AI Service Module Infrastructure

Data & RAG Ingestion

Index websites, documents, product catalogs, and APIs into a private vector store. Secure knowledge retrieval with semantic search.

RAG Pipeline Vector Database Semantic Search Document Parsing API Indexing Knowledge Base
RAG Pipeline
Active
Data Sources
PDFs, URLs, APIs, Databases
📄 🌐 🔗
Chunk & Embed
Smart chunking + OpenAI embeddings
1536-dim
Vector Store
Pinecone / Qdrant / Weaviate
12.4K vectors
Semantic Search
Context-aware retrieval
~50ms
99.9%
Retrieval accuracy
50+
File formats
50+
Supported File Formats
<100ms
Average Query Time
10M+
Vectors Per Index
SOC 2
Security Compliant
Data Sources

Ingest From Anywhere

Connect any data source. Our pipeline handles extraction, cleaning, and indexing automatically.

Documents

PDF, DOCX, PPTX, XLSX, TXT, Markdown, and more. OCR for scanned documents.

PDF DOCX OCR

Websites

Crawl entire websites or specific pages. Respects robots.txt, handles JavaScript.

Crawler Sitemap

APIs & Databases

REST APIs, GraphQL, PostgreSQL, MySQL, MongoDB. Real-time sync available.

REST SQL

Cloud Storage

Google Drive, Dropbox, OneDrive, S3, Azure Blob. Auto-sync on file changes.

S3 GDrive

Knowledge Bases

Notion, Confluence, Zendesk, Intercom, Help Scout. Keep docs in sync.

Notion Confluence

CRM & Sales

Salesforce, HubSpot, Pipedrive. Index contacts, deals, and communications.

Salesforce HubSpot

E-commerce

Shopify, WooCommerce, Magento. Products, categories, descriptions, specs.

Shopify WooCommerce

Custom Connectors

Build custom connectors with our SDK. Webhooks for real-time updates.

SDK Webhooks
RAG Capabilities

Enterprise-Grade RAG Pipeline

Production-ready retrieval augmented generation with advanced chunking, hybrid search, and re-ranking

Smart Chunking

Context-aware chunking that respects document structure. Headers, paragraphs, tables, and code blocks are preserved.

Semantic Structure-aware

Hybrid Search

Combines vector similarity with keyword matching (BM25). Best of both worlds for accurate retrieval.

Vector + BM25 Fusion

Re-ranking

Cross-encoder re-ranking to boost relevance. Cohere Rerank or custom models supported.

Cross-encoder Cohere

Metadata Filtering

Filter by source, date, category, or custom tags. Scope searches to specific documents or collections.

Tags Collections

Auto-sync

Automatic re-indexing when source documents change. Delta updates minimize processing time.

Real-time Delta sync

Source Citations

Every answer includes source references. Link back to original documents for verification.

References Verification
Security & Compliance

Enterprise Security Built-in

Your data stays private. Multi-tenant isolation, encryption at rest, and comprehensive audit logs.

AES-256 Encryption

Data encrypted at rest and in transit. Your keys, your control.

Multi-tenant Isolation

Complete data isolation between organizations. No cross-tenant leakage.

Audit Logs

Complete audit trail of all data access. SIEM integration available.

SOC 2 Type II

Certified compliance. GDPR, HIPAA, and CCPA ready.

Vector Stores

Your Choice of Vector Database

Use our managed vector store or bring your own. Full compatibility with leading vector databases.

🌲

Pinecone

Recommended

Fully managed, serverless vector database. Auto-scaling, low latency, enterprise ready.

Serverless Namespaces
Q

Qdrant

Open Source

High-performance vector search with filtering. Self-hosted or cloud options available.

Self-hosted Filtering
W

Weaviate

GraphQL

Vector database with built-in ML models. GraphQL API, hybrid search native.

GraphQL Modules
C

Chroma

Developer Friendly

AI-native embedding database. Simple API, great for prototyping and production.

Simple Python
PG

PostgreSQL pgvector

Familiar SQL

Vector similarity search in PostgreSQL. Use your existing database infrastructure.

SQL HNSW
S

Semios Managed

Zero Config

Our managed vector store. No configuration needed. Start indexing in minutes.

Managed Auto-scale
Use Cases

Power Any AI Application

From customer support to internal search, RAG pipelines enable intelligent knowledge retrieval

Customer Support Bot

Index your help center, product docs, and FAQs. AI bot answers questions with accurate, cited responses from your knowledge base.

Help Center Product Docs FAQ

Enterprise Search

Unified search across Confluence, Google Drive, Notion, and internal wikis. Find any document with natural language queries.

Confluence Google Drive Notion

E-commerce Product AI

Index product catalogs, specifications, and reviews. AI recommends products based on customer needs with deep product knowledge.

Product Catalog Specs Reviews

Legal Document Analysis

Index contracts, case law, and legal precedents. AI assists with research, clause extraction, and compliance checks.

Contracts Case Law Compliance

Ready to build your knowledge base?

Start indexing your data in minutes. No infrastructure to manage. Enterprise-grade security built-in.

Free tier: 1,000 documents • 10,000 queries/month