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MiniMax M3.1 Flash (max) vs Nemotron 3.5 Bolt E4B (Reasoning)

Results updated 9 November 2026 · Both in Terminus-2 · How we benchmark

Verdict

MiniMax M3.1 Flash (max)53Geospatial Agent Index · rank 74 of 92
Nemotron 3.5 Bolt E4B (Reasoning)4Geospatial Agent Index · rank 92 of 92

MiniMax M3.1 Flash (max) clearly beats Nemotron 3.5 Bolt E4B (Reasoning) by 49 points; Nemotron 3.5 Bolt E4B (Reasoning) is faster.

Cost per task
$0.018 vs No data
Time per task
8.7 min vs 5.2 min
Tokens per attempt
263k vs 341k
Image input
Yes vs No

MiniMax M3.1 Flash (max), Terminus-2 scores higher than Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2 on all 3 evaluations scored for both.

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workMiniMax M3.1 Flash (max)Nemotron 3.5 Bolt E4B (Reasoning)
GIS analysis773
Making maps612
Remote sensing and raster analysis571
Change detection568
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: MiniMax M3.1 Flash (max), Terminus-2 · Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2.

Side by side

MiniMax M3.1 Flash (max), Terminus-2 vs. Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2
MetricMiniMax M3.1 Flash (max), Terminus-2Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2
Geospatial Agent Index: Text only534
Geospatial Agent Index: Text + visionNo dataNo data
Earth-Bench V2 score415
GeoBenchX score463
GS-QA2 score713
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)884
GeoAnalystBench score (Guided workflows; not in the Agent Index)475
OGD4All score (standalone; in no index)9621
GeoNatureAgent score (standalone; in no index)1000
MultiGlobeQA score (standalone; in no index)7216
GeoAgentEval score (standalone; in no index)8340
ImpactMesh score (standalone; in no index)No dataNo data
Remote sensing and raster analysis score571
Change detection score568
GIS analysis score773
Climate and time series score326
Making maps score612
Cost per task$0.018No data
Time per task (at 100 output tokens/s)8.7 min5.2 min
Tokens per attempt263k341k
Turns per attempt13.324.4
Input price per 1M tokens$0.15No data
Output price per 1M tokens$0.60No data
Context window1,000,00065,536
Image inputYesNo
DeveloperMiniMaxNVIDIA

Frequently asked questions

Which scores higher on the Geospatial Agent Index, MiniMax M3.1 Flash (max), Terminus-2 or Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 53 to 4.
Which is cheaper per task, MiniMax M3.1 Flash (max), Terminus-2 or Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2?
Not known yet: Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2 has no cost data.
Which writes fewer output tokens per task, MiniMax M3.1 Flash (max), Terminus-2 or Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2?
Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2, 14k to 19k.
Which has the larger context window, MiniMax M3.1 Flash (max), Terminus-2 or Nemotron 3.5 Bolt E4B (Reasoning), Terminus-2?
MiniMax M3.1 Flash (max), Terminus-2, 1,000,000 tokens to 65,536 tokens.