Head-to-Head Model Comparison

DBRX Instruct vs ERNIE Speed

Benchmarks, API Token Pricing, Context Window & Speed Comparison

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

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

DBRX InstructProfile

ERNIE SpeedProfile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Databricks

DBRX Instruct

Modelo Base de Pesos Abertos

O DBRX Instruct da Databricks é um modelo de IA projetado para auto-hospedagem em infraestrutura própria, fine-tuning e soberania de dados, oferecendo janela de contexto de 33K, velocidade de 75 tokens/s, índice de inteligência de 76/100 e

Intelligence Index76 / 100

Input Token:

$0.00 / 1M

Output Token:

$0.00 / 1M

Context Window:

32.8K tokens

SWE-bench Verified:

N/A

Baidu

ERNIE Speed

Inferência Ultrarrápida

O ERNIE Speed da Baidu é um modelo de IA projetado para respostas em tempo real com latência ultrabaixa e roteamento de alto volume, oferecendo janela de contexto de 128K, velocidade de 175 tokens/s, índice de inteligência de 68/100 e tarif

Intelligence Index68 / 100

Input Token:

$0.00 / 1M

Output Token:

$0.00 / 1M

Context Window:

128K tokens

SWE-bench Verified:

N/A

Principais Diferenças em Resumo

Both models cost the same under this workload — choose on capability, not price.
ERNIE Speed has a larger context window (128K vs 33K tokens).
ERNIE Speed is faster at 175 tok/s vs 75 tok/s.

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

Feature	DBRX Instruct	ERNIE Speed
Intelligence Index Composite reasoning & knowledge score (0-100)	76	68
Provider	Databricks	Baidu
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	32.8K tokens~49 A4 pages of text	128K tokens~192 A4 pages of text
Max Output Tokens Per single request	4K	4K
Throughput Speed Tokens generated per second	75 tok/s	175 tok/s
SWE-bench Verified Real-world software engineering	N/A	N/A

Quem vence em cada categoria?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Tied

Identical monthly runtime cost

Speed

ERNIE Speed

+133% faster generation

Context

ERNIE Speed

128K tokens window

Pontuações de Benchmarks Verificadas

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

DBRX InstructERNIE Speed

MMLU-Pro (Multi-task Language Understanding)

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

74%vs64%

LMSYS Chatbot Arena Elo

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

1265ptsvs1205pts

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

75 tok/s vs175 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

DBRX Instruct0.48s

ERNIE Speed0.23s

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

DBRX Instruct7.15s

ERNIE Speed3.09s

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)

DBRX Instruct Monthly API Bill

$0.00 / month

$0/1M in · $0/1M out

ERNIE Speed 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

DBRX Instruct · Strengths & Key Advantages

Janela de contexto de 33K com limite máximo de saída de 4K tokens (MMLU-Pro 74% · Arena Elo 1265)
Taxa de transferência rápida de 75 tokens/segundo com latência inicial (TTFT) de 480 ms
Pesos abertos (132B total (36B 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

ERNIE Speed · Strengths & Key Advantages

Janela de contexto de 128K com limite máximo de saída de 4K tokens (MMLU-Pro 64% · Arena Elo 1205)
Taxa de transferência rápida de 175 tokens/segundo com latência inicial (TTFT) de 230 ms
Pesos abertos (Confidential / 8B Scale) 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	DBRX Instruct	ERNIE Speed
Cost per Task Estimated USD to finish one task	$0.00	$0.00
Output Tokens / Task Tokens generated per task	14K	8K
Reasoning Tokens / Task Thinking tokens burned per task	0K	0K

Especificações Técnicas

Architecture, release timeline, capabilities, and modalities.

Feature	DBRX Instruct	ERNIE Speed
Official API Model ID (SDK)	dbrx-instruct	ernie-speed
API Protocol	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI
Release Date	2024-03	2024-03
Knowledge Cutoff	December 2023	December 2023
Architecture	Fine-Grained Sparse Mixture-of-Experts Transformer	Distilled High-Throughput Transformer
Parameters	132B total (36B active MoE)	Confidential / 8B Scale
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) · 82 GB VRAM (4-bit Quantized) · 284 GB VRAM (Native BF16)	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 5 GB VRAM (4-bit Quantized) · 17 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

DBRX Instruct vs ERNIE Speed: Respostas Rápidas (FAQ)

Which is more intelligent, DBRX Instruct or ERNIE Speed?

DBRX Instruct is more intelligent. It scores 76 compared with 68 on the composite Intelligence Index.

Which model is faster?

ERNIE Speed is faster, generating 175 tokens per second compared with 75 tokens per second.

Which model has lower latency?

ERNIE Speed has lower latency, with a time to first token of 0.23s compared with 0.48s.

Which model has a larger context window?

ERNIE Speed has a larger context window, supporting 128K tokens compared with 32.8K tokens.

Veredito

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

Perguntas Frequentes (FAQ)

Qual é melhor para programação e raciocínio, DBRX Instruct ou ERNIE Speed?+

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

Qual modelo tem a API mais barata, DBRX Instruct ou ERNIE Speed?+

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

Qual modelo possui maior janela de contexto e velocidade?+

O DBRX Instruct suporta 32.8K tokens de contexto contra 128K tokens do ERNIE Speed, enquanto ERNIE Speed 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)

DBRX Instruct vs ERNIE Speed

Troque e Compare Qualquer Modelo

DBRX Instruct

ERNIE Speed

Quem vence em cada categoria?

Pontuações de Benchmarks Verificadas

Latência e Tempo de Resposta

Simulador Interativo de Custo de Tokens

DBRX Instruct · Strengths & Key Advantages

Considerations & Trade-offs

ERNIE Speed · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Especificações Técnicas

DBRX Instruct vs ERNIE Speed: Respostas Rápidas (FAQ)

Veredito

Perguntas Frequentes (FAQ)

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