Build Smarter AI with a Secure RAG Engineering Team
Extend your AI delivery capabilities with Softree’s offshore RAG engineering team. We build secure, production-ready RAG solutions that connect enterprise documents, databases, business applications, and knowledge sources to deliver grounded, context-aware AI experiences.
Trusted by Partners & Clients
GO ERP
Nuvento
Snapon
Jonians
Export Control Group
SP Marketplace
Bosch
Emscale
Link Innovation
IntellecttGO ERPNuventoSnaponJoniansExport Control GroupSP MarketplaceBoschEmscaleLink InnovationIntellecttAn Offshore RAG Engineering Team That
Extends Your AI Delivery
Softree provides the engineering capacity to build and scale secure RAG solutions without expanding your internal AI team.
White-Label RAG Delivery
Deliver Enterprise RAG projects under your own brand while Softree works behind the scenes as your dedicated engineering partner.
Offshore RAG Engineering Capability
Add experienced AI engineers across RAG architecture, data ingestion, retrieval, LLM integration, testing, and production deployment without building a larger in-house team.
Microsoft AI Technology Expertise
Build RAG solutions using Azure OpenAI, Azure AI Search, Microsoft 365, SharePoint, and related Microsoft AI technologies.
Built for Technology Partners
Support your client engagements with flexible RAG engineering capacity while you maintain ownership of the client relationship, delivery strategy, and brand.
Enterprise RAG Development for
Technology Teams & Partners
We help technology companies, consulting firms, system integrators, digital agencies, and Microsoft partners build and scale secure RAG solutions with dedicated offshore engineering teams.
Consulting Firms
Extend your AI delivery capabilities with an experienced offshore RAG engineering team.
Turn your AI strategy and client engagements into production-ready RAG applications, knowledge assistants, and enterprise AI solutions.
System Integrators
Add specialized RAG expertise to your existing client engagements.
Extend your delivery team with engineers supporting data ingestion, retrieval, vector search, LLM integration, security, testing, and deployment.
Technology & Product Companies
Accelerate AI product development with dedicated RAG engineering capacity.
Build RAG-powered applications, knowledge systems, and intelligent product experiences connected to your proprietary data and business systems.
Digital Agencies
Add Enterprise RAG development to your client offerings without building an in-house AI team.
Work with Softree behind the scenes to deliver custom RAG applications, knowledge assistants, and AI solutions under your own brand.
Microsoft & Cloud Partners
Extend Microsoft AI and cloud solutions with specialized RAG engineering expertise.
Build RAG solutions using Azure OpenAI, Azure AI Search, Microsoft 365, SharePoint, and related cloud technologies with offshore engineering support.
Where our clients are
Trusted by businesses across 13+ countries, we deliver technology solutions that help organizations build, scale, and transform digitally.
Build Enterprise RAG Solutions for
Secure Knowledge Retrieval
Build production-ready RAG applications that connect enterprise data with intelligent retrieval and large language models with complete RAG pipeline—from data ingestion and document processing to vector search, retrieval, LLM integration, evaluation, and production deployment.
01 — RAG ARCHITECTURE
Enterprise RAG
Architecture
Design scalable RAG architectures around your business data, applications, security requirements, and AI workloads, creating a reliable foundation for enterprise knowledge retrieval and grounded AI experiences.
02 — DATA INGESTION
Enterprise Data
Ingestion
Connect and prepare information from documents, databases, business applications, and knowledge repositories so enterprise data can be continuously processed and made available to downstream RAG workflows.
03 — DOCUMENT PROCESSING
Document Processing
& Chunking
Transform enterprise documents into structured, searchable knowledge through extraction, cleaning, chunking, and metadata enrichment designed to improve retrieval quality and context relevance.
04 — EMBEDDINGS & VECTOR SEARCH
Embeddings &
Vector Search
Convert enterprise knowledge into searchable vector representations and connect it to vector databases for semantic retrieval across large and diverse business information sources.
05 — RETRIEVAL & RERANKING
Intelligent Retrieval
& Reranking
Improve the quality of retrieved context before it reaches the language model by combining query understanding, semantic search, filtering, retrieval, and reranking.
06 — LLM INTEGRATION
Grounded LLM
Responses
Connect retrieved enterprise knowledge with leading language models to generate context-aware responses grounded in the information available to your RAG application.
07 — SECURITY & PRODUCTION
Secure RAG
Deployment &
Optimization
Take RAG applications into production with security, evaluation, monitoring, performance optimization, and ongoing engineering support across the complete AI application lifecycle.
Enterprise RAG in Action: Business Success Stories
Explore how Softree helps organizations leverage AI, RAG, and AI Agents to unlock the value of their enterprise data.
AI-Powered Healthcare Operations Knowledge Assistant — Case Study
📍 Client CountryUnited States 🇺🇸
Summary
Healthcare knowledge assistant reduces document search time by up to 35% while improving access to approved operational procedures.
Problem
Operational knowledge was distributed across multiple documents and repositories. Hospital staff and care coordinators spent significant time manually searching for relevant information.
Solution
Developed an AI-powered Healthcare Operations Knowledge Assistant using RAG on Azure. Built a conversational interface using React with a Python FastAPI backend and Azure AI Search.
Reduced document search time by up to 35%, ensuring reliable access to approved healthcare documentation with source traceability.
Healthcare AI Test Automation for Patient Management Platform — Case Study
📍 Client CountryUnited States 🇺🇸
Summary
Achieve 85% test automation coverage and 60% faster releases using AI-powered test automation for a leading healthcare provider.
Problem
The organization relied entirely on manual testing across twelve critical application modules. Regression testing required nearly three weeks for every release, delaying deployments.
Solution
Designed and implemented an AI-powered end-to-end test automation framework using Playwright, AI-assisted test generation, and Azure DevOps.
Achieved 85% test automation coverage and 60% faster releases. The framework enabled automated regression testing and HIPAA compliance validation.
Intelligent Warehouse Operations Assistant — Case Study
📍 Client CountryUnited States 🇺🇸
Summary
A global logistics company used AI agents, RAG, and voice automation to streamline warehouse operations and accelerate exception resolution.
Problem
Warehouse operators spent excessive hours manually cross-checking inventory and order statuses across disconnected WMS, ERP, and SOP documents.
Solution
Voice-enabled multi-agent assistant powered by Amazon Nova 2 Sonic, LangGraph, and RAG for instant hands-free floor intelligence and exception triage.
Significantly faster warehouse issue resolution, reduced manual information searches, and drastically improved overall employee productivity.
Technology Stack for
Enterprise RAG Development
Build secure RAG applications connecting enterprise data, intelligent retrieval, and language models. We combine Microsoft AI with modern RAG components to deliver production-ready knowledge solutions.
ENTERPRISE
RAG
Built for Long-Term Impact
Offshore Engineering Teams
Access experienced, pre-vetted engineering talent that integrates seamlessly with your team and workflows.
White-Label Delivery
Deliver solutions under your brand while Softree handles development, QA, and delivery behind the scenes.
Flexible & Scalable Engagements
Scale engineering capacity through dedicated teams, project delivery, or on-demand offshore resources.
AI, Microsoft & Modern Engineering Expertise
Build and modernize solutions across Agentic AI, Microsoft Azure, Power Platform, SharePoint, data, cloud, and modern applications.
Your Team, Extended
Work with Softree as an extension of your engineering organization, from discovery and design through production and ongoing support.
Cost-Effective Global Delivery
Leverage India-based engineering teams to increase delivery capacity while maintaining quality and continuity.
Trusted by Enterprise Teams
4.9 / 5
average rating
Based on 150+ client reviews
“We had a very positive experience working with Softree Technology. The developers were responsive and delivery was on time. We appreciate the attention they gave our project and their great communication. The final product was exactly what we wanted and we look forward to working with Softree in the future.”
Natasha Adams
Wicked Point LLC
Virginia
“Overall, we are satisfied with our collaboration in the past and your last action and response to our reported issue, really makes a difference.”
Arkady Fedorovtsjev
ECG Group
Netherlands
“SOFTREE staff worked with us to learn our installation automation technology and built exactly what we needed.”
Darrell Trimble
SP Marketplace
California
Frequently Asked Questions.
Question Answer:
Enterprise RAG (Retrieval-Augmented Generation) development combines powerful large language models (LLMs) with an organization's trusted internal data and knowledge sources. Softree builds custom RAG applications that securely ingest enterprise documents, databases, business applications, and other approved sources to retrieve highly relevant information. By grounding generative AI models in your proprietary enterprise data, we deliver accurate, context-aware, and highly reliable AI responses tailored to your specific business operations and semantic search requirements.
Question Answer:
Softree provides end-to-end Enterprise RAG development services designed for scale and security. Our comprehensive offerings include custom RAG architecture design, enterprise data ingestion, intelligent document processing and semantic chunking, advanced embeddings, vector database integration, and hybrid search optimization. We handle retrieval and reranking pipelines, secure LLM integration, continuous evaluation, deployment, and ongoing performance monitoring. Whether you need to build a complete generative AI application from scratch or extend an existing AI solution, our specialized offshore RAG engineering team delivers robust, production-ready AI solutions.
Build faster with a reliable offshore engineering partner.
Partner with Softree to accelerate product delivery, modernize enterprise systems, and scale with confidence.
What we offer
Offices
Bengaluru
11th Floor, Prestige Tech Park, Platina 2 · Outer Ring Rd, Kadubeesanahalli · Bengaluru, Karnataka 560087, India
Cuttack
PLOT B6-1628, SECTOR-10, CDA · Cuttack, Odisha 753014 · India
San Francisco
San Francisco, CA 94108 · United States
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