You will get AI Agent System Design – Multi-Agent Architecture & Orchestration
Top Rated

Top Rated

Project details
Multi-agent systems fail 80% of time—agents loop, duplicate work, lose context. Companies waste $50K-100K on poor orchestration.
I architect production systems in 14 days with CrewAI/LangChain expertise.
DELIVERABLES:
• Multi-Agent Architecture – roles, capabilities, matrix (3-7 agents)
• Framework Selection – CrewAI/LangChain/AutoGen comparison
• Communication Protocols – message passing, state management, coordination
• RAG Strategy – knowledge base for agent data access
• Monitoring Framework – performance tracking, debugging
• Deployment Plan – infrastructure, scaling strategy
• 90-Day Roadmap – phased deployment, milestones
Perfect for complex AI deployments, enterprises automating workflows, AI products needing agent collaboration.
Outcome: Production-ready architecture with orchestration, protocols, roadmap. Build from specs or engage for development ($30K-60K).
CrewAI for business workflows. LangChain for flexibility. AutoGen for research. Architecture prevents loops, conflicts, context loss through proper state management and coordination design.
I architect production systems in 14 days with CrewAI/LangChain expertise.
DELIVERABLES:
• Multi-Agent Architecture – roles, capabilities, matrix (3-7 agents)
• Framework Selection – CrewAI/LangChain/AutoGen comparison
• Communication Protocols – message passing, state management, coordination
• RAG Strategy – knowledge base for agent data access
• Monitoring Framework – performance tracking, debugging
• Deployment Plan – infrastructure, scaling strategy
• 90-Day Roadmap – phased deployment, milestones
Perfect for complex AI deployments, enterprises automating workflows, AI products needing agent collaboration.
Outcome: Production-ready architecture with orchestration, protocols, roadmap. Build from specs or engage for development ($30K-60K).
CrewAI for business workflows. LangChain for flexibility. AutoGen for research. Architecture prevents loops, conflicts, context loss through proper state management and coordination design.
AI Development Type
Software MaintenanceAI Development Language
PythonWhat's included $7,500
These options are included with the project scope.
$7,500
- Delivery Time 14 days
- Number of Revisions 2
Optional add-ons
You can add these on the next page.
Fast 10 Days Delivery
+$1,200
POC Agent Build
(+ 10 Days)
+$3,500
Additional Agent Design
(+ 10 Days)
+$1,500Frequently asked questions
160 reviews
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SB
Shaun B.
Jul 6, 2026
Monday.com Dashboard
DR
Daniel R.
Jun 6, 2026
Go High Level Expert Needed for Marketing Automation
NA
Nazik A.
May 1, 2026
30 minute consultation
This was one of the most valuable strategy sessions I’ve had.
He combines deep knowledge of AI automation, MCP systems, and workflow design with a strong understanding of business positioning. Instead of theory, he focused on practical implementation — how to actually turn automation into a service offering and client results.
What I appreciated most is that he thinks in systems. He helped me see how to structure services, identify automation opportunities, and build scalable solutions instead of one-off tasks.
The session gave me clarity, direction, and a much stronger understanding of how to approach AI-driven business automation.
Highly recommend for anyone serious about building automation systems, improving operational efficiency, or creating scalable AI solutions.
He combines deep knowledge of AI automation, MCP systems, and workflow design with a strong understanding of business positioning. Instead of theory, he focused on practical implementation — how to actually turn automation into a service offering and client results.
What I appreciated most is that he thinks in systems. He helped me see how to structure services, identify automation opportunities, and build scalable solutions instead of one-off tasks.
The session gave me clarity, direction, and a much stronger understanding of how to approach AI-driven business automation.
Highly recommend for anyone serious about building automation systems, improving operational efficiency, or creating scalable AI solutions.
MD
Momar D.
May 1, 2026
60 minute consultation
TP
Tucker P.
Apr 18, 2026
Service Titan Assistance
About Mikhail
AI Agents & Automation | Full Stack | CRM/ERP Integration | DevOps
100%
Job Success
West Palm Beach, United States - 5:43 pm local time
I build production AI agents, automation workflows, and end-to-end integrations as ONE technical partner — instead of clients juggling 3-4 specialists who blame each other when systems break.
Trusted across 20+ verticals since 2019.
📊 TRACK RECORD (6+ years on Upwork)
✅ $1M+ earnings · 462 projects ($2K → $500K range) · 16,635 hours logged
✅ 100% Job Success Score · Top Rated Plus
✅ 5,000+ workflows deployed · $5M+ saved · 100K+ hours of manual work eliminated
✅ AI agents in production handling 10,000+ calls/month
✅ Certified partners: Monday, Make, Vapi, Retell AI, Palantir Foundry
✅ Supported by Retailbox team (15K+ combined hours) for surge capacity
✅ Average response under 4 hours · US East Coast (West Palm Beach, FL)
✅ Available 10-30 hrs/week or full-time burst engagements
🏆 RECENT WINS (anonymized)
• AI Copilot for $500M+ investment portal — Salesforce + SharePoint + RAG, 4-month build
• Multi-tenant AI SaaS for elder care lead intelligence — scraping + AI scoring + dashboard
• Healthcare wound care platform — HIPAA-compliant, mobile + EMR + AI transcription
• Estate Planning AI Copilot — Claude + custom legal workflows for law firm
• B2B Outbound System — Apollo + Clay + Smartlead + AI personalization, 1,000+ leads/week
• ERP transformation — QuickBooks → Tryton migration, custom Python pipeline
• AI Acquisition Engine — Multi-source enrichment + LLM scoring for B2B sales team
🌐 INDUSTRIES
Home Services & Trades (HVAC · Plumbing · Electrical · Roofing · Solar · Pool · Painting) · Healthcare & Medical (Clinics · Pharmacy · Health Insurance · EMR · HIPAA) · Financial Services (Mortgage · Insurance · Investment · Crypto · Payments) · Manufacturing (Cabinet · Furniture · Steel · Civil Engineering) · Real Estate & Property · Marketing & Sales
Agencies (GHL · HubSpot) · Construction & Contractors · Legal & Compliance · Retail & E-commerce (Shopify · Amazon · WooCommerce) · SaaS & Tech Startups · Telecom · Trucking · and more.
🤖 WHAT I DELIVER
AI Engineering
• Custom AI agents (Claude, GPT, Gemini) with tool calling
• MCP server development for enterprise systems
• RAG with vector databases (Pinecone, Weaviate, Qdrant, pgvector)
• LangChain, LangGraph, CrewAI orchestration
• I use Claude Code, Cursor, Codex daily — ship 5× faster
Workflow Automation
• n8n, Zapier, Make, Windmill, Power Automate
• Custom Python/Node replacing fragile no-code chains
• ETL pipelines (CRM ↔ data warehouse, AI training data, ERP migrations)
• Event-driven systems, drip campaigns, scheduled reports
CRM/ERP Integration & Architecture
• HubSpot, Salesforce, Zoho, Monday, Pipedrive, Dynamics 365, GHL, Close CRM
• NetSuite, Odoo, QuickBooks, Xero, Stripe
• Field service — ServiceTitan, Jobber, Housecall Pro
• Healthcare — eClinicalWorks, FHIR, HL7
• Multi-system architectures (5+ platforms unified)
Full-Stack Development
• React, Next.js, Node.js, Python, FastAPI, Django
• Mobile — React Native, native iOS/Android
• AI dashboards, admin panels, internal tools
• PostgreSQL, MongoDB, Redis
DevOps & Cloud
• AWS, GCP, Azure · Docker, Kubernetes, CI/CD
• Production monitoring, observability, security
• HIPAA / SOC2 / PCI-aware integrations
Voice AI — Vapi, Retell AI, Bland AI, Twilio (when use case fits)
🎯 COMMON ASKS
• Claude/GPT integration into your app or CRM
• AI SDR that books meetings (Apollo + Clay + Smartlead + Claude)
• RAG chatbot trained on your company data
• CRM automation with AI lead scoring (HubSpot/SF/Zoho/GHL)
• Field service workflow (ServiceTitan/Jobber + AI)
• Internal AI dashboard for ops team (Retool/custom)
• Migrate Zapier/Make spaghetti to maintainable code
• AI-powered mobile MVP (React Native + Claude)
• Voice AI receptionist (Vapi or Retell + CRM sync)
• ETL pipeline (QuickBooks/NetSuite ↔ data warehouse)
• Custom MCP server for your team's Claude
🎯 IDEAL FIT
I serve all sizes:
• SMB ($1K-$10K) — small but specific automation that pays back fast
• Mid-market ($10K-$100K) — multi-month engagements, multi-system builds
• Enterprise ($100K-$500K+) — strategic platform builds, AI-native systems
Engagement models:
• $2K-$15K fixed scope (1-6 weeks)
• $50K+ for AI/full-stack platform builds
• $95-125/hr fractional (10-30 hrs/week, weekly Slack sprints)
• Long-term Tech Support retainers
💼 HOW I WORK
Week 1 — discovery + architecture · Week 2-N — weekly build sprints with daily Slack · Final week — production deploy with docs, tests, handoff. You own the code (zero agency lock-in). Available for ongoing maintenance OR clean handoff to your in-house team.
💬 NEXT STEP
Send a 2-3 sentence brief: what you're building, your current stack, and the specific problem you want solved. Loom walkthroughs, existing repos, and architecture diagrams welcome.
Steps for completing your project
After purchasing the project, send requirements so Mikhail can start the project.
Delivery time starts when Mikhail receives requirements from you.
Mikhail works on your project following the steps below.
Revisions may occur after the delivery date.
Agent Ecosystem Design (Days 1-4)
Role definition, capability mapping, interaction patterns
Orchestration Framework Selection (Days 5-9)
CrewAI/LangChain/AutoGen evaluation