Giving your AI context is the easy part. Improving it isn’t.

GuidedMind adds the iteration layer your pipeline is missing — eval, benchmarking, live query monitoring, and hybrid search you can tune without touching code.

01Data SourcesInput
PDFSupplier contract 2041.pdf48 chunksParsed
DOCXPayment terms policy.docx22 chunksParsed
CSVInvoices Q3.csv214 rowsParsed
HTMLSupport SLA pageParsing
Connected
Google DriveNotionS3
Scattered files go in: PDFs, docs, tables and web pages, or a connected Drive, Notion or S3.
02OntologyProcessing
Entity types
Organization42
Person118
Contract36
Invoice214
Topic57
Relation types
PersonDRAFTEDContract
OrgSUPPLIESOrg
InvoiceBILLED_TOOrg
ContractGOVERNED_BYPolicy
12 relation types · 1,904 edges
Entity and relation types are extracted automatically into an ontology you can edit.
03Knowledge GraphProcessing
DRAFTEDSIGNEDSUPPLIESISSUEDBILLED_TOTERMSKestrel LabsNorthwind LtdContract #2041Jane ParkInvoice 8812Net 30
Entities are linked across every document into one connected knowledge graph.
04Production ChatOutput
Which suppliers fall under the 2026 supplier policy?
Northwind Ltd supplies Kestrel Labs under Contract #2041, which is governed by the 2026 supplier policy1. Invoice 8812 confirms Net 30 terms2.
GraphRAG · 3-hop412 ms2 sources
Your agent answers in production with cited, multi-hop context.
05EvalsImprovement
Config A
71.8
Config B
94.2
+22.4
Precision
0.93
0.68
Recall
0.95
0.72
MRR
0.91
0.70
Latency
412ms
640ms
Every config is scored, so you ship the one that measurably wins.

Architecture: The RAG Pipeline

Click on any stage below to explore our advanced processing capabilities, from ingestion to generation.

Intelligent Document Processing

Our ingestion engine handles unstructured data from diverse sources including direct File Uploads, URLs, and Google Drive integrations. We go beyond simple text extraction.

Key Features

PDF, MD, TXT, CSV, XLS, DOCX Support
Tesseract OCR Engine for scanned docs
ML-based Layout Analysis (Column/Paragraph detection)
Special symbol cleaning & sanitization

Flexible Architecture

One platform, two powerful deployment modes. Choose the integration that fits your stack.

Semantic Search Engine

Retrieval Only

Use our high-performance vector API to power search bars, recommendation feeds, or existing applications. We return ranked document chunks with relevance scores.

  • Low-latency retrieval
  • Hybrid keyword + vector ranking
  • Raw metadata access
GET /api/v1/search?q=legal_precedent&top_k=5

AI Agent (Context Engine)

Retrieval + Generation

Deploy a full reasoning engine. The system retrieves context, ranks it, and uses an LLM to synthesize a natural language answer with citations.

  • Multi-turn conversation history
  • Grounded answers with citations
  • Short & Long Memory built in
POST /api/v1/agent/chat { "message": "..." }

Python SDK

Type-safe Client

Type-safe client with async support, Short & Long Memory, auto-retry. Get started in minutes with full IDE support.

pip install guidedmind-rag-sdk-python
View on GitHub

n8n Integration

Workflow Automation

Use GuidedMind RAG inside your n8n workflows. Official node available — drag-and-drop document ingestion and hybrid search for any automation.

View n8n node

Built for Business

From legal firms to e-commerce giants, our platform adapts to your industry's data.

Legal Knowledge Base

Law firms and legal departments

Index your contracts, case law and legal texts. Get precise answers with source citations. Save hours of document research.

E-commerce Chatbot

Online stores and marketplaces

Create an assistant that knows your entire product catalog. Personalized recommendations, technical Q&A, 24/7 sales support.

HR & Onboarding

Human resources departments

Centralize your internal procedures, policies, and handbooks. New employees autonomous from day one. Instant answers to common questions.

Customer Support

After-sales and helpdesk services

Technical knowledge base accessible in natural language. Reduced resolution time. Better-equipped agents with the right information.

Research & Monitoring

R&D teams and analysts

Explore thousands of research documents, patents, articles. Identify trends and connect information across different sources.

AI Agent Builder

Developers building stateful agents

Build stateful agents with built-in Short Memory (session) and Long Memory (user context). Your agent remembers what was said — and recalls it across sessions.

Desktop App

Run it on your own machine

Point the desktop client at a local model and keep every document, conversation and generated file on the machine it was created on. Each chat gets its own sandbox, and nothing leaves it.

macOS 13+ · Windows 10+ · Linux coming soon

Production-Grade Security

Your data security is our top priority. We're committed to the highest standards of compliance and protection.

End-to-End Encryption

All data encrypted in transit and at rest using industry-standard AES-256 encryption.

SOC-2 Compliance Badge

SOC 2 Compliance

🔒 SOC 2 Type II — In Progress

Expected Q2/Q3 2026

Secure Infrastructure

Hosted on enterprise cloud infrastructure with continuous monitoring and automatic failover.