Complete RAG Pipeline
Everything you need to build production-grade AI applications, from ingestion to retrieval.
Ingestion Engine
Connect to your data wherever it lives. Real-time sync and automatic updates.
Audio Upload
MP3, WAV, M4A support
File Upload
PDF, DOCX, TXT, CSV
Google Drive
Docs, Sheets, Slides
Image Upload
OCR & Vision analysis
S3 Source
Direct bucket ingestion
Video Upload
MP4, MOV, AVI
Web Scrape
Crawl any website
Processing Pipeline
Transform raw data into structured, queryable intelligence.
OCR Engine
Extract text from images/PDFs
PII Redaction
Auto-remove sensitive data
Semantic Chunking
Context-aware splitting
Audio Transcription
Speaker diarization
Video Analysis
Scene detection & OCR
Retrieval & Search
Enterprise-grade search capabilities across any destination.
Dynamic Destinations
Pinecone, Qdrant, Milvus, MongoDB, pgvector, Elastic
MCP Server Integration
Dedicated URLs for isolated KBs
Specialized Agents
Hyper-focused department-level bots
Parallel Neural Search
Sub-100ms multi-KB querying
Hybrid Retrieval
Keyword + Semantic fusion
Built for Complexity
Simple RAG is easy. Enterprise RAG requires handling messy data, weird formats, and massive scale. We've solved it all.
Enterprise-Scale Neural Retrieval
Dynamic Destination & Unified Search
Break free from vendor lock-in. IngestIQ allows you to route data to any combination of vector databases while maintaining a single, unified search interface. Query across your entire organization's knowledge base in parallel, regardless of the underlying storage architecture.
- Multi-Destination Routing: Sync data to Pinecone, Qdrant, Milvus, and more simultaneously.
- Parallel Neural Search: Query multiple knowledge bases in parallel with sub-100ms latency.
- Schema Agnostic: Automatically handles different metadata schemas across different providers.
- Vendor Agnostic: Switch providers or add new ones without changing your application code.
- Organization-Level Intelligence: Search across departments, projects, and legacy silos in one go.
Targeted Accuracy for Every Department
Specialized Agents with MCP Servers
Isolate your data into department-specific knowledge bases like HR, Finance, or Legal. Expose each knowledge base via a dedicated MCP server URL to build hyper-focused agents or combine multiple servers for a unified, high-precision chatbot experience.
- Dedicated MCP URLs: Unique endpoints for HR, Policies, Financials, and more.
- Multi-Server Orchestration: Connect one or many MCP servers to a single chatbot.
- Departmental Data Isolation: Ensure agents only access the data they are authorized for.
- High-Precision Retrieval: Targeted querying leads to more accurate and relevant answers.
- Agentic Infrastructure: Build specialized bots for every team in your organization.