Skip to main content
CREWAI AND LANGGRAPH

CrewAI and LangGraph Development Company: Agent Teams That Ship

We build multi-agent systems on CrewAI and LangGraph, and tell you which one fits your task. Role-based crews, stateful graphs, evaluation and monitoring, taken to production instead of left in a notebook.

See which fits you How to start
247+ projects delivered 4.9★ on Clutch (55 reviews) Start in 48 hours 1-week risk-free trial

Which framework fits your task?

Free 30-min call. Walk away with a CrewAI vs LangGraph recommendation for your use case, from senior engineers.

⏱ 30 min · no obligation · we reply same business day

★★★★★ 4.9
Clutch·GoodFirms·DesignRush
Top-rated AI dev agency
  • 247Projects delivered
  • 200Happy clients
  • 1-weekRisk-free trial
  • 2015Building since
Get a Free Quote →
Free & no-obligation · reply in 24h
Choosing a framework

CrewAI, LangGraph or AutoGen: which fits your task?

Tell us what the work looks like and we highlight the usual fit. We then confirm it on a slice of your own data in the free audit.

CrewAI

Role-based agent teams

Choose it if

  • The task maps cleanly to roles, such as research, draft and review
  • You want a working prototype quickly
  • The steps run in a mostly fixed order

Watch out for: Less fine-grained control over branching and recovery, so complex flows can outgrow it.

LangGraph

Stateful graphs you control

Choose it if

  • You need loops, branches, retries or human approval steps
  • A run must survive failures and resume where it stopped
  • You want an exact record of state at every step

Watch out for: More design work up front. It pays off when the process has to be predictable.

AutoGen-style conversations

Agents that talk it through

Choose it if

  • The value comes from agents challenging and refining each other
  • The work is open-ended research or analysis
  • A person reads the result before anything acts

Watch out for: Outputs are harder to make deterministic, so we add evaluation and a clear stop rule.

Often we test two of them on a slice of your data before recommending one. Sometimes the right answer is a simpler workflow with no agent framework at all, and we will say so.

Get a framework recommendation

AI-POWERED

Our CrewAI / LangGraph Development Services

CrewAI agent team architecture and design

We design role-based agent teams where each agent has a clear specialty — researcher, writer, reviewer, coordinator — collaborating to complete complex tasks that no single agent can handle alone.

LangGraph stateful workflow development

We build LangGraph workflows with persistent state, conditional branching, cycles, and checkpoints — giving you fine-grained control over multi-step AI processes that need deterministic behavior.

AutoGen multi-agent conversations

We implement Microsoft AutoGen patterns for conversational multi-agent systems where agents debate, critique, and refine outputs through structured dialogue — ideal for research, analysis, and decision support.

Agent memory and context management

Your agents remember previous interactions, maintain working memory across tasks, and share knowledge through vector stores — so they build expertise over time rather than starting from scratch.

Tool integration and API connections

Every agent connects to your real systems — databases, CRMs, APIs, file storage, communication tools — executing actions, not just generating suggestions.

Production deployment and monitoring

We deploy agent systems with LangSmith monitoring, cost tracking, performance dashboards, and alerting — because multi-agent systems need visibility into what every agent is doing and why.

Get a Free Consultation
Who it is for

Built for teams choosing between CrewAI and LangGraph

Pick the situation closest to yours and see how the work runs today, and once the right framework runs it.

Which one sounds like you?

Today
Read the comparisons
Guesses
Every post disagrees Choice stalls
Guesses
Prototype in the wrong one Rewrite later
With Groovy
Workload reviewed
Both tried on your task
Framework chosen on evidence
Build starts

What we doWe test both on a slice of your real task and recommend the one that fits, including when neither is needed.

Get a framework recommendation

Reasons our Clients Prefer Us as CrewAI / LangGraph Development Company

CrewAI / LangGraph Expertise

Groovy has invested immensely in CrewAI / LangGraph team expansion and has a well-established team of CrewAI / LangGraph experts.

Cost Effective Partners

Groovy provides cost-effective solutions, which makes us the partner of your choice.

Agile Development & On-Time Delivery

Our modern Agile approach to project management allows us to deliver on time with quality.

Easy and Regular Communication

We use the communication channel that our client prefers, making it easy for our clients to communicate.

Free Post development Support

Our clients can focus on marketing as we hold their back by providing free and best post-development support.

Starts at $18/H

Our hourly rates for dedicated resources start at $18 / Hour, which are the most competitive in the market.

How to start

From first call to a multi-agent system in production

Three steps. Each stands on its own, so you can stop after any of them.

You do

Describe the task you want agents to do. A screen share or a short written brief is enough.

We do

Map the task to roles or a graph, and compare CrewAI, LangGraph and the alternatives against it.

You get

  • A recommended framework and why
  • A rough scope and timeline
  • A straight answer if agents are not the right fit
Book the free audit

NDA from day oneYou own 100% of the code and IPStart in 48 hours4-hour overlap with US Eastern time

Related Services

Explore our other development services

01

AI Orchestration

Explore 02

Multi-Agent Systems

Explore 03

AI Agent

Explore

Related guides

FAQ

Frequently Asked Questions

CrewAI is best for role-based agent teams (researcher, writer, reviewer) that collaborate through natural language. LangGraph is best for stateful workflows with precise control over execution flow, branching, and checkpoints. We often use CrewAI for rapid prototyping and LangGraph for production — or combine both in a single system.
A simple 2-3 agent system costs $15,000-$35,000. Production multi-agent platforms with tool integration, monitoring, and feedback loops cost $35,000-$80,000. Enterprise systems with 10+ agents, complex orchestration, and custom training cost $80,000-$180,000. We prototype fast — working multi-agent demo in 2 weeks.
Research plus reporting (agents gather, verify, and synthesize information), content production (writer, editor, fact-checker agents), code generation plus review (coding agent, testing agent, review agent), customer support (triage, resolution, escalation agents), data analysis (extraction, analysis, visualization agents), and any complex task that benefits from specialization.
We implement maximum iteration limits, timeout guards, progress tracking (agents must show forward progress each step), deadlock detection, supervisor agents that monitor and intervene, and circuit breakers that escalate to humans when agents cannot converge. Production agent systems need these guardrails — demos don't.
Yes. CrewAI and LangGraph agents connect to any tool with an API — databases, CRMs, email systems, file storage, internal APIs, web scraping, code execution, and more. We build custom tool wrappers that handle authentication, rate limiting, and error recovery so agents interact with your systems reliably.
Microsoft AutoGen excels at conversational multi-agent patterns — agents that debate, critique, and refine through structured dialogue. It is ideal for research, analysis, and decision support where multiple perspectives improve output quality. We use AutoGen alongside CrewAI and LangGraph based on the conversation pattern your use case requires.
Design your first agent team

Pick what starts it. We will pick the framework, free.

When this happens:

A research brief is requested
Researcher gathers sources
Writer drafts the report
Reviewer checks claims

When a research brief is requested, a researcher agent gathers sources, a writer drafts the report and a reviewer checks every claim.

Scope this agent team for free Request a quote

247+ projects delivered200+ companies servedClutch 4.9 from 55 verified reviews

Start a Project

Got an Idea?
Let's Build It Together

Tell us about your project and we'll get back to you within 24 hours with a game plan.

Schedule a Call Book a Free Strategy Call
30 min, no commitment
Response Time

Mon-Fri, 8AM-12PM EST

4hr overlap with US Eastern
247+ Projects Delivered
10+ Years Experience
3 Global Offices

Follow Us

1-week risk-free trial, keep the code

Hire an AI-First Engineering Team
Production-Grade. Your US Hours.

For startups & product teams

One senior engineer, AI-accelerated. Owns architecture, security, and the last 20% AI tools leave broken. No recruitment, no ramp-up.

Trusted by 247+ startups worldwide

Production-grade delivery
4hr live US overlap
Start in 48 hours
Start Your Risk-Free Trial

No long-term commitment · 100% IP yours · Cancel anytime