Head-to-Head Model Comparison

Qwen3 Coder Flash vs Qwen3-Coder 480B-A35B Instruct

Benchmarks, API Token Pricing, Context Window & Speed Comparison

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

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Qwen3 Coder FlashProfile

Qwen3-Coder 480B-A35B InstructProfile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Alibaba

Qwen3 Coder Flash

Inferência Ultrarrápida

O Qwen3 Coder Flash da Alibaba é um modelo de IA projetado para respostas em tempo real com latência ultrabaixa e roteamento de alto volume, oferecendo janela de contexto de 1M, velocidade de 130 tokens/s, índice de inteligência de 77/100 e

Intelligence Index77 / 100

Input Token:

$0.10 / 1M

Output Token:

$0.40 / 1M

Context Window:

1M tokens

SWE-bench Verified:

N/A

Alibaba

Qwen3-Coder 480B-A35B Instruct

Modelo Base de Pesos Abertos

O Qwen3-Coder 480B-A35B Instruct da Alibaba 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 52 tokens/s, índice de inteligênc

Intelligence Index86 / 100

Input Token:

$0.00 / 1M

Output Token:

$0.00 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

56.5%

Principais Diferenças em Resumo

Qwen3-Coder 480B-A35B Instruct is 1.0x cheaper for API usage (input + output tokens combined).
Qwen3 Coder Flash has a larger context window (1M vs 262K tokens).
Qwen3 Coder Flash is faster at 130 tok/s vs 52 tok/s.

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

Feature	Qwen3 Coder Flash	Qwen3-Coder 480B-A35B Instruct
Intelligence Index Composite reasoning & knowledge score (0-100)	77	86
Provider	Alibaba	Alibaba
Input Price Cost per million input tokens	$0.10 / 1M	$0.00 / 1M
Output Price Cost per million output tokens	$0.40 / 1M	$0.00 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.07 / 1M	$0.00 / 1M
Context Window Maximum input + output tokens	1M tokens~1,500 A4 pages of text	262.1K tokens~393 A4 pages of text
Max Output Tokens Per single request	8K	16K
Throughput Speed Tokens generated per second	130 tok/s	52 tok/s
SWE-bench Verified Real-world software engineering	N/A	56.5%
GPQA Diamond Graduate-level reasoning	N/A	70%
Cached Input Price Prompt caching discount per 1M tokens	$0.01 / 1M	$0.00 / 1M

Quem vence em cada categoria?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Qwen3-Coder 480B-A35B Instruct

1.0x cheaper monthly runtime

Speed

Qwen3 Coder Flash

+150% faster generation

Context

Qwen3 Coder Flash

1M tokens window

Pontuações de Benchmarks Verificadas

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

Qwen3 Coder FlashQwen3-Coder 480B-A35B Instruct

SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

N/Avs56.5%

GPQA Diamond (Doctorate-Level Science & Math)

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

N/Avs70%

MMLU-Pro (Multi-task Language Understanding)

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

74.5%vs83%

LMSYS Chatbot Arena Elo

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

1265ptsvs1355pts

LiveCodeBench (Competitive Coding)

Contamination-free competitive programming problems collected continuously over time.

61.5%vs73%

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

130 tok/s vs52 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

Qwen3 Coder Flash0.33s

Qwen3-Coder 480B-A35B Instruct0.76s

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

Qwen3 Coder Flash4.18s

Qwen3-Coder 480B-A35B Instruct10.38s

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)

Qwen3 Coder Flash Monthly API Bill

$0.53 / month

$0.1/1M in · $0.4/1M out

Qwen3-Coder 480B-A35B Instruct Monthly API Bill

$0.00 / month

$0/1M in · $0/1M out

Qwen3-Coder 480B-A35B Instruct saves approximately $0.53 / month (100%) under this workload.1.0x Savings

Qwen3 Coder Flash · Strengths & Key Advantages

Janela de contexto de 1M com limite máximo de saída de 8K tokens (MMLU-Pro 74.5% · Arena Elo 1265)
Taxa de transferência rápida de 130 tokens/segundo com latência inicial (TTFT) de 330 ms
Economia de API competitiva ($0.1/$0.4 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

Qwen3-Coder 480B-A35B Instruct · Strengths & Key Advantages

Janela de contexto de 262K com limite máximo de saída de 16K tokens (SWE-bench Verified 56.5% · GPQA Diamond 70%)
Taxa de transferência rápida de 52 tokens/segundo com latência inicial (TTFT) de 760 ms
Pesos abertos (480B total (35B 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	Qwen3 Coder Flash	Qwen3-Coder 480B-A35B Instruct
Cost per Task Estimated USD to finish one task	$0.03	$0.00
Output Tokens / Task Tokens generated per task	15K	25K
Reasoning Tokens / Task Thinking tokens burned per task	0K	9K

Especificações Técnicas

Architecture, release timeline, capabilities, and modalities.

Feature	Qwen3 Coder Flash	Qwen3-Coder 480B-A35B Instruct
Official API Model ID (SDK)	qwen3-coder-flash-instruct	qwen3-coder-480b-a35b-instruct
API Protocol	Alibaba REST API (OpenAI-Compatible)	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI
Release Date	2025-07	2025-04
Knowledge Cutoff	May 2025	March 2025
Architecture	Optimized Lightweight Hosted Code Transformer	Code-Specialized Sparse Mixture-of-Experts Transformer
Parameters	Confidential	480B total (35B active MoE)
Enterprise Rate Limits (RPM / TPM)	5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM	Unlimited (Hardware-bound on self-hosted GPU) / 10,000 RPM Cloud · Unlimited local throughput / 10M+ TPM Managed Cloud
Long-Context Tier (>128K/200K)	Flat rate ($0.1/1M in) across full 1000K window	Free across full context window (only KV-cache VRAM scales)
Prompt Cache Policy & TTL	Cached input at $0.01/1M tokens	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	API Prompt Engineering & RAG Distillation	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	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 298 GB VRAM (4-bit Quantized) · 1032 GB VRAM (Native BF16)
Safety & Frontier Classification	Alibaba Production Safety & Alignment Verified	Open-Weights System Card + Customizable Guardrail Layer (Llama Guard / ShieldGemma)
Enterprise Compliance (ZDR/HIPAA/SOC2)	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier	100% Air-Gapped On-Premises / Private VPC · Full HIPAA, GDPR & SOC2 Control
Input Modalities	text	text
Output Modalities	text	text

Qwen3 Coder Flash vs Qwen3-Coder 480B-A35B Instruct: Respostas Rápidas (FAQ)

Which is more intelligent, Qwen3 Coder Flash or Qwen3-Coder 480B-A35B Instruct?

Qwen3-Coder 480B-A35B Instruct is more intelligent. It scores 86 compared with 77 on the composite Intelligence Index.

Which model is faster?

Qwen3 Coder Flash is faster, generating 130 tokens per second compared with 52 tokens per second.

Which model is cheaper to run?

Qwen3-Coder 480B-A35B Instruct is cheaper at $0.00 per 1M tokens blended, compared with $0.07 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Qwen3 Coder Flash has lower latency, with a time to first token of 0.33s compared with 0.76s.

Which model has a larger context window?

Qwen3 Coder Flash has a larger context window, supporting 1M tokens compared with 262.1K tokens.

Veredito

Tanto Qwen3 Coder Flash (Indicado para respostas em tempo real com latência ultrabaixa e roteamento de alto volume, arquiteturas RAG corporativas e integração escalável via API.) quanto Qwen3-Coder 480B-A35B Instruct (Indicado para auto-hospedagem em infraestrutura própria, fine-tuning e soberania de dados, arquiteturas RAG corporativas e integração escalável via API.) entregam excelente desempenho: Qwen3-Coder 480B-A35B Instruct lidera em inteligência geral e programação, Qwen3 Coder Flash oferece geração mais rápida e Qwen3-Coder 480B-A35B Instruct apresenta o melhor custo-benefício em produção.

Perguntas Frequentes (FAQ)

Qual é melhor para programação e raciocínio, Qwen3 Coder Flash ou Qwen3-Coder 480B-A35B Instruct?+

Nas avaliações de inteligência e código, Qwen3-Coder 480B-A35B Instruct leva vantagem. Confira os gráficos SWE-bench e GPQA acima para detalhes.

Qual modelo tem a API mais barata, Qwen3 Coder Flash ou Qwen3-Coder 480B-A35B Instruct?+

O Qwen3 Coder Flash custa $0.10 / $0.40 por 1M de tokens (entrada/saída) e o Qwen3-Coder 480B-A35B Instruct custa $0.00 / $0.00. No custo combinado, Qwen3-Coder 480B-A35B Instruct é mais econômico.

Qual modelo possui maior janela de contexto e velocidade?+

O Qwen3 Coder Flash suporta 1M tokens de contexto contra 262.1K tokens do Qwen3-Coder 480B-A35B Instruct, enquanto Qwen3 Coder Flash 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)

Qwen3 Coder Flash vs Qwen3-Coder 480B-A35B Instruct

Troque e Compare Qualquer Modelo

Qwen3 Coder Flash

Qwen3-Coder 480B-A35B Instruct

Quem vence em cada categoria?

Pontuações de Benchmarks Verificadas

Latência e Tempo de Resposta

Simulador Interativo de Custo de Tokens

Qwen3 Coder Flash · Strengths & Key Advantages

Considerations & Trade-offs

Qwen3-Coder 480B-A35B Instruct · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Especificações Técnicas

Qwen3 Coder Flash vs Qwen3-Coder 480B-A35B Instruct: Respostas Rápidas (FAQ)

Veredito

Perguntas Frequentes (FAQ)

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