (preview) (low)?
- Terminus-2 – Gemini 3.1 Pro (preview) (low), at $0.061 against $0.067 for Terminus-2 – DeepSeek V4 Flash (high).
- Which is faster per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Gemini 3.1 Pro (preview) (low)?
- Terminus-2 – Gemini 3.1 Pro (preview) (low), at 1.0 min against 9.7 min for Terminus-2 – DeepSeek V4 Flash (high).
- Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Gemini 3.1 Pro (preview) (low)?
- They are level, at 1,048,576 tokens.
More: Terminus-2 – DeepSeek V4 Flash (high) · Terminus-2 – Gemini 3.1 Pro (preview) (low) · all comparisons