Multi-Agent Systems
Multiple AI agents working in coordination to handle complex, multi-step operations that a single model cannot manage alone.
What's Getting in the Way
Some business processes are too complex for a single AI agent. They require research, then analysis, then generation, then action, in sequence. They involve parallel workstreams that need to merge. They require dynamic decision-making at each step based on what came before. Today, those processes require multiple skilled people and hours of coordination. Typically replaces 2-4 FTEs on complex operational processes. Best suited for high-value, high-volume workflows.
- Complex research and analysis workflows that break down when you try to automate them with simple tools
- Multi-step processes that require reasoning and decision-making at each stage, not just routing
- Parallel work streams that need to run simultaneously and then merge into a single output
- Operations that need to react dynamically to intermediate results rather than follow a fixed script
What You Get
Agent Architecture Design
We design the full agent network before building anything. Which agents do what, how they communicate, what data flows between them, and how failures are handled.
Individual Agent Builds
Each agent in the system is built, tested, and optimised independently. Specialised for its specific function before being connected to the others.
Orchestration Layer
The orchestration system coordinates agents, manages state across the pipeline, handles retries and failures, and ensures the process completes reliably end-to-end.
Human-in-the-Loop Controls
Where appropriate, we build checkpoints where humans review or approve before the system proceeds. Control without slowing down the parts that should run automatically.
Monitoring Dashboard
A dashboard showing system status, individual agent performance, success rates, and alerts for failures. You always know what's running and what needs attention.
The Process
Architecture Design
We map the full end-to-end process, break it into discrete steps, identify which require AI reasoning, and design the agent network and orchestration layer. Nothing gets built until this is solid.
Individual Agent Builds
We build and test each agent independently first. Specialised agents work better than generalist ones. We confirm each works correctly before connecting them.
Orchestration and Integration Testing
We connect the agents, test the orchestration layer, and run the full pipeline through real scenarios. We test failure modes, not just the happy path.
Production Deployment with Monitoring
We deploy to production with monitoring in place from day one. Real outputs are reviewed, the system is refined, and we hand over with full documentation.
Pricing
From $12K
Multi-Agent Systems
Timeline: 4-8 weeks
Final price depends on scope and complexity. We confirm exact pricing after a free scoping call.
Scope your multi-agent systemQuestions About This Service
What is the difference between this and a single chatbot?
A single chatbot handles one conversation at a time with one model. A multi-agent system coordinates multiple specialised AI agents working in sequence or in parallel to complete complex, multi-step processes.
What can multi-agent handle that single agents cannot?
Research pipelines, competitive analysis workflows, lead enrichment and outreach at scale, content production pipelines with multiple stages, and any process that requires reasoning and handoffs between steps.
How do you test a multi-agent system?
We test each agent independently first, then test the connected system against real inputs. We specifically test failure modes and edge cases, not just successful runs.
What frameworks do you use?
We work with LangGraph, AutoGen, CrewAI, and custom orchestration depending on the requirements. We select based on what is most reliable for your specific use case.
How long does it take to build?
Typically 4-8 weeks depending on complexity. A 2-3 agent system at the lower end. Larger systems with more agents and more integration points take longer. We scope this clearly upfront.
Often Combined With
Let's build it.
Book a free 45-minute strategy call. No pressure, no obligation.