Model comparison
Laguna M.1 vs Nemotron 3 Nano Omni 30B A3B
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Laguna M.1 unranked (Not scored); Nemotron 3 Nano Omni 30B A3B #159 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Laguna M.1 and Nemotron 3 Nano Omni 30B A3B share 0 comparable benchmark results. 1 of 8 categories are comparable. 5 results are unique to Laguna M.1; 29 to Nemotron 3 Nano Omni 30B A3B.
Updated July 27, 2026- Shared results
- 0
- Laguna M.1 only
- 5
- Nemotron 3 Nano Omni 30B A3B only
- 29
- Comparable categories
- 1 / 8
Treat this as a split decision. Laguna M.1 makes more sense if coding is the priority; Nemotron 3 Nano Omni 30B A3B is the better fit if its strengths line up with your actual workload.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Laguna M.1 and Nemotron 3 Nano Omni 30B A3B finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Laguna M.1 | Nemotron 3 Nano Omni 30B A3B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Laguna M.1Not available | Nemotron 3 Nano Omni 30B A3B$0 input / $0 output | A complete price comparison is not available. |
| Generation speedtokens per second | Laguna M.1Not available | Nemotron 3 Nano Omni 30B A3BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Laguna M.1Not available | Nemotron 3 Nano Omni 30B A3BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Laguna M.1256K | Nemotron 3 Nano Omni 30B A3B256K | Listed context windows are equal. |
Benchmark Deep Dive
Agentic5 benchmarks
CodingLaguna M.1 wins7 benchmarks
| Benchmark | Laguna M.1 | Nemotron 3 Nano Omni 30B A3B | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 74.6% | — | Not comparable |
| SWE MultilingualSource | 63.1% | — | Not comparable |
| SWE-bench ProSource | 49.2% | — | Not comparable |
| Terminal-Bench 2.0Source | 45.8% | — | Not comparable |
| SciCodeSource | — | 32% | Not comparable |
| AA-SciCodeSource | — | 27.8% | Not comparable |
| AA Coding IndexSource | — | 13.8% | Not comparable |
Reasoning2 benchmarks
Knowledge9 benchmarks
| Benchmark | Laguna M.1 | Nemotron 3 Nano Omni 30B A3B | Result |
|---|---|---|---|
| MMLU-ProSource | — | 77.3% | Not comparable |
| GPQASource | — | 72.2% | Not comparable |
| GPQA-DSource | — | 72.2% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 14.9% | Not comparable |
| AA-GPQA DiamondSource | — | 46.9% | Not comparable |
| AA-HLESource | — | 5.3% | Not comparable |
| AA-Omniscience IndexSource | — | -56.0% | Not comparable |
| AA-Omniscience AccuracySource | — | 14.8% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 83.1% | Not comparable |
Math1 benchmarks
| Benchmark | Laguna M.1 | Nemotron 3 Nano Omni 30B A3B | Result |
|---|---|---|---|
| AIME 2025Source | — | 82.1% | Not comparable |
Multimodal8 benchmarks
| Benchmark | Laguna M.1 | Nemotron 3 Nano Omni 30B A3B | Result |
|---|---|---|---|
| MMMUSource | — | 70.8% | Not comparable |
| MMLongBench-DocSource | — | 57.5% | Not comparable |
| CharXivSource | — | 76.3% | Not comparable |
| ScreenSpot ProSource | — | 57.8% | Not comparable |
| Video-MME (w/o subtitle)Source | — | 72.2% | Not comparable |
| AI2D_TESTSource | — | 88.5% | Not comparable |
| RefCOCO (avg)Source | — | 90.5% | Not comparable |
| AA-MMMU-ProSource | — | 53.2% | Not comparable |
Frequently Asked Questions (2)
Which is better, Laguna M.1 or Nemotron 3 Nano Omni 30B A3B?
Laguna M.1 and Nemotron 3 Nano Omni 30B A3B are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for coding, Laguna M.1 or Nemotron 3 Nano Omni 30B A3B?
Laguna M.1 has the edge for coding in this comparison, averaging 64.8 versus 32. Nemotron 3 Nano Omni 30B A3B stays close enough that the answer can still flip depending on your workload.
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