RAG-as-a-Service · Memory for AI Agents

Accurate
Memories
For Your AI

Give your AI agents persistent, searchable memory. Upload documents, ask questions, get answers with hybrid semantic search.

SECURE

Data is AES-256 encrypted, isolated and protected

RRF

Hybrid Reranking

BM25

Full-text Search

RE-RANKER

Highest retrieval accuracy by reranking search results

Why RigRAG

Built for
Production

Hybrid Search

Vector similarity + BM25 full-text search combined via Reciprocal Rank Fusion for best-in-class retrieval accuracy.

Universal Ingestion

Upload PDF, DOCX, PPTX, XLSX, Markdown, and plain text. Documents are parsed, chunked, and embedded automatically.

Memory Spaces

Organize knowledge into isolated spaces. Assign spaces to agents for scoped, relevant memory retrieval.

Neural Reranking

Fine-grained retrieval with Cohere Rerank models. Re-score candidates after hybrid search for maximum relevance precision.

Secure by Default

Row-level security, AES-256 encryption, per-user isolation, encrypted API keys. Your data stays yours.

MCP & API Native

Connect AI agents via the Model Context Protocol — no glue code needed. Also exposes a full REST API for custom integrations and any agent framework.

Pipeline

How it works

01

Create a Space

Organize your knowledge into isolated memory spaces for different agents or domains.

02

Ingest Documents

Upload files or paste text. We parse, chunk with markdown-aware splitting, and embed everything.

03

Connect Your Agent

Use the API or MCP to give your agent access to search, retrieve, and store memories.

04

Search & Recall

Hybrid search combines vector similarity and keyword matching for precise, relevant results.

Pricing

Start small.
Scale cleanly.

Credits make costs predictable: uploads are charged when you add knowledge, searches are charged when your agents retrieve it.

Free

€0.00 /mo

For prototypes and early experiments.

  • 500 credits included monthly
  • 500 indexed pages
  • 2 memory spaces
  • Basic Reranking (Cohere Rerank v3.5)
Start free

Pro

Coming Soon

€19.99 /mo

For builders shipping useful agents.

  • 10,000 credits included monthly
  • 50K indexed pages
  • Unlimited spaces
  • Improved Reranking (+ Cohere Rerank 4)
  • Persistent top-up credits
Coming Soon

Estimate your first month

Know before you upload

200

150

Uploads are a one-time charge when you add documents. Searches use credits as your agents retrieve answers.

One-time upload

200

Monthly search

150

Suggested tier

Free

Required credits

350

What counts as a page? ~500 tokens of extracted text. A typical A4 page is usually close to one page here.

What happens later? Your stored pages stay available. Re-embedding or uploading new documents uses upload credits again.

Ready to remember?

Give your AI agents the memory they deserve. Start with the free tier and scale as you grow.

Get Started Free →