Your sources, with permissions
Coordinate specialized components when a single workflow genuinely needs separate roles and controls.
Multi-agent workflow development
Coordinate AI around a clearly defined workflow.
Coordinate specialized components when a single workflow genuinely needs separate roles and controls.
Project valueQuoted to scopeNo payment before scope agreement
DeliveryAgreed with your quoteScoped after discovery; after brief, access and approvals
Your first milestoneDefine the taskA useful review point before the next stage
Helpful, bounded and inspectable
Evaluation before rollout
The assistant needs more than a prompt. Data access, tool permissions, evaluation examples and escalation rules determine whether it belongs in a real business workflow.
Human approval where it matters
Human review and escalation keep the agreed task connected to the people responsible for it.
In our clients’ words.
“Could interpret our work into a practical easy to use website.”
“ICM should win an award for their top notch service.”
“He advised me on things I didn’t even know about!”
WHAT YOU RECEIVE
Your Multi-agent workflow development project, clearly defined.
Teams with a repeatable knowledge or operational task and an owner who can review examples and decisions.
Role architecture
Map the important entities, page or system relationships and ownership boundaries. The handover identifies how data moves, what is configurable and what needs a controlled release.
Orchestration
Describe the trigger, each decision and the expected output, with clear approval boundaries. Exceptions are routed to a named owner instead of repeatedly retrying a business action without oversight.
Evaluation and failure recovery
Make failed or incomplete runs visible to the right person. Document what can be retried safely, what needs intervention and which diagnostic details are recorded, with sensitive data kept out of routine alerts.
Scope and requirements
Multi-agent complexity is justified against a simpler implementation first.
Any additional work is scoped and priced for your approval.
THE DELIVERY PATH
From your brief to the finished work.
Follow the preparation, review and delivery stages for this service.
Define the task
List inputs, useful outputs, connected tools and actions that need human approval.
Build a testable slice
Review a working interaction with approved sample information.
Evaluate the edge cases
Test unsupported questions, failures and permissions as well as normal requests.
Release with oversight
Document usage costs, ownership, monitoring and escalation responsibilities.
What is included?
Includes Role architecture, Orchestration and Evaluation and failure recovery. Multi-agent complexity is justified against a simpler implementation first.
Will the assistant always be correct?
No. We use task-specific evaluations, appropriate citations and human handoffs rather than claiming perfect accuracy.
Can it use confidential business information?
Only through an agreed data-handling and access design. We confirm providers, retention settings and permissions before connecting sensitive sources.
Are model and infrastructure charges included?
Implementation and ongoing usage are different costs. Your proposal identifies model, hosting and third-party subscriptions separately.
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YOUR NEXT LEAP STARTS HERE
Ready to put Multi-agent workflow development to work?
Share the change you want to make. We will help turn it into a clear, practical project.