Head-to-Head Model Comparison

GLM-5V-Turbo vs Hunyuan Large V2

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Revisado pela equipe de pesquisa do GetInfoUsÚltima revisão: October 2026Política editorial

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GLM-5V-TurboProfile

Hunyuan Large V2Profile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Zhipu AI

GLM-5V-Turbo

IA Multimodal Nativa

O GLM-5V-Turbo da Zhipu AI é um modelo de IA projetado para compreensão multimodal nativa de texto e imagem e leitura visual de documentos, oferecendo janela de contexto de 200K, velocidade de 85 tokens/s, índice de inteligência de 85/100 e

Intelligence Index85 / 100

Input Token:

$0.90 / 1M

Output Token:

$2.70 / 1M

Context Window:

200K tokens

SWE-bench Verified:

N/A

Tencent

Hunyuan Large V2

Modelo Principal de Fronteira

O Hunyuan Large V2 da Tencent é um modelo de IA projetado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, oferecendo janela de contexto de 512K, velocidade de 80 tokens/s, índice de inteligência de 85/10

Intelligence Index85 / 100

Input Token:

$0.70 / 1M

Output Token:

$2.80 / 1M

Context Window:

512K tokens

SWE-bench Verified:

N/A

Principais Diferenças em Resumo

Hunyuan Large V2 is 1.1x cheaper for API usage (input + output tokens combined).
Hunyuan Large V2 has a larger context window (512K vs 200K tokens).
GLM-5V-Turbo is faster at 85 tok/s vs 80 tok/s.

Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →

Feature	GLM-5V-Turbo	Hunyuan Large V2
Intelligence Index Composite reasoning & knowledge score (0-100)	85	85
Provider	Zhipu AI	Tencent
Input Price Cost per million input tokens	$0.90 / 1M	$0.70 / 1M
Output Price Cost per million output tokens	$2.70 / 1M	$2.80 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.51 / 1M	$0.47 / 1M
Context Window Maximum input + output tokens	200K tokens~300 A4 pages of text	512K tokens~768 A4 pages of text
Max Output Tokens Per single request	16K	16K
Throughput Speed Tokens generated per second	85 tok/s	80 tok/s
SWE-bench Verified Real-world software engineering	N/A	N/A
GPQA Diamond Graduate-level reasoning	64%	66%
Cached Input Price Prompt caching discount per 1M tokens	$0.09 / 1M	$0.07 / 1M

Quem vence em cada categoria?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Hunyuan Large V2

1.1x cheaper monthly runtime

Speed

GLM-5V-Turbo

+6% faster generation

Context

Hunyuan Large V2

512K tokens window

Pontuações de Benchmarks Verificadas

Official evaluation metrics verified by independent third-party research labs.

GLM-5V-TurboHunyuan Large V2

GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

64%vs66%

MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

81%vs82.5%

LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1355ptsvs1365pts

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

85 tok/s vs80 tok/s

Latência e Tempo de Resposta

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better

GLM-5V-Turbo0.49s

Hunyuan Large V20.48s

Est. End-to-End Response (500 tokens)TTFT + generation time

GLM-5V-Turbo6.37s

Hunyuan Large V26.73s

Simulador Interativo de Custo de Tokens

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

Daily Input Tokens100K / day

10K500K1M

Daily Output Tokens30K / day

5K150K300K

Prompt Cache Hit Ratio50% cached

0% (Cold)50%90% (Warm)

GLM-5V-Turbo Monthly API Bill

$3.92 / month

$0.9/1M in · $2.7/1M out

Hunyuan Large V2 Monthly API Bill

$3.67 / month

$0.7/1M in · $2.8/1M out

Hunyuan Large V2 saves approximately $0.24 / month (6%) under this workload.1.1x Savings

GLM-5V-Turbo · Strengths & Key Advantages

Janela de contexto de 200K com limite máximo de saída de 16K tokens (GPQA Diamond 64% · MMLU-Pro 81%)
Taxa de transferência rápida de 85 tokens/segundo com latência inicial (TTFT) de 490 ms
Economia de API competitiva ($0.9/$2.7 por 1M de tokens) com suporte a cache de prompts e saídas JSON estruturadas

Considerations & Trade-offs

Modelo proprietário em nuvem; não permite download dos pesos para execução local offline
Em derivações científicas extremas, modelos pesados dedicados exclusivamente ao raciocínio oferecem maior profundidade

Hunyuan Large V2 · Strengths & Key Advantages

Janela de contexto de 512K com limite máximo de saída de 16K tokens (GPQA Diamond 66% · MMLU-Pro 82.5%)
Taxa de transferência rápida de 80 tokens/segundo com latência inicial (TTFT) de 480 ms
Economia de API competitiva ($0.7/$2.8 por 1M de tokens) com suporte a cache de prompts e saídas JSON estruturadas

Considerations & Trade-offs

Modelo proprietário em nuvem; não permite download dos pesos para execução local offline
Em derivações científicas extremas, modelos pesados dedicados exclusivamente ao raciocínio oferecem maior profundidade

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

Metric	GLM-5V-Turbo	Hunyuan Large V2
Cost per Task Estimated USD to finish one task	$0.22	$0.22
Output Tokens / Task Tokens generated per task	20K	22K
Reasoning Tokens / Task Thinking tokens burned per task	6K	7K

Especificações Técnicas

Architecture, release timeline, capabilities, and modalities.

Feature	GLM-5V-Turbo	Hunyuan Large V2
Official API Model ID (SDK)	glm-5v-turbo	hunyuan-large-v2
API Protocol	Zhipu AI REST API (OpenAI-Compatible)	Tencent REST API (OpenAI-Compatible)
Release Date	2026-04	2026-05
Knowledge Cutoff	February 2026	February 2026
Architecture	Frontier Commercial Vision-Language Transformer	High-Scale Sparse Mixture-of-Experts Transformer
Parameters	Confidential	500B total (30B active MoE)
Enterprise Rate Limits (RPM / TPM)	5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM	5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)	Flat rate ($0.9/1M in) across full 200K window	Flat rate ($0.7/1M in) across full 512K window
Prompt Cache Policy & TTL	Cached input at $0.09/1M tokens	Cached input at $0.07/1M tokens
Computer Use / GUI Agent	Supported (Screen coordinate grounding, browser & desktop GUI action loops)	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
MCP & Parallel Tool Calling	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & Sandbox	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning Support	API Prompt Engineering & RAG Distillation	API Prompt Engineering & RAG Distillation
Multimodal Token Billing	Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)	Text BPE (~4 chars/token)
Quantization & Min GPU VRAM	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier Classification	Zhipu AI Production Safety & Alignment Verified	Tencent Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalities	text, vision	text
Output Modalities	text	text

GLM-5V-Turbo vs Hunyuan Large V2: Respostas Rápidas (FAQ)

Which model is faster?

GLM-5V-Turbo is faster, generating 85 tokens per second compared with 80 tokens per second.

Which model is cheaper to run?

Hunyuan Large V2 is cheaper at $0.47 per 1M tokens blended, compared with $0.51 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Hunyuan Large V2 has lower latency, with a time to first token of 0.48s compared with 0.49s.

Which model has a larger context window?

Hunyuan Large V2 has a larger context window, supporting 512K tokens compared with 200K tokens.

Veredito

Tanto GLM-5V-Turbo (Indicado para compreensão multimodal nativa de texto e imagem e leitura visual de documentos, arquiteturas RAG corporativas e integração escalável via API.) quanto Hunyuan Large V2 (Indicado para raciocínio corporativo de fronteira, programação avançada e cargas de produção, arquiteturas RAG corporativas e integração escalável via API.) entregam excelente desempenho: GLM-5V-Turbo lidera em inteligência geral e programação, GLM-5V-Turbo oferece geração mais rápida e Hunyuan Large V2 apresenta o melhor custo-benefício em produção.

Perguntas Frequentes (FAQ)

Qual é melhor para programação e raciocínio, GLM-5V-Turbo ou Hunyuan Large V2?+

Nas avaliações de inteligência e código, GLM-5V-Turbo leva vantagem. Confira os gráficos SWE-bench e GPQA acima para detalhes.

Qual modelo tem a API mais barata, GLM-5V-Turbo ou Hunyuan Large V2?+

O GLM-5V-Turbo custa $0.90 / $2.70 por 1M de tokens (entrada/saída) e o Hunyuan Large V2 custa $0.70 / $2.80. No custo combinado, Hunyuan Large V2 é mais econômico.

Qual modelo possui maior janela de contexto e velocidade?+

O GLM-5V-Turbo suporta 200K tokens de contexto contra 512K tokens do Hunyuan Large V2, enquanto GLM-5V-Turbo entrega maior velocidade de geração.

AI Terminology & Guide

Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Tokens & Pricing Context Window AI Benchmarks Reasoning Models Tool Calling Model Context Protocol (MCP)

GLM-5V-Turbo vs Hunyuan Large V2

Troque e Compare Qualquer Modelo

GLM-5V-Turbo

Hunyuan Large V2

Quem vence em cada categoria?

Pontuações de Benchmarks Verificadas

Latência e Tempo de Resposta

Simulador Interativo de Custo de Tokens

GLM-5V-Turbo · Strengths & Key Advantages

Considerations & Trade-offs

Hunyuan Large V2 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Especificações Técnicas

GLM-5V-Turbo vs Hunyuan Large V2: Respostas Rápidas (FAQ)

Veredito

Perguntas Frequentes (FAQ)

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