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Laguna M.1 vs Nemotron 3 Ultra

Detailed technical comparison between Laguna M.1 (Poolside) and Nemotron 3 Ultra (Nvidia). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Laguna M.1: 0 WinsvsNemotron 3 Ultra: 6 Wins
Context Leader

Nemotron 3 Ultra

512,288 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Laguna M.1

$0.20 / MTok
Poolsideactive

Laguna M.1

Laguna M.1 is the flagship coding agent model from [Poolside](https://poolside.ai/), optimized for complex software engineering tasks. Designed for agentic coding workflows, it supports tool calling and reasoning, with a 256K...

View Laguna M.1 Full Specs →
Nvidiaactive

Nemotron 3 Ultra

NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba mixture-of-experts architecture, it...

View Nemotron 3 Ultra Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationLaguna M.1Nemotron 3 Ultra
ProviderPoolsideNvidia
Context Window262,144 tokens512,288 tokens🏆
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityStable GA (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-04-282026-06-04

API Pricing Comparison

Input Price per Million Tokens

Laguna M.1

$0.20

Nemotron 3 Ultra

$0.50

Output Price per Million Tokens

Laguna M.1

$0.40

Nemotron 3 Ultra

$2.20

💡 Cost Ratio: Laguna M.1 is 2.5x cheaper per input token than Nemotron 3 Ultra.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

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Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
81.2%vs87.8%+6.6% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆
HumanEvalPython coding & logic synthesis
79.4%vs87.0%+7.6% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆
MATHComplex mathematical problem solving
56.6%vs68.2%+11.6% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆
GPQAGraduate-level expert reasoning
38.6%vs49.6%+11.0% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆
HellaSwagCommonsense reasoning and inference
80.8%vs85.4%+4.6% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆
MT-BenchMulti-turn conversation flow quality
8.3%vs9.1%+0.8% Nemotron 3 Ultra
Laguna M.1
Nemotron 3 Ultra 🏆

Laguna M.1 Quirks & Gotchas

No developer gotchas reported.

Nemotron 3 Ultra Quirks & Gotchas

No developer gotchas reported.

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