LangGraph Development Services for Agentic Workflows
Softree builds production LangGraph applications—stateful agent graphs, multi-agent teams, human-in-the-loop checkpoints, tool calling, persistent memory, and evaluation harnesses—so your team ships governed, observable agent systems that integrate with your data and tools.
STATEFUL GRAPHS
Nodes, edges, and checkpoints.
MULTI-AGENT TEAMS
Specialized agents that collaborate.
TOOL CALLING
APIs, CRM, and enterprise data.
PRODUCTION DELIVERY
Strategy to live LangGraph apps.
LangGraph Runtime
Live LangGraph runtime
Graphs · Agents · Tools · HITL
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 Real-World Solutions & Business Impact
Explore Softree LangGraph development case studies—stateful agent graphs, multi-agent teams, and tool integrations that deliver measurable operational outcomes.
LangGraph HR Agent Team
Client Overview
Employees waited on HR for policy and leave questions scattered across documents and email.
LangGraph Performance Insights Pipeline
Product Overview
Teams spent days manually reviewing sites for conversion, UX, and SEO issues.
LangGraph Scheduling Agent Team
Client Overview
Manual patient scheduling and follow-ups delayed responses and overloaded staff.
LangGraph Development Capabilities
Softree LangGraph development capabilities cover stateful agent graphs, multi-agent teams, tool integrations, memory and checkpoints, RAG nodes, and continuous evaluation.
Stateful LangGraph Workflows
Design production LangGraph graphs—nodes, edges, conditional routing, and checkpoints for complex agent flows.
Multi-Agent LangGraph Teams
Orchestrate specialized agents with LangGraph—shared state, handoffs, and coordinated tool use under clear roles.
Tool Calling & Integrations
Connect LangGraph agents to CRM, ERP, databases, and internal APIs with scoped tools and secure credential handling.
Memory, State & Checkpoints
Persist conversation state, checkpoint LangGraph runs, and resume long workflows without losing context.
RAG Inside LangGraph Flows
Ground LangGraph agents in vector stores and enterprise APIs so retrieval, reasoning, and actions stay permission-aware.
Evaluation, Observability & Guardrails
LangSmith tracing, CI eval suites, and guardrail nodes to keep LangGraph apps safe and measurable in production.
Stateful LangGraph Workflows
We design and ship LangGraph solutions that model real business processes as durable graphs—with typed state, branching logic, retries, and resumable runs your teams can trust in production.
Nodes, Edges & Routing
Conditional paths and cycles for non-linear agent workflows.
Checkpoints & Resume
Persist state so long-running jobs recover cleanly.
Eval & Quality Gates
Automated checks before every production release.
Choose from Our Time-Tested Portfolio of LangGraph Services
Resilient agentic pipelines built using stateful graph orchestration, collaborative multi-agent teams, and human-in-the-loop validation check gates.
Production Stateful Graph Architectures
Design robust, cycle-aware graphs using LangGraph with nodes, edges, conditional routing, and thread-level state memory.
Model complex business processes as cyclic graphs where agents query, evaluate, and self-correct outputs in loops.
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.
Stack for enterprise LangGraph development
We build production-ready LangGraph solutions using LangGraph, LangChain, LangSmith, OpenAI, Anthropic, vector stores, cloud platforms, and enterprise observability tools.
Seamless AI-Driven
Project Deliveries
A structured path from use-case discovery to governed LangGraph agent systems—built for graph stability, multi-agent coordination, observability, and production-grade reliability.
Stateful Graph Strategy & Handoff Modeling
We identify high-ROI agentic workflows, map roles and delegation handoffs, and architect complex stateful graphs with custom schemas tailored to your enterprise systems.
Resilient Multi-Agent Coordinated Teams
We build production-grade LangGraph networks including supervisor routers, hierarchical sub-graphs, and cyclic loops that enable agents to collaborate and self-correct.
Human-in-the-Loop Approval Checkpoints
We integrate manual checkpoint gates, interactive transaction interruptions, state memory overrides, and time-travel replay options for high-risk operations.
LangSmith Tracing, CI Evals & Optimization
We deploy robust evaluation sets in CI pipelines, track token-level micro-costs, monitor latency per node, and refine path execution based on LangSmith trace logs.
Built for Long-Term Impact
Agile Engineering
Rapid iterations and modern delivery practices.
Leadership Access
Direct communication with decision-makers.
Trusted Since 2013
A decade of proven enterprise delivery.
Flexible Engagement
Scalable teams and adaptable delivery models aligned to your business goals.
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:
LangGraph development means building production agent systems as stateful graphs—nodes, edges, checkpoints, multi-agent teams, tool calling, and human-in-the-loop controls. Softree covers strategy, architecture, engineering, observability, and ongoing optimization so solutions ship governed and measurable.
Question Answer:
Use LangGraph when workflows need cycles, durable state, multi-agent collaboration, or mid-run human approval. Simple LCEL chains fit linear RAG or single-pass tasks. Softree helps you choose—or combine—based on complexity and production requirements.
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
Got a question, challenge, or idea?
Fill out the form or pick a time on our scheduler.
30-min discovery call
Same Calendly as our booking page · instant invite