AutomaBotHub
ServicesConsultingPricingContact
Get Started
Home/Services/RAG & Vector DB

Journey: step 1 of 3

Q3 2026 - Coming soon

Trusted Generative AI. RAG optimized for Portuguese.

Trusted generative AI for Portuguese with private data.

If you are new to automation: here you can understand what this service does, real examples, and how to start in minutes.

Join waitlistTalk to specialist

Coming soon (Q3 2026)

RAG & Vector DB

Supports up to 32k-token contexts

What is RAG?

RAG combines LLMs with your own data for more accurate and auditable answers.

Documents become embeddings and are retrieved before final response generation.

This reduces hallucinations, improves context control and boosts PT-BR quality.

Mesmo sem equipe técnica, você consegue começar com um ambiente pronto e orientação passo a passo.

How it works

Passo 1

Upload docs

Send PDFs, pages and internal knowledge base.

Passo 2

Chunking + Embeddings

Prepare semantic search index.

Passo 3

Query + Response

Vector retrieval + grounded generation.

POST /rag/query {"question":"What is the SLA?"}

Real-world use cases

Enterprise virtual assistants

Exemplo do dia a dia

Support bots powered by private data.

Semantic search in documents

Exemplo do dia a dia

Find answers without manual file scanning.

Context-aware chatbots

Exemplo do dia a dia

Reliable answers grounded in company data.

AutomaBotHub RAG vs market options

MetricAutomaBotHubOpenAI AssistantsPinecone stack
PrivacyDedicated environmentExternal SaaSArchitecture-dependent
PT-BR supportSpecializedGenericGeneric
ComplexityLowMediumHigh
StatusQ3 2026AvailableAvailable

Planned launch

Q3 2026

Coming soon

Sign up for early access updates.

Selecionar plano

Flow mockups

Ingestion pipeline

Visualização do fluxo

Upload → chunking → embeddings → index.

Query dashboard

Visualização do fluxo

Question, retrieved context and final answer.

Frequently asked questions

Which LLM model is used?

The architecture supports multiple providers based on use case.

Is my data private?

Yes, isolation and access governance are core requirements.

Can I use Portuguese documents?

Yes, PT-BR quality is a key goal.

How does pricing work?

Pricing details will be announced near launch.

Trusted Generative AI. RAG optimized for Portuguese.

Trusted generative AI for Portuguese with private data.

No complexity: pick a plan, we provision the environment, and you start with practical guidance.

Join waitlist

Services

  • n8n
  • Evolution API
  • RAG & Vector DB
  • PostgreSQL

Company

  • About Us
  • Blog
  • Affiliates
  • Contact
  • Documentation

Legal

  • Terms of Use
  • Privacy
  • SLA

Trust

24/7 support in PT/EN
LGPD compliant
Servers in Brazil
24/7 support in PT/EN

© 2026 AutomaBotHub. All rights reserved.

Made with love in Brazil