Head-to-Head Model Comparison

GLM-5V-Turbo vs Hunyuan Large V2

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial

Ganti & Bandingkan Model Apa Saja

Select any AI models from our verified benchmark database to generate live side-by-side matrices.

GLM-5V-TurboProfile

Hunyuan Large V2Profile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Zhipu AI

GLM-5V-Turbo

AI Multimodal Asli

GLM-5V-Turbo dari Zhipu AI adalah model AI yang dirancang untuk pemahaman multimodal asli (teks & visual) serta analisis dokumen kompleks, menghadirkan jendela konteks 200K, kecepatan 85 token/detik, indeks kecerdasan 85/100, serta tarif $0

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

Model Unggulan Garis Depan

Hunyuan Large V2 dari Tencent adalah model AI yang dirancang untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, menghadirkan jendela konteks 512K, kecepatan 80 token/detik, indeks kecerdasan 85/100, serta t

Intelligence Index85 / 100

Input Token:

$0.70 / 1M

Output Token:

$2.80 / 1M

Context Window:

512K tokens

SWE-bench Verified:

N/A

Perbedaan Utama Sekilas

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

Siapa Unggul di Mana?

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

Skor Benchmark Terverifikasi

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

Latensi & Waktu Respons

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

Simulator Biaya Token Interaktif

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

Jendela konteks 200K dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 64% · MMLU-Pro 81%)
Kecepatan generasi tinggi 85 token/detik dengan latensi token pertama (TTFT) hanya 490 ms
Skema harga API kompetitif (tarif $0.9/$2.7 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Hunyuan Large V2 · Strengths & Key Advantages

Jendela konteks 512K dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 66% · MMLU-Pro 82.5%)
Kecepatan generasi tinggi 80 token/detik dengan latensi token pertama (TTFT) hanya 480 ms
Skema harga API kompetitif (tarif $0.7/$2.8 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

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

Spesifikasi Teknis

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: Jawaban Cepat (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.

Kesimpulan

Baik GLM-5V-Turbo (Sangat cocok untuk pemahaman multimodal asli (teks & visual) serta analisis dokumen kompleks, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Hunyuan Large V2 (Sangat cocok untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: GLM-5V-Turbo unggul dalam penalaran dan pemrograman, GLM-5V-Turbo memberikan kecepatan generasi token lebih tinggi, dan Hunyuan Large V2 lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, GLM-5V-Turbo atau Hunyuan Large V2?+

Dalam indeks kecerdasan gabungan dan benchmark coding, GLM-5V-Turbo memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API GLM-5V-Turbo vs Hunyuan Large V2?+

GLM-5V-Turbo mengenakan biaya $0.90 / $2.70 per 1M token input/output, sedangkan Hunyuan Large V2 sebesar $0.70 / $2.80. Secara keseluruhan, Hunyuan Large V2 lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

GLM-5V-Turbo mendukung konteks 200K token dibandingkan 512K token pada Hunyuan Large V2, sementara GLM-5V-Turbo unggul dalam kecepatan output token per detik.

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

Ganti & Bandingkan Model Apa Saja

GLM-5V-Turbo

Hunyuan Large V2

Siapa Unggul di Mana?

Skor Benchmark Terverifikasi

Latensi & Waktu Respons

Simulator Biaya Token Interaktif

GLM-5V-Turbo · Strengths & Key Advantages

Considerations & Trade-offs

Hunyuan Large V2 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Spesifikasi Teknis

GLM-5V-Turbo vs Hunyuan Large V2: Jawaban Cepat (FAQ)

Kesimpulan

Pertanyaan Umum (FAQ)

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