Your Offshore RAG Development for Accurate, Secure AI
Strengthen your AI delivery capabilities with offshore RAG expertise that connects documents, databases, business applications, and knowledge sources to deliver accurate, grounded AI responses.
White-Label
Friendly
Trusted partner for tech agencies.
Dedicated
Offshore Teams
Scale engineering on demand.
Microsoft AI
Expertise
Azure, OpenAI & Power Platform.
Enterprise-Ready
Delivery
Secure, production-grade solutions.
Trusted by Partners & Clients
GO ERP
Nuvento
Snapon
Jonians
Export Control Group
SP Marketplace
Bosch
Emscale
Link Innovation
Intellectt
GO ERP
Nuvento
Snapon
Jonians
Export Control Group
SP Marketplace
Bosch
Emscale
Link Innovation
IntellecttEnterprise RAG Solutions & Real-World Business Impact
Explore how our RAG solutions turn enterprise knowledge into accurate, context-aware AI experiences that improve efficiency and deliver measurable business value.

HR Assistant Copilot Agent
Client Overview
HR teams struggled with manual employee onboarding, leave management, and internal support, causing inefficiencies and poor employee experience.

AI Performance Intelligence Report
Product Overview
Businesses struggled to quickly identify conversion blockers, UX issues, SEO gaps, and performance opportunities on their websites.

AI-Powered Healthcare Operations Platform
Client Overview
The healthcare provider faced high administrative effort, inefficient patient scheduling, and complex hospital operations.

AI-Powered Manufacturing Operations Platform
Client Overview
Manufacturing teams relied on manual production planning, reactive maintenance and disconnected factory systems, leading to downtime and operational inefficiencies.

AI Competitive Gap Report That Helps Businesses Outperform Their Competitors
Product Overview
Competitive research required extensive manual effort and businesses lacked continuous visibility into changing competitor strategies.

AI-Powered Shipment Delay Prediction Platform
Client Overview
Organizations struggled with delayed deliveries, limited shipment visibility and reactive logistics planning.
Enterprise RAG Development Capabilities
Build secure, scalable RAG solutions with advanced retrieval, vector search, intelligent data pipelines, LLM integration, and enterprise-grade architecture designed for accurate, context-aware AI.
Enterprise Data Ingestion
Connect enterprise knowledge from SharePoint, PDFs, databases, APIs, cloud storage, CRM, and internal systems.
Document Processing & Chunking
Transform enterprise documents into optimized, searchable knowledge for reliable RAG retrieval.
Embeddings & Vector Search
Enable fast semantic search across large enterprise knowledge bases using embeddings and vector databases.
Intelligent Retrieval & Reranking
Improve RAG accuracy with hybrid search, semantic retrieval, filtering, reranking, and context optimization.
LLM Integration & Grounded Generation
Connect enterprise knowledge with leading LLMs to generate accurate, context-aware, and grounded AI responses.
RAG Security, Governance & Monitoring
Protect enterprise knowledge and continuously monitor retrieval quality, AI accuracy, security, and system performance.

Enterprise Data Ingestion
Build secure data ingestion pipelines that connect fragmented enterprise knowledge and prepare it for accurate, scalable Retrieval-Augmented Generation (RAG).
Multi-Source Connectivity
Connect SharePoint, databases, APIs, cloud storage, CRM, PDFs, and enterprise applications.
Structured & Unstructured Data
Process documents, records, web content, tables, and other enterprise knowledge formats.
Automated Data Pipelines
Build scalable ingestion workflows that continuously synchronize and prepare enterprise knowledge.
Delivering Proven AI Solutions With Measurable Impact
Explore how our enterprise-grade AI applications drive real-world efficiency, scale, and tangible ROI for our clients.
Semantic Search Portal
Business Challenge
Staff struggled to find specific information within thousands of PDFs, contracts, and wiki pages using keyword search.
Our Solution
Built a RAG system indexing internal content into Azure AI Search using vector embeddings.
Outcome
Accurate Q&A retrieval with citation backing, cutting research time substantially.
Legal Document Q&A
Business Challenge
Reviewing agreements to locate compliance clauses and expiration dates required extensive legal review.
Our Solution
Designed an enterprise RAG query interface optimized for reading PDF contracts and comparing provisions.
Outcome
Enabled instant discovery of liability details and accelerated legal review cycles.
Engineering Knowledge Base
Business Challenge
Field engineers struggled to troubleshoot complex machinery errors using heavy manuals on-site.
Our Solution
Deployed a mobile-friendly RAG chatbot serving equipment spec sheets and history data.
Outcome
92% first-time repair rate for field technicians operating under strict SLAs.
Enterprise RAG Solutions for Every Industry
Transform industry knowledge into accurate, secure, and context-aware AI experiences with enterprise RAG solutions built around your data, workflows, and business requirements.

Healthcare
Enable secure clinical knowledge search, medical document retrieval, policy access, and grounded AI assistance across healthcare information.

Financial Services
Retrieve insights across financial reports, policies, compliance documents, research, and enterprise knowledge with secure RAG.

Manufacturing
Connect manuals, engineering documents, maintenance records, SOPs, and operational knowledge through intelligent enterprise search.

Retail & E-Commerce
Power product knowledge, customer support, employee assistance, and intelligent search across large retail content ecosystems.

Logistics & Supply Chain
Retrieve operational knowledge across shipping documents, procedures, inventory systems, vendor data, and supply chain records.
Modern AI Technology Stack for Enterprise RAG Development
We build production-ready RAG solutions using leading LLMs, embedding models, vector databases, retrieval frameworks, Microsoft AI, and cloud technologies for secure, accurate, and scalable enterprise deployment.
From RAG Strategy to Production -Ready Enterprise AI
Our RAG developers design, build, integrate, test, and deploy secure enterprise RAG solutions through a structured development process focused on retrieval accuracy, data security, scalability, and production performance.
RAG Strategy & Architecture
We assess your enterprise knowledge sources, AI use cases, security requirements, and existing infrastructure to design a scalable Retrieval-Augmented Generation architecture.
Knowledge Integration & RAG Pipeline
Our RAG developers connect enterprise data sources and build secure ingestion, chunking, embedding, indexing, and vector search pipelines for intelligent knowledge retrieval.
RAG Development & LLM Integration
We develop context-aware RAG applications by combining intelligent retrieval with enterprise LLM integration, prompt engineering, grounding, and response generation.
Testing, Deployment & Optimization
We evaluate retrieval accuracy, response quality, security, latency, and scalability before deploying production-ready Enterprise RAG solutions with continuous monitoring and optimization.

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 development combines large language models with your organization's trusted knowledge sources to generate accurate, context-aware responses. Instead of relying only on an AI model's pre-trained knowledge, a RAG system retrieves relevant information from enterprise documents, databases, applications, and other approved sources before generating an answer.
Question Answer:
RAG retrieves relevant business information before an AI response is generated, helping ground answers in trusted enterprise knowledge. This reduces reliance on the model's general knowledge, improves contextual accuracy, and enables responses to include supporting sources or citations when required.
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 5C/1283, SECTOR-10, CDA · Cuttack, Odisha 753014 · India
San Francisco
San Francisco, CA 94108 · United States
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