Terminus-2 – Kimi K3 (always on) vs. Codex – GPT-6.1 Sol (xhigh): geospatial agent comparison
Comparison between Terminus-2 – Kimi K3 (always on) and Codex – GPT-6.1 Sol (xhigh) 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 – Kimi K3 (always on) | Codex – GPT-6.1 Sol (xhigh) |
|---|---|---|
| Geospatial Agent Index | 58* | 65* |
| Earth-Bench V2 score | 61 | 61 |
| GeoBenchX score | 55 | 69 |
| GeoAgentBench score (guided GIS workflow; outside the index) | 94 | 100 |
| GeoAnalystBench score (guided GIS workflow; outside the index) | 89 | 95 |
| Raster and remote sensing score | 59 | 56 |
| Vector and overlay score | 33 | 50 |
| Networks and routing score | No data | No data |
| Climate and time series score | 66 | 69 |
| Spatial statistics and interpolation score | 50 | 36 |
| Mapping and cartography score | 78 | 81 |
| Recognising infeasible requests score | 38 | 67 |
| Cost per task | $0.336 | $0.126 |
| Time per task | 3.9 min | 3.0 min |
| Tokens per attempt | 76k | 210k |
| Turns per attempt | 7.7 | 9.1 |
| Attempts decided | 320 | 320 |
| Input price per 1M tokens | $3.00 | $2.00 |
| Output price per 1M tokens | $15.00 | $10.00 |
| Context window | 1,000,000 | No data |
| Image input | Yes | No data |
| Developer | Moonshot AI | OpenAI |
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) |
|---|---|---|---|---|---|
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | 65* | No pending judgements; coverage incomplete | 2 of 2 | 320 of 614 planned 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.
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 |
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | $0.126 | 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 – Kimi K3 (always on) | Moonshot AI | 3.9 min | 320 of 614 planned attempts |
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | 3.0 min | 320 of 614 planned attempts |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, Terminus-2 – Kimi K3 (always on) or Codex – GPT-6.1 Sol (xhigh)?
Codex – GPT-6.1 Sol (xhigh), at 65 against 58 for Terminus-2 – Kimi K3 (always on). Terminus-2 – Kimi K3 (always on): 320 of 614 planned attempts. Codex – GPT-6.1 Sol (xhigh): 320 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Kimi K3 (always on) or Codex – GPT-6.1 Sol (xhigh)?
Codex – GPT-6.1 Sol (xhigh), at $0.126 against $0.336 for Terminus-2 – Kimi K3 (always on).
Which is faster per task, Terminus-2 – Kimi K3 (always on) or Codex – GPT-6.1 Sol (xhigh)?
Codex – GPT-6.1 Sol (xhigh), at 3.0 min against 3.9 min for Terminus-2 – Kimi K3 (always on).
Which has the larger context window, Terminus-2 – Kimi K3 (always on) or Codex – GPT-6.1 Sol (xhigh)?
Not known yet: Codex – GPT-6.1 Sol (xhigh) has no context window data.
More: Terminus-2 – Kimi K3 (always on) · Codex – GPT-6.1 Sol (xhigh) · all comparisons