Start with a repeatable process
A promising first workflow has recurring volume, a stable enough process, and someone who can decide whether the output is useful. Start by observing actual work: the incoming item, the systems touched, the decisions made, and the exceptions that slow the team down.
A list of tasks is not yet a workflow. “Process invoices” hides supplier checks, tax treatment, purchase-order matching, missing receipts, and posting authority. Map these steps before selecting a tool.
Use a simple opportunity scorecard
Score each candidate from one to five on volume, handling time, rule stability, data access, reversibility, and ownership. Treat these as a discussion aid, not a mathematically precise ranking. A workflow with modest time savings and good data can be a better first project than a larger, poorly understood process.
Then apply three hard gates: an accountable business owner, permission to access the necessary systems, and a safe way to handle failure. If any gate is missing, solve that problem before building.
Measure the baseline honestly
Sample enough real work to include both ordinary items and exceptions. Record median handling time, queue time, rework, and outcomes. Segment the work into eligible categories instead of assuming every item can be automated.
Keep staffing capacity separate from cash savings. Returning an hour to a salaried employee creates useful capacity, but it becomes a cash saving only when it changes an actual cost such as overtime or outsourcing.
Check what you already own
Look at native capabilities in the CRM, help desk, ERP, or accounting platform. Existing imports, rules, templates, and scheduled jobs may solve the problem without custom AI. Ask the software owner or implementation partner what is supported, and compare ongoing maintenance as well as initial effort.
Define one first pilot
Write a one-page pilot contract: inputs, outputs, eligible cases, excluded actions, owner, review policy, measurement window, and stop conditions. Use historical samples first, then shadow live work, then let operators work with the prepared output.
Expansion should be a decision supported by evidence. Document what failed, what the team corrected, and whether the new workflow made the job better. A useful pilot may reveal that a smaller scope is the right long-term solution.
Ready to make this concrete? Explore the capacity calculator or prepare a workflow brief.
Further reading
This article offers Tern & Loom’s practical framework. The primary references below provide supporting technical and market context.