Choose a repeated task with a real cost
Write down what happens, how often it happens and who does it. Use a week or month of real examples. Include the time spent checking and fixing the result, not just producing the first draft.
Good candidates include moving an enquiry into the CRM, preparing an onboarding checklist or assembling a report from known sources. A rare and highly variable task may be a poor starting point.
Define a good result
Decide how you will tell whether the work was done properly. An enquiry has the right owner. An onboarding record contains the required information. A report matches its underlying source.
Choose a baseline measure such as handling time, completeness or overdue tasks. Revenue may matter later, but do not attribute a sales change to an automation without evidence.
Simplify before connecting tools
Remove duplicated steps and agree which system holds the authoritative record. Decide what happens when information is missing or two records disagree.
For predictable steps, use a rule. For summarising a long brief or drafting from approved knowledge, AI may help. More agents are not automatically more useful.
Keep the right decisions with people
Drafts can save time without being sent automatically. Prices, public claims, contracts and sensitive decisions usually need a responsible reviewer. Make those review points explicit.
Limit the tools and data available to each part of the system. Decide how to stop a job, what it may spend and how errors are surfaced.
Test with realistic examples
Use recent, permission-cleared cases, including awkward ones. Try incomplete briefs, duplicate records and unavailable connections. Check the cost per completed task as well as the quality.
A demonstration on one perfect example is not enough to justify a business-critical workflow. Keep a practical fallback while the system is being evaluated.
Expand only when the first workflow works
A multi-agent system can make sense when several specialist tasks need to coordinate, such as research, drafting and review. It also adds costs and more places for mistakes to occur.
Start with the simplest reliable design, review actual performance and add another workflow only when the benefit is clear. That is how we scope HELIX systems.