Head-to-Head Model Comparison

Hy3 vs Hy3 preview

Benchmarks, API Token Pricing, Context Window & Speed Comparison

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

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Hy3Profile

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Popular Matchups:

Tencent

Hy3

Raciocínio de Pesos Abertos

O Hy3 da Tencent é um modelo de IA projetado para raciocínio em cadeia de pensamento com pesos abertos e alta eficiência, oferecendo janela de contexto de 262K, velocidade de 85 tokens/s, índice de inteligência de 81/100 e tarifa de acesso

Intelligence Index81 / 100

Input Token:

$0.00 / 1M

Output Token:

$0.00 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

N/A

Tencent

Hy3 preview

Modelo Base de Pesos Abertos

O Hy3 preview da Tencent é um modelo de IA projetado para auto-hospedagem em infraestrutura própria, fine-tuning e soberania de dados, oferecendo janela de contexto de 262K, velocidade de 88 tokens/s, índice de inteligência de 79/100 e tari

Intelligence Index79 / 100

Input Token:

$0.00 / 1M

Output Token:

$0.00 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

N/A

Principais Diferenças em Resumo

Both models cost the same under this workload — choose on capability, not price.
Hy3 preview is faster at 88 tok/s vs 85 tok/s.

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

Feature	Hy3	Hy3 preview
Intelligence Index Composite reasoning & knowledge score (0-100)	81	79
Provider	Tencent	Tencent
Input Price Cost per million input tokens	$0.00 / 1M	$0.00 / 1M
Output Price Cost per million output tokens	$0.00 / 1M	$0.00 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.00 / 1M	$0.00 / 1M
Context Window Maximum input + output tokens	262.1K tokens~393 A4 pages of text	262.1K tokens~393 A4 pages of text
Max Output Tokens Per single request	16K	8K
Throughput Speed Tokens generated per second	85 tok/s	88 tok/s
SWE-bench Verified Real-world software engineering	N/A	N/A
GPQA Diamond Graduate-level reasoning	64%	N/A

Quem vence em cada categoria?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Tied

Identical monthly runtime cost

Speed

Hy3 preview

+4% faster generation

Context

Tied

262.1K tokens window

Pontuações de Benchmarks Verificadas

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

Hy3Hy3 preview

GPQA Diamond (Doctorate-Level Science & Math)

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

64%vsN/A

MMLU-Pro (Multi-task Language Understanding)

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

79%vs76.5%

LMSYS Chatbot Arena Elo

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

1330ptsvs1310pts

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

85 tok/s vs88 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

Hy30.46s

Hy3 preview0.44s

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

Hy36.34s

Hy3 preview6.12s

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)

Hy3 Monthly API Bill

$0.00 / month

$0/1M in · $0/1M out

Hy3 preview Monthly API Bill

$0.00 / month

$0/1M in · $0/1M out

These models cost the same under this workload — no savings either way.Break-even

Hy3 · Strengths & Key Advantages

Janela de contexto de 262K com limite máximo de saída de 16K tokens (GPQA Diamond 64% · MMLU-Pro 79%)
Taxa de transferência rápida de 85 tokens/segundo com latência inicial (TTFT) de 460 ms
Pesos abertos (Confidential / 140B MoE) para auto-hospedagem local ou em nuvem privada via vLLM, SGLang ou Ollama

Considerations & Trade-offs

Requer servidores GPU com memória VRAM adequada para execução local em precisão total
Em derivações científicas extremas, modelos pesados dedicados exclusivamente ao raciocínio oferecem maior profundidade

Hy3 preview · Strengths & Key Advantages

Janela de contexto de 262K com limite máximo de saída de 8K tokens (MMLU-Pro 76.5% · Arena Elo 1310)
Taxa de transferência rápida de 88 tokens/segundo com latência inicial (TTFT) de 440 ms
Pesos abertos (Confidential / 140B MoE) para auto-hospedagem local ou em nuvem privada via vLLM, SGLang ou Ollama

Considerations & Trade-offs

Requer servidores GPU com memória VRAM adequada para execução local em precisão total
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	Hy3	Hy3 preview
Cost per Task Estimated USD to finish one task	$0.00	$0.00
Output Tokens / Task Tokens generated per task	18K	15K
Reasoning Tokens / Task Thinking tokens burned per task	5K	3K

Especificações Técnicas

Architecture, release timeline, capabilities, and modalities.

Feature	Hy3	Hy3 preview
Official API Model ID (SDK)	hy3	hy3-preview
API Protocol	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI
Release Date	2026-07	2026-04
Knowledge Cutoff	April 2026	February 2026
Architecture	Efficient Open Reasoning MoE Transformer	Preview Open Reasoning MoE Transformer
Parameters	Confidential / 140B MoE	Confidential / 140B MoE
Enterprise Rate Limits (RPM / TPM)	Unlimited (Hardware-bound on self-hosted GPU) / 10,000 RPM Cloud · Unlimited local throughput / 10M+ TPM Managed Cloud	Unlimited (Hardware-bound on self-hosted GPU) / 10,000 RPM Cloud · Unlimited local throughput / 10M+ TPM Managed Cloud
Long-Context Tier (>128K/200K)	Free across full context window (only KV-cache VRAM scales)	Free across full context window (only KV-cache VRAM scales)
Prompt Cache Policy & TTL	Automatic prefix KV-caching in vLLM / SGLang (0 cost)	Automatic prefix KV-caching in vLLM / SGLang (0 cost)
Computer Use / GUI Agent	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)	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	Full Weights SFT, LoRA, QLoRA, DPO & GRPO RL (Unsloth / Axolotl / Llama-Factory)	Full Weights SFT, LoRA, QLoRA, DPO & GRPO RL (Unsloth / Axolotl / Llama-Factory)
Multimodal Token Billing	Text BPE (~4 chars/token)	Text BPE (~4 chars/token)
Quantization & Min GPU VRAM	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 87 GB VRAM (4-bit Quantized) · 301 GB VRAM (Native BF16)	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 87 GB VRAM (4-bit Quantized) · 301 GB VRAM (Native BF16)
Safety & Frontier Classification	Open-Weights System Card + Customizable Guardrail Layer (Llama Guard / ShieldGemma)	Open-Weights System Card + Customizable Guardrail Layer (Llama Guard / ShieldGemma)
Enterprise Compliance (ZDR/HIPAA/SOC2)	100% Air-Gapped On-Premises / Private VPC · Full HIPAA, GDPR & SOC2 Control	100% Air-Gapped On-Premises / Private VPC · Full HIPAA, GDPR & SOC2 Control
Input Modalities	text	text
Output Modalities	text	text

Hy3 vs Hy3 preview: Respostas Rápidas (FAQ)

Which is more intelligent, Hy3 or Hy3 preview?

Hy3 is more intelligent. It scores 81 compared with 79 on the composite Intelligence Index.

Which model is faster?

Hy3 preview is faster, generating 88 tokens per second compared with 85 tokens per second.

Which model has lower latency?

Hy3 preview has lower latency, with a time to first token of 0.44s compared with 0.46s.

Veredito

Tanto Hy3 (Indicado para raciocínio em cadeia de pensamento com pesos abertos e alta eficiência, arquiteturas RAG corporativas e integração escalável via API.) quanto Hy3 preview (Indicado para auto-hospedagem em infraestrutura própria, fine-tuning e soberania de dados, arquiteturas RAG corporativas e integração escalável via API.) entregam excelente desempenho: Hy3 lidera em inteligência geral e programação, Hy3 preview oferece geração mais rápida e Hy3 apresenta o melhor custo-benefício em produção.

Perguntas Frequentes (FAQ)

Qual é melhor para programação e raciocínio, Hy3 ou Hy3 preview?+

Nas avaliações de inteligência e código, Hy3 leva vantagem. Confira os gráficos SWE-bench e GPQA acima para detalhes.

Qual modelo tem a API mais barata, Hy3 ou Hy3 preview?+

O Hy3 custa $0.00 / $0.00 por 1M de tokens (entrada/saída) e o Hy3 preview custa $0.00 / $0.00. No custo combinado, Hy3 é mais econômico.

Qual modelo possui maior janela de contexto e velocidade?+

O Hy3 suporta 262.1K tokens de contexto contra 262.1K tokens do Hy3 preview, enquanto Hy3 preview 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)

Hy3 vs Hy3 preview

Troque e Compare Qualquer Modelo

Hy3

Hy3 preview

Quem vence em cada categoria?

Pontuações de Benchmarks Verificadas

Latência e Tempo de Resposta

Simulador Interativo de Custo de Tokens

Hy3 · Strengths & Key Advantages

Considerations & Trade-offs

Hy3 preview · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Especificações Técnicas

Hy3 vs Hy3 preview: Respostas Rápidas (FAQ)

Veredito

Perguntas Frequentes (FAQ)

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