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GPT-5.2 Pro vs Nemotron 3 Ultra

Detailed technical comparison between GPT-5.2 Pro (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-5.2 Pro: 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-5.2 Pro

GPT-5.2 Pro is OpenAI’s most advanced model, offering major improvements in agentic coding and long context performance over GPT-5 Pro. It is optimized for complex tasks that require step-by-step reasoning,...

View GPT-5.2 Pro Full Specs β†’
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 β†’

Technical Specifications

πŸ† = Superior Spec
SpecificationGPT-5.2 ProNemotron 3 Ultra
ProviderOpenAINvidia
Context Window400,000 tokens512,288 tokensπŸ†
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-12-102026-06-04

API Pricing Comparison

Input Price per Million Tokens

GPT-5.2 Pro

$21.00

Nemotron 3 Ultra

$0.50

Output Price per Million Tokens

GPT-5.2 Pro

$168.00

Nemotron 3 Ultra

$2.20

πŸ’‘ Cost Ratio: Nemotron 3 Ultra is 42.0x cheaper per input token than GPT-5.2 Pro.

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.

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
91.6%vs87.8%+3.8% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra
HumanEvalPython coding & logic synthesis
92.8%vs87.0%+5.8% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra
MATHComplex mathematical problem solving
80.0%vs68.2%+11.8% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra
GPQAGraduate-level expert reasoning
58.4%vs49.6%+8.8% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra
HellaSwagCommonsense reasoning and inference
90.6%vs85.4%+5.2% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra
MT-BenchMulti-turn conversation flow quality
9.3%vs9.1%+0.2% GPT-5.2 Pro
GPT-5.2 Pro πŸ†
Nemotron 3 Ultra

GPT-5.2 Pro Quirks & Gotchas

No developer gotchas reported.

Nemotron 3 Ultra Quirks & Gotchas

No developer gotchas reported.

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