LangGraph Development Servicesfrom an OffshoreAI Engineering Team
Build scalable, production-ready AI agents and stateful workflows with Softree Technology’s offshore LangGraph development team. We develop multi-agent systems, autonomous workflows, LLM applications, and intelligent AI solutions using LangGraph.
Trusted by Partners & Clients
GO ERP
Nuvento
Snapon
Jonians
Export Control Group
SP Marketplace
Bosch
Emscale
Link Innovation
IntellecttGO ERPNuventoSnaponJoniansExport Control GroupSP MarketplaceBoschEmscaleLink InnovationIntellecttLangGraph Development Services for AI Teams & Technology Partners
We help businesses, technology companies, agencies, consultancies, and system integrators design, build, and scale LangGraph solutions—from stateful agent workflows and multi-agent orchestration to enterprise integrations—using our dedicated teams.
Consulting Firms
Extend your AI delivery capabilities with an experienced offshore LangGraph development team.
Add LangGraph expertise to your consulting engagements with support for stateful AI agents, multi-agent workflows, RAG, tool calling, and production deployment.
System Integrators
Add LangGraph engineering expertise to your existing AI and automation projects.
Strengthen your delivery teams with LangGraph specialists supporting agent orchestration, human-in-the-loop workflows, enterprise integrations, evaluation, and production engineering.
Technology & Product Companies
Accelerate AI product development with dedicated LangGraph engineering capacity.
Build stateful AI agents, multi-agent systems, intelligent workflows, and tool-enabled applications with an engineering team aligned to your product roadmap.
Microsoft & AI Technology Partners
Extend your AI solutions with specialized LangGraph development expertise.
Integrate LangGraph agent workflows with enterprise data, APIs, databases, RAG systems, and AI platforms to deliver scalable production AI solutions.
Enterprises
Build, modernize, and scale enterprise AI agents with LangGraph.
From LangGraph architecture and stateful agent workflows to multi-agent orchestration, tool integrations, evaluation, and production optimization, Softree provides the engineering capacity to move from requirements to production.
Where our clients are
Trusted by businesses across 13+ countries, we deliver technology solutions that help organizations build, scale, and transform digitally.
Who Do We Serve?
We help businesses, technology teams, and service providers build and scale production-ready AI agents and workflows with offshore LangGraph engineering expertise.
CTOs & Technology Leaders
Need an engineering team to build reliable, production-ready AI agent workflows?
What you may be asking
Key Concerns- Can you build stateful AI agents that work with our existing systems?
- Can you manage multi-step workflows, tools, and human approvals?
- Can the architecture scale as our AI requirements grow?
How we help
Our Approach- Design and build LangGraph-based agent and workflow architectures.
- Integrate tools, APIs, RAG, databases, and enterprise systems.
- Add state management, checkpoints, evaluation, and production monitoring.
The Outcome
Delivered ValueA scalable LangGraph architecture that supports reliable AI agents, controlled workflows, and evolving business requirements.
LangGraph Solutions Built for Production-Ready Agentic AI
Build production-ready LangGraph solutions that orchestrate AI agents, manage stateful workflows, coordinate multiple agents, integrate tools and APIs, and enable reliable autonomous AI applications.
Explore how LangGraph development, multi-agent systems, stateful workflows, and AI agent orchestration help businesses build reliable autonomous AI applications and intelligent enterprise workflows.
Delivering Proven LangGraph Development With Measurable Impact
Explore how Softree LangGraph development services drive grounded answers, reliable agent workflows, and tangible ROI for enterprise clients.
LangGraph Knowledge Agent Team
Business Challenge
Employees could not find trusted answers across scattered policy and knowledge repositories.
Our Solution
Built a permission-aware LangGraph agent graph with hybrid retrieval grounded in approved content and cited sources.
Outcome
Cut knowledge search time and improved answer consistency across teams.
LangGraph Support Agent Team
Business Challenge
Support agents spent too long drafting replies without access to live product knowledge and CRM context.
Our Solution
Deployed LangGraph agents with tool calling to help content, ticketing, and CRM systems under scoped credentials.
Outcome
Accelerated first responses while keeping replies on-policy.
LangGraph Document Processing Graph
Business Challenge
Teams manually reviewed long contracts and operational documents.
Our Solution
Combined document loaders with LangGraph summarization and extraction agents with human review on high-risk outputs.
Outcome
Reduced document cycle time with eval gates before production release.
LangGraph Development for Industry-Specific Solutions
Softree delivers LangGraph development services tailored to each industry—stateful agent graphs, multi-agent teams, and tool integrations that connect your systems, protect data, and accelerate production AI outcomes.
Financial Services
Deploy LangGraph research and compliance agent teams with RAG over approved documents, audit trails, human approval gates, and strict data residency controls.
Healthcare
Build permission-aware clinical and admin LangGraph agents with RAG over approved knowledge, tool integrations, and human oversight for sensitive actions.
Manufacturing
Ground LangGraph workflows in SOPs, quality docs, and plant data so technicians get trusted answers and guided troubleshooting from multi-agent teams.
Retail & E-commerce
Ship LangGraph shopping, merchandising, and support agents with catalog grounding, tool calling to inventory systems, and controlled generation for brand safety.
Logistics
Use LangGraph agents to summarize shipments, exceptions, and contracts—connected to your TMS and ERP through governed tool integrations.
Education
Deliver learning and campus LangGraph assistants with RAG over curricula and policies, plus role-based access control and evaluation guardrails.
Technology Stack for LangGraph AI Agent Development
Modern technologies for building scalable LangGraph applications, AI agents, multi-agent systems, stateful workflows, and enterprise agentic AI platforms.
63 tools across 9 layers of the stack
LangChainAI & LLM
OpenAIAI & LLM
Amazon BedrockAI & LLM
GeminiAI & LLM
MistralAI & LLM
PythonBackend & APIs
Node.jsBackend & APIs
GraphQLBackend & APIs
WeaviateData & Vector Search
PostgreSQLKnowledge & Data
ReactFrontend
TypeScriptFrontend
Tailwind CSSFrontendAWSCloud & AI InfrastructureAmazon BedrockCloud & AI Infrastructure
AWS LambdaCloud & AI Infrastructure
Azure OpenAIAI & LLM
Anthropic ClaudeAI & LLM
FastAPIBackend & APIs
QdrantData & Vector Search
ChromaDBData & Vector Search
ElasticsearchData & Vector Search
MongoDBKnowledge & Data
RedisKnowledge & Data
Next.jsFrontend
JavaScriptFrontendMicrosoft AzureCloud & AI InfrastructureAzure AICloud & AI Infrastructure
DockerCloud & AI Infrastructure
PostHogObservability & AI EvaluationFrom LangGraph Strategy to Production AI Agents
We work with your team from AI use-case discovery and LangGraph architecture through agent development, tool integration, evaluation, deployment, and ongoing optimization to deliver reliable production AI workflows.
We identify high-value AI agent use cases, business requirements, users, data sources, and workflow requirements to define the right LangGraph architecture and delivery approach.
• Identify agent and workflow use cases.
• Define state, tools, data, and human interaction requirements.
• Align the architecture with security, scalability, and business goals.
We design and build stateful LangGraph agents and workflows with clear state management, orchestration, tool calling, and controlled execution.
• Build stateful agents and multi-step workflows.
• Design multi-agent orchestration where required.
• Implement prompts, tools, memory, checkpoints, and workflow logic.
We connect LangGraph workflows with enterprise data, RAG pipelines, APIs, databases, and business systems so agents can retrieve information and perform controlled actions.
• Integrate RAG and retrieval workflows.
• Connect APIs, databases, CRM, ERP, and business tools.
• Implement permissions, human-in-the-loop controls, and reliable tool execution.
We test LangGraph workflows for accuracy, reliability, tool execution, latency, and failure handling before production release.
• Evaluate agent responses and workflow behavior.
• Test tool calling, edge cases, and failure scenarios.
• Use tracing and observability to identify and improve performance.
We deploy LangGraph applications into production and continuously optimize reliability, scalability, cost, and agent performance as usage grows.
• Deploy production-ready LangGraph applications.
• Monitor workflows, agent behavior, and system performance.
• Continuously improve reliability, latency, and operating efficiency.
From strategy to production LangGraph apps
A structured path from use-case discovery to governed LangGraph agent systems—built for durable state, tool reliability, observability, cost control, and measurable outcomes.
LangGraph Strategy & Use Cases
We identify high-ROI agent workflows, map roles and handoffs, and design a LangGraph architecture aligned to your systems, data, and compliance needs.
Graphs, Agents & Prompt Engineering
We build production LangGraph apps—stateful graphs, multi-agent teams, tools, and APIs—with evaluation harnesses for quality, latency, and cost.
Tools, RAG Nodes & Enterprise Integrations
We ground agents with retrieval nodes, scoped tool kits, and enterprise APIs so actions stay accurate, permission-aware, and auditable.
Deploy, Observe & Continuous Optimization
We harden checkpoints, guardrails, LangSmith tracing, and CI eval suites—then tune loops, tokens, and model choice for production ROI.
Step 01
LangGraph Strategy & Use Cases · We identify high-ROI agent workflows, map roles and handoffs, and design…
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.
Common questions about Softree LangGraph development—stateful graphs, agents, tool calling, observability, and delivery.
Question Answer:
Softree provides end-to-end LangGraph development services covering solution discovery, AI agent architecture, workflow design, LangGraph development, tool and API integration, testing, observability, deployment, and ongoing optimization. Our offshore AI engineering team works with your requirements and existing technology environment to build production-ready LangGraph applications.
Question Answer:
Yes. Softree develops custom LangGraph AI agents based on specific business workflows and use cases. We design agent roles, state management, tool usage, workflow logic, integrations, and decision paths to support applications such as enterprise automation, customer support, knowledge workflows, and intelligent operations.
Let's Start a Conversation
Extend Your Engineering Capacity.
Not Your Hiring Complexity.
Build, scale and deliver more with an engineering partner that works as an extension of your team.
WHAT WE BUILD
- Agentic AI & AutomationAI Core
- Full-Stack Web & Mobile AppsEngineering
- Power Platform & SharePointM365
- Data Pipelines & Power BIFabric
HOW WE DELIVER
- Dedicated Offshore SquadsSenior talent
- White-Label DeliveryYour brand
- Flexible Team CapacityScale in 48h
- Enterprise NDA & IP Protection100% secure
HOW WE CAN EXTEND YOUR TEAM
AI ENGINEERING
- Agentic AIAgents
- AI AutomationFlows
- Enterprise RAGSearch
MICROSOFT
- Azure OpenAICloud
- Microsoft FabricData
- Power PlatformApps
QUALITY ENG
- AI TestingQA
- Security TestingSec
- AutomationCI/CD
SOFTWARE ENG
- React / Next.jsWeb
- Node.js / PythonAPI
- FastAPIAsync
CLOUD & DATA
- Azure / AWSInfra
- Data PipelineETL
- DevOpsGitOps
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11th Floor, Prestige Tech Park, Platina 2 · Outer Ring Rd, Kadubeesanahalli, Bengaluru 560087
PLOT 5C/1283, SECTOR-10, CDA, Cuttack, Odisha 753014, India