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MAI-Thinking-1vsNVIDIA Nemotron 3 Super 120B-A12B

MAI-Thinking-1 leads 3 of 3 shared benchmarks. NVIDIA Nemotron 3 Super 120B-A12B has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
3 – 0
MAI-Thinking-1 leads
Cheaper per token
list price, input + output
Larger context
NVIDIA Nemotron 3 Super 120B-A12B
1M tokens
Provider uptime (30d)
— · 100%
Microsoft · NVIDIA
MAI-Thinking-1
Microsoft · released 2026-08-12
text
Context
256K
Max out
64K
Input /1M
Output /1M
Cached /1M
Scores
15 · 7 core
NVIDIA Nemotron 3 Super 120B-A12B
NVIDIA · released 2026-03-11
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 8 core
Quality

Benchmark matrix

BenchmarkMAI-Thinking-1NVIDIA Nemotron 3 Super 120B-A12BΔEdge
Reported by both · 3
SWE-bench Verified73.5% 60.47% +13 ptMAI-Thinking-1
MMLU-Pro85% 83.73% +1.3 ptMAI-Thinking-1
AIME 202597% 90.21% +6.8 ptMAI-Thinking-1
Only MAI-Thinking-1 reports · 12
GPQA Diamond84.2% not reported
AIME 202694.5% not reported
AdvancedIF85% not reported
BFCL v372% not reported
GraphWalks (<=128K)90% not reported
HMMT February 202684.9% not reported
IFBench69% not reported
LiveCodeBench v687.7% not reported
MultiChallenge53% not reported
SimpleQA Verified31% not reported
SWE-bench Pro52.8% not reported
Terminal-Bench 2.046% not reported
Only NVIDIA Nemotron 3 Super 120B-A12B reports · 7
Humanity's Last Exam (no tools)not reported18.26%
LMArena Elonot reported1377.9
GPQA (no tools)not reported79.23%
GPQA (with tools)not reported82.7%
Humanity's Last Exam (with tools)not reported22.82%
LiveCodeBenchnot reported81.19%
Terminal-Bench Core 2.0not reported31%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is MAI-Thinking-1 minus NVIDIA Nemotron 3 Super 120B-A12B in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecMAI-Thinking-1NVIDIA Nemotron 3 Super 120B-A12BEdge
Context window256K tokens1M tokensNVIDIA Nemotron 3 Super 120B-A12B
Max output64K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2026-08-122026-03-11
Cited benchmark scores1510
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run MAI-Thinking-1 and NVIDIA Nemotron 3 Super 120B-A12B on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.