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We build the core logic your AI project needs. From custom agents to workflow automation, we help businesses leverage AI to scale faster.

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RAG Pipelines

Knowledge Bases for Accurate AI

We build retrieval-augmented generation pipelines that ground AI responses in your data. Get accurate, cited answers from your documents, databases, and knowledge bases.

Start Your Project

RAG Pipelines

Retrieval-Augmented Generation

What We Build

Knowledge Bases

Turn your documents into searchable AI knowledge.

Semantic Search

Find information by meaning, not just keywords.

Document Q&A

Get accurate answers from your documents.

Context-Aware AI

LLMs grounded in your proprietary data.

Our Technology Stack

State-of-the-art tools for building production RAG systems

Vector Databases

  • Pinecone

    Managed vector database for production

  • Weaviate

    Open-source vector search engine

  • Qdrant

    High-performance vector similarity search

  • Chroma

    Lightweight embedding database

  • pgvector

    Vector search in PostgreSQL

Embedding Models

  • OpenAI Embeddings

    text-embedding-3-small/large

  • Cohere Embed

    Multilingual embedding models

  • Voyage AI

    Domain-specific embeddings

  • BGE/E5

    Open-source embedding models

RAG Frameworks

  • LangChain

    Comprehensive RAG tooling

  • LlamaIndex

    Data framework for LLM apps

  • Haystack

    End-to-end NLP framework

  • Unstructured

    Document parsing and chunking

Our Approach

Smart Chunking

Intelligent document splitting for optimal retrieval.

Fast Retrieval

Sub-second search across millions of documents.

Data Privacy

Your data stays secure with enterprise-grade protection.

Hybrid Search

Combine semantic and keyword search for best results.

Best Practices We Follow

Industry standards for building accurate RAG systems.

Optimal chunk size and overlap tuning
Metadata extraction and filtering
Re-ranking for improved relevance
Contextual compression
Query transformation and expansion
Citation and source tracking
Hallucination prevention
Incremental indexing
Multi-modal document support
Performance monitoring and analytics

Tech stack

The tools, languages and frameworks we reach for to ship RAG pipelines.

PythonLangChainLlamaIndexpgvectorPineconeTypeScriptFastAPIPostgreSQL

Models we use

Model-agnostic by design β€” we route each workload to the right model for quality, latency and cost.

Anthropic Claude & OpenAI GPT for grounded generation

Embedding models (OpenAI, Cohere, open-weight)

Rerankers for retrieval precision

Infrastructure

Where it runs, how it scales, and how we keep it observable.

  • Vector databases & embedding pipelines
  • Document ingestion, chunking & sync jobs
  • Retrieval-quality evaluation harness
  • AWS + GPU for self-hosted embeddings

Ready to Build Your Knowledge Base?

Let's create AI that knows your business inside and out.

Get Started