Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Kimi K3 (always on): geospatial agent comparison
Comparison between Terminus-2 – DeepSeek V4 Pro (high) 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 – DeepSeek V4 Pro (high) | Terminus-2 – Kimi K3 (always on) |
|---|---|---|
| Geospatial Agent Index | 54* | 58* |
| Earth-Bench V2 score | 52 | 61 |
| GeoBenchX score | 56 | 55 |
| GeoAgentBench score (guided GIS workflow; outside the index) | 96 | 94 |
| GeoAnalystBench score (guided GIS workflow; outside the index) | 100 | 89 |
| Raster and remote sensing score | 54 | 59 |
| Vector and overlay score | 17 | 33 |
| Networks and routing score | No data | No data |
| Climate and time series score | 51 | 66 |
| Spatial statistics and interpolation score | 21 | 50 |
| Mapping and cartography score | 78 | 78 |
| Recognising infeasible requests score | 47 | 38 |
| Cost per task | $0.428 | $0.336 |
| Time per task | 10.6 min | 3.9 min |
| Tokens per attempt | 347k | 76k |
| Turns per attempt | 16.2 | 7.7 |
| Attempts decided | 320 | 320 |
| Input price per 1M tokens | $1.32 | $3.00 |
| Output price per 1M tokens | $3.96 | $15.00 |
| Context window | 1,048,576 | 1,000,000 |
| Image input | No | Yes |
| Developer | DeepSeek | Moonshot 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 – 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 |
| Terminus-2 – DeepSeek V4 Pro (high) | DeepSeek | 54* | No pending judgements; coverage incomplete; 2 trace reviews 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.
Data table: Cost per task
| Model | Creator | Cost per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – DeepSeek V4 Pro (high) | DeepSeek | $0.428 | 320 of 614 planned 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.
Data table: Time per task
| Model | Creator | Time per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – DeepSeek V4 Pro (high) | DeepSeek | 10.6 min | 320 of 614 planned 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 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – Kimi K3 (always on), at 58 against 54 for Terminus-2 – DeepSeek V4 Pro (high). Terminus-2 – DeepSeek V4 Pro (high): 320 of 614 planned attempts. Terminus-2 – Kimi K3 (always on): 320 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – Kimi K3 (always on), at $0.336 against $0.428 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – Kimi K3 (always on), at 3.9 min against 10.6 min for Terminus-2 – DeepSeek V4 Pro (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – DeepSeek V4 Pro (high), at 1,048,576 tokens against 1,000,000 tokens for Terminus-2 – Kimi K3 (always on).
More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – Kimi K3 (always on) · all comparisons