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GLM 4.6V vs Nemotron 3 Ultra

Detailed technical comparison between GLM 4.6V (Zhipu AI) 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

GLM 4.6V: 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

GLM 4.6V

$0.30 / MTok
Zhipu AIactive

GLM 4.6V

GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents, and mixed media. It supports up to 128K tokens, processes complex page layouts...

View GLM 4.6V 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
SpecificationGLM 4.6VNemotron 3 Ultra
ProviderZhipu AINvidia
Context Window131,072 tokens512,288 tokens🏆
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2025-12-082026-06-04

API Pricing Comparison

Input Price per Million Tokens

GLM 4.6V

$0.30

Nemotron 3 Ultra

$0.50

Output Price per Million Tokens

GLM 4.6V

$0.90

Nemotron 3 Ultra

$2.20

💡 Cost Ratio: GLM 4.6V is 1.7x 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
79.6%vs87.8%+8.2% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆
HumanEvalPython coding & logic synthesis
77.8%vs87.0%+9.2% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆
MATHComplex mathematical problem solving
55.0%vs68.2%+13.2% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆
GPQAGraduate-level expert reasoning
40.4%vs49.6%+9.2% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆
HellaSwagCommonsense reasoning and inference
82.6%vs85.4%+2.8% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆
MT-BenchMulti-turn conversation flow quality
8.5%vs9.1%+0.6% Nemotron 3 Ultra
GLM 4.6V
Nemotron 3 Ultra 🏆

GLM 4.6V Quirks & Gotchas

No developer gotchas reported.

Nemotron 3 Ultra Quirks & Gotchas

No developer gotchas reported.

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