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GPT-5.1-Codex-Max vs Nemotron 3 Ultra

Detailed technical comparison between GPT-5.1-Codex-Max (OpenAI) 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

GPT-5.1-Codex-Max: 6 WinsvsNemotron 3 Ultra: 0 Wins
Context Leader

Nemotron 3 Ultra

512,288 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Nemotron 3 Ultra

$0.50 / MTok
OpenAIactive

GPT-5.1-Codex-Max

GPT-5.1-Codex-Max is OpenAI’s latest agentic coding model, designed for long-running, high-context software development tasks. It is based on an updated version of the 5.1 reasoning stack and trained on agentic...

View GPT-5.1-Codex-Max 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
SpecificationGPT-5.1-Codex-MaxNemotron 3 Ultra
ProviderOpenAINvidia
Context Window400,000 tokens512,288 tokens🏆
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-12-042026-06-04

API Pricing Comparison

Input Price per Million Tokens

GPT-5.1-Codex-Max

$1.25

Nemotron 3 Ultra

$0.50

Output Price per Million Tokens

GPT-5.1-Codex-Max

$10.00

Nemotron 3 Ultra

$2.20

💡 Cost Ratio: Nemotron 3 Ultra is 2.5x cheaper per input token than GPT-5.1-Codex-Max.

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
92.2%vs87.8%+4.4% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra
HumanEvalPython coding & logic synthesis
99.0%vs87.0%+12.0% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra
MATHComplex mathematical problem solving
80.6%vs68.2%+12.4% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra
GPQAGraduate-level expert reasoning
59.0%vs49.6%+9.4% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra
HellaSwagCommonsense reasoning and inference
91.2%vs85.4%+5.8% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra
MT-BenchMulti-turn conversation flow quality
9.4%vs9.1%+0.2% GPT-5.1-Codex-Max
GPT-5.1-Codex-Max 🏆
Nemotron 3 Ultra

GPT-5.1-Codex-Max Quirks & Gotchas

No developer gotchas reported.

Nemotron 3 Ultra Quirks & Gotchas

No developer gotchas reported.

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