Laguna XS 2.1 (Reasoning) vs MiniMax M3 (Reasoning)
Results updated 14 November 2026 · Both in Terminus-2 · How we benchmark
Verdict
Not comparable yet: MiniMax M3 (Reasoning) is not yet ranked.
- Cost per task
- $0.054 vs No data
- Time per task
- 17.3 min vs No data
- Tokens per attempt
- 937k vs No data
- Image input
- No vs Yes
Not yet ranked. MiniMax M3 (Reasoning), Terminus-2: no Earth-Bench V2, GeoBenchX or GS-QA2 score yet. Not in the Agent Index, cost and time charts until it has a score on every index evaluation. Results so far are in the side-by-side table.
Charts for each: Laguna XS 2.1 (Reasoning), Terminus-2 · MiniMax M3 (Reasoning), Terminus-2.
Side by side
| Metric | Laguna XS 2.1 (Reasoning), Terminus-2 | MiniMax M3 (Reasoning), Terminus-2 |
|---|---|---|
| Geospatial Agent Index: Text only | 37 | No data |
| Geospatial Agent Index: Text + vision | No data | No data |
| Earth-Bench V2 score | 44 | No data |
| GeoBenchX score | 33 | No data |
| GS-QA2 score | 35 | No data |
| Vision agents score | No data | No data |
| GeoAgentBench score (Guided workflows; not in the Agent Index) | 62 | No data |
| GeoAnalystBench score (Guided workflows; not in the Agent Index) | 63 | No data |
| OGD4All score (standalone; in no index) | 65 | No data |
| GeoNatureAgent score (standalone; in no index) | 56 | No data |
| MultiGlobeQA score (standalone; in no index) | 59 | No data |
| GeoAgentEval score (standalone; in no index) | 60 | No data |
| ImpactMesh score (standalone; in no index) | No data | No data |
| Remote sensing and raster analysis score | 39 | No data |
| Change detection score | 48 | No data |
| GIS analysis score | 35 | No data |
| Climate and time series score | 36 | No data |
| Making maps score | 53 | No data |
| Cost per task | $0.054 | No data |
| Time per task (at 100 output tokens/s) | 17.3 min | No data |
| Tokens per attempt | 937k | No data |
| Turns per attempt | 36.7 | No data |
| Input price per 1M tokens | $0.10 | $0.30 |
| Output price per 1M tokens | $0.20 | $1.20 |
| Context window | 262,144 | 1,048,576 |
| Image input | No | Yes |
| Developer | Poolside | MiniMax |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, Laguna XS 2.1 (Reasoning), Terminus-2 or MiniMax M3 (Reasoning), Terminus-2?
Not comparable yet: MiniMax M3 (Reasoning), Terminus-2 is not yet ranked (no Earth-Bench V2, GeoBenchX or GS-QA2 score yet).
Which is cheaper per task, Laguna XS 2.1 (Reasoning), Terminus-2 or MiniMax M3 (Reasoning), Terminus-2?
Not known yet: MiniMax M3 (Reasoning), Terminus-2 has no cost data.
Which writes fewer output tokens per task, Laguna XS 2.1 (Reasoning), Terminus-2 or MiniMax M3 (Reasoning), Terminus-2?
Not known yet: MiniMax M3 (Reasoning), Terminus-2 has no output tokens data.
Which has the larger context window, Laguna XS 2.1 (Reasoning), Terminus-2 or MiniMax M3 (Reasoning), Terminus-2?
MiniMax M3 (Reasoning), Terminus-2, 1,048,576 tokens to 262,144 tokens.