ENTERPRISE RAG DEVELOPMENT SERVICES

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.

Live RAG Pipeline
SharePoint
PDFs
SQL / DB
Confluence
Google Drive
Emails
CRM
APIs
Document Processing
Embeddings
Vector Database
Retrieval Engine
Models:
OpenAIClaudeGeminiLlama

Trusted by Partners & Clients

GO ERPGO ERP
NuventoNuvento
SnaponSnapon
JoniansJonians
Export Control GroupExport Control Group
SP MarketplaceSP Marketplace
BoschBosch
EmscaleEmscale
Link InnovationLink Innovation
IntellecttIntellectt
GO ERPGO ERP
NuventoNuvento
SnaponSnapon
JoniansJonians
Export Control GroupExport Control Group
SP MarketplaceSP Marketplace
BoschBosch
EmscaleEmscale
Link InnovationLink Innovation
IntellecttIntellectt
SUCCESS STORIES

Enterprise 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.

HUMAN RESOURCES
HR Assistant Copilot Agent

HR Assistant Copilot Agent

Client Overview

Name
UK Based Client
Industry
Human Resources
Country
United Kingdom
Business Type
Enterprise HR Services Provider

HR teams struggled with manual employee onboarding, leave management, and internal support, causing inefficiencies and poor employee experience.

AI & ANALYTICS
AI Performance Intelligence Report

AI Performance Intelligence Report

Product Overview

Developed By
Softree Technology
Industry
AI & Analytics
Country
India
Business Type
AI-Powered Website Intelligence

Businesses struggled to quickly identify conversion blockers, UX issues, SEO gaps, and performance opportunities on their websites.

HEALTHCARE
AI-Powered Healthcare Operations Platform

AI-Powered Healthcare Operations Platform

Client Overview

Name
North America Client
Industry
Healthcare
Country
United States
Business Type
Multi-Specialty Healthcare Provider

The healthcare provider faced high administrative effort, inefficient patient scheduling, and complex hospital operations.

MANUFACTURING
AI-Powered Manufacturing Operations Platform

AI-Powered Manufacturing Operations Platform

Client Overview

Name
UAE Based Client
Industry
Manufacturing
Country
United Arab Emirates
Business Type
Industrial Manufacturing Company

Manufacturing teams relied on manual production planning, reactive maintenance and disconnected factory systems, leading to downtime and operational inefficiencies.

CROSS INDUSTRY
AI Competitive Gap Report That Helps Businesses Outperform Their Competitors

AI Competitive Gap Report That Helps Businesses Outperform Their Competitors

Product Overview

Developed By
Softree Technology
Industry
AI & Analytics
Country
India
Business Type
AI Competitive Intelligence

Competitive research required extensive manual effort and businesses lacked continuous visibility into changing competitor strategies.

LOGISTICS & SUPPLY CHAIN
AI-Powered Shipment Delay Prediction Platform

AI-Powered Shipment Delay Prediction Platform

Client Overview

Name
European Logistics Provider
Industry
Logistics & Supply Chain
Country
Netherlands
Business Type
Global Logistics Provider

Organizations struggled with delayed deliveries, limited shipment visibility and reactive logistics planning.

CORE CAPABILITIES

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
01

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.

Unlimited
Sources
Real-time
Data Sync
99.9%
Accuracy
Enterprise
Scalability
PROVEN RESULTS

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.

KNOWLEDGE MANAGEMENT

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.

90%
Search Time Cut
CONTRACT ANALYSIS

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.

80%
Faster Reviews
TECHNICAL SUPPORT

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.

92%
First-time Repair
INDUSTRIES WE SERVE

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 Industry AI Solutions

Healthcare

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

Financial Services Industry AI Solutions

Financial Services

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

Manufacturing Industry AI Solutions

Manufacturing

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

Retail & E-Commerce Industry AI Solutions

Retail & E-Commerce

Power product knowledge, customer support, employee assistance, and intelligent search across large retail content ecosystems.

Logistics & Supply Chain Industry AI Solutions

Logistics & Supply Chain

Retrieve operational knowledge across shipping documents, procedures, inventory systems, vendor data, and supply chain records.

AI TECHNOLOGY STACK

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.

OpenAI GPT Models
Azure OpenAI
Claude
Gemini
Llama
Mistral AI
OUR RAG DEVELOPMENT PROCESS

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.

2

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.

3

RAG Development & LLM Integration

We develop context-aware RAG applications by combining intelligent retrieval with enterprise LLM integration, prompt engineering, grounding, and response generation.

4

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.

Enterprise AI Workflow Step 1
Why Choose Softree

Built for Long-Term Impact

01

Offshore Engineering Teams

Access experienced, pre-vetted engineering talent that integrates seamlessly with your team and workflows.

02

White-Label Delivery

Deliver solutions under your brand while Softree handles development, QA, and delivery behind the scenes.

03

Flexible & Scalable Engagements

Scale engineering capacity through dedicated teams, project delivery, or on-demand offshore resources.

04

AI, Microsoft & Modern Engineering Expertise

Build and modernize solutions across Agentic AI, Microsoft Azure, Power Platform, SharePoint, data, cloud, and modern applications.

05

Your Team, Extended

Work with Softree as an extension of your engineering organization, from discovery and design through production and ongoing support.

06

Cost-Effective Global Delivery

Leverage India-based engineering teams to increase delivery capacity while maintaining quality and continuity.

Client Feedback

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

FAQ

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.

Person wearing a white hooded jacket and virtual reality headset against a shimmering abstract background.

What we offer

Enterprise Integration
Cloud Architecture
AI & Automation
Microsoft Solutions
Offshore Engineering

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

Got a question, challenge, or idea?

Fill out the form or pick a time on our scheduler.

30-min discovery call

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