Kimi K3 (Reasoning), Terminus-2 vs. MiniMax M3.1 Flash (max), Terminus-2
Kimi K3 (Reasoning), Terminus-2 against MiniMax M3.1 Flash (max), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.
Side by side
| Metric | Kimi K3 (Reasoning), Terminus-2 | MiniMax M3.1 Flash (max), Terminus-2 |
|---|---|---|
| Geospatial Agent Index: Text only | 72 | 51 |
| Geospatial Agent Index: Text + vision | No data | No data |
| Earth-Bench V2 score | 72 | 39 |
| GeoBenchX score | 64 | 42 |
| GS-QA2 score | 80 | 71 |
| Vision agents score | No data | No data |
| GeoAgentBench score (Guided workflows; not in the Agent Index) | 94 | 88 |
| GeoAnalystBench score (Guided workflows; not in the Agent Index) | 89 | 47 |
| OGD4All score (standalone; in no index) | No data | No data |
| GeoNatureAgent score (standalone; in no index) | No data | No data |
| MultiGlobeQA score (standalone; in no index) | No data | No data |
| GeoAgentEval score (standalone; in no index) | No data | No data |
| Remote sensing and raster analysis score | 80 | 57 |
| GIS analysis score | 76 | 77 |
| Climate and time series score | 71 | 34 |
| Spatial statistics score | 54 | 25 |
| Making maps score | 81 | 57 |
| Recognising infeasible requests score | 50 | 30 |
| Cost per task | $0.23 | $0.017 |
| Time per task (at 100 output tokens/s) | 2.7 min | 8.4 min |
| Tokens per attempt | 53k | 254k |
| Turns per attempt | 7.2 | 13.2 |
| Input price per 1M tokens | $3.00 | $0.15 |
| Output price per 1M tokens | $15.00 | $0.60 |
| Context window | 1,000,000 | 1,000,000 |
| Image input | Yes | Yes |
| Developer | Moonshot AI | Other |
Charts
Geospatial Agent Index
Equal average of Earth-Bench V2, GeoBenchX and GS-QA2, 0 to 100 · Higher is better
Data table: Geospatial Agent Index
| Model | Developer | Geospatial Agent Index |
|---|---|---|
| Kimi K3 (Reasoning), Terminus-2 | Moonshot AI | 72 |
| MiniMax M3.1 Flash (max), Terminus-2 | Other | 51 |
Cost per task
Average cost per task (USD) · Lower is better
Data table: Cost per task
| Model | Developer | Cost per task |
|---|---|---|
| MiniMax M3.1 Flash (max), Terminus-2 | Other | $0.017 |
| Kimi K3 (Reasoning), Terminus-2 | Moonshot AI | $0.23 |
Output tokens per task
Average output tokens per attempt, reasoning included · Lower is better
Data table: Output tokens per task
| Model | Developer | Output tokens per task |
|---|---|---|
| Kimi K3 (Reasoning), Terminus-2 | Moonshot AI | 6k |
| MiniMax M3.1 Flash (max), Terminus-2 | Other | 18k |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, Kimi K3 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Kimi K3 (Reasoning), Terminus-2, 72 to 51.
Which is cheaper per task, Kimi K3 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, $0.017 to $0.23.
Which writes fewer output tokens per task, Kimi K3 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
Kimi K3 (Reasoning), Terminus-2, 6k to 18k.
Which has the larger context window, Kimi K3 (Reasoning), Terminus-2 or MiniMax M3.1 Flash (max), Terminus-2?
They are level, at 1,000,000 tokens.
More: Kimi K3 (Reasoning), Terminus-2 · MiniMax M3.1 Flash (max), Terminus-2 · All comparisons