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Best American open models under 100B

Updated November 2026

As of November 2026, the best option is Ternary Bonsai 2 27B by PrismML, with a Small LM Index of 74.6, followed by Nemotron 3.5 Bolt 74B-A9B (73.3) and Muse Glimmer 30B (72.6).

Models from labs based in the United States, ranked by the Small LM Index.

#ModelLabSmall LM IndexParamsMemory (4-bit)API / 1MLicense
1Ternary Bonsai 2 27BPrismML74.627.4B~18.2 GBself-hostApache-2.0
2Nemotron 3.5 Bolt 74B-A9BNVIDIA73.374B (9B active)~46.9 GBself-hostOpenMDW-1.1
3Muse Glimmer 30BMeta72.629.6B~19.2 GB$0.53Apache-2.0
4Gemma 4 31BGoogle70.130.7B~21.9 GB$0.16Apache-2.0
5Gemma 4 26B-A4BGoogle67.525.2B (3.8B active)~16.8 GB$0.068Apache-2.0
6Granite 4.2 30BIBM (Granite)67.030B~21.4 GBself-hostApache-2.0
7gpt-oss-20bOpenAI64.020.9B (3.6B active)~13.8 GB$0.020Apache-2.0
8Nemotron 3.5 LightningNVIDIA63.631.6B (3.6B active)~22.4 GB$0.049OpenMDW-1.1
9Granite 4.2 8BIBM (Granite)63.58B~6.9 GB$0.082Apache-2.0
10Nemotron 3 Nano 30B-A3BNVIDIA62.631.6B (3.5B active)~20.3 GB$0.10NVIDIA Open Model
11LFM2.5 24B-A2BLiquid AI61.424B (2B active)~15.7 GB$0.21LFM Open License
12Apriel 1.6 15B ThinkerServiceNow (Apriel)60.914.9B~11.4 GBself-hostMIT
13LFM3 1.7BLiquid AI60.01.7B~1.7 GBself-hostLFM Open License
14Nemotron Labs Dory 1.0 4BNVIDIA60.04B~3.4 GBself-hostOpenMDW-1.1
15OLMo 3.1 32B ThinkAi2 (OLMo)57.032.2B~22 GBself-hostApache-2.0

Memory covers the weights only; long contexts need more. Scores are mostly lab-reported, so gaps of 1–2 points are noise. See the methodology, or filter the full leaderboard yourself.

Head to head

Questions

What is the best open-weight model from a US lab?

As of November 2026, the best option is Ternary Bonsai 2 27B by PrismML, with a Small LM Index of 74.6, followed by Nemotron 3.5 Bolt 74B-A9B (73.3) and Muse Glimmer 30B (72.6).

How is this list ranked?

Models from labs based in the United States, ranked by the Small LM Index.

Which of the top five needs the least memory?

Gemma 4 26B-A4B, at about 16.8 GB with 4-bit quantization.

Which is the cheapest to use through an API?

gpt-oss-20b, at $0.020 per million tokens from the cheapest provider on OpenRouter.

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