By Dries De Coster, founder and CEO, meet DWIGHT
Key takeaways:
- Small exceptions create big workloads. One missing document can spawn an entire secondary workflow.
- Exceptions cost more elapsed time than work time. Five minutes of effort can sit for days while someone waits on a reply.
- Design for exceptions, not just the happy path. Sort them into three groups, then measure how often people have to step in.
A staffing business might have a well-defined process for onboarding a worker, approving a timesheet, or preparing payroll. Most cases move through it exactly as expected.
Then one worker hasn’t supplied the right document. A timesheet gets rejected. A client has an additional approval stage. Information doesn’t match what’s held in another system.
Suddenly, someone in operations has to stop, work out what failed, and get the case moving again.
The efficiency of staffing operations isn’t determined only by how quickly standard cases move through a recruitment workflow, but also by what happens whenever something goes wrong.
A small exception can create a second workflow
A straightforward transaction might not need much human intervention. An exception, however, is different.
Take a missing compliance document, for example. Somebody needs to identify what’s missing, check what’s required, then contact the worker, wait for them to respond, potentially chase them, check the new document, and then restart the process.
One missing document doesn’t always lead to just one extra task. In some cases, it can create an entire secondary workflow.
The same thing happens with rejected or incorrectly completed timesheets, missing worker information, client-specific onboarding requirements, pay or charge-rate discrepancies, and information that doesn’t match between systems.
The exception might be small. The operational trail it creates? Usually much bigger.
That’s important to consider because automation is already changing how staffing teams spend their time. The American Staffing Association’s Staffing Productivity Report found recruiter call time reached 286 minutes per week in Q1 2026, double its level two years earlier, while the average number of AI tools recruiters used rose from 1 to 1.36 over the same period. ASA CEO Stephen Dwyer said firms that keep embracing AI will give recruiters more time to build relationships.
However, removing manual work from the standard process doesn’t mean manual intervention disappears altogether.
Why exceptions are so expensive
The problem isn’t always how long the original issue takes to fix as much as it is everything that happens around it.
Someone has to leave their normal workflow, understand what happened, and work out what needs to happen next. They then may need input from a worker, recruiter, client, or another operations team before they can continue.
That in itself creates a difference between processing time and elapsed time.
An issue might only require five minutes of actual work, but remain unresolved for several days while somebody waits for a response. When that response arrives, the person dealing with it has to return to the case, remember the context, and pick up where they left off.
When that’s happening across hundreds or thousands of workers, placements, and timesheets, small exceptions can start consuming a significant chunk of operational capacity.
What happens when a case falls outside the rules?
Staffing process automation works particularly well when the inputs and expected outcomes are predictable.
But staffing processes don’t always behave so predictably.
A worker might submit an unexpected document. A client might require an additional approval. A timesheet might not match the expected hours. Information arriving from another system might be incomplete or in the wrong format.
When that happens, the automation may no longer know what to do and the process lands back with a person.
That doesn’t mean automation has failed. It means an automated workflow needs to account for both the standard route and the exceptions that will inevitably fall outside it.
Are you automating the process or just the happy path?
The “happy path” is the route a process takes when everything works as expected. The right information is present, it arrives on time, and nothing requires additional attention.
Understandably, this is often the easiest part of a recruitment workflow to automate.
But designing a process around the happy path alone can leave a significant amount of manual work untouched.
A better workflow also considers what can go wrong, how the problem is identified, where the case should go, and who needs to resolve it. Just as importantly, it needs a clear route back into the standard process once the issue has been fixed.
If every exception ends with somebody in operations receiving an email and manually figuring out what happens next, the workflow may not be as automated as it first appears.
Not every exception needs the same response
Some exceptions genuinely require human judgment, while others simply need the right information or action from the right person.
It can be useful to think about them in three groups:
- The first group includes those that are automatically resolvable because the system has enough information to progress the issue.
- The second group are those that are actionable, meaning a specific person needs to provide something before the process can continue. The workflow can identify that person, route the request, and continue once the action is complete.
- The third group genuinely needs somebody to investigate and make a decision.
The end goal should be to stop skilled operations people from spending their time resolving issues that could have been handled through the first two groups.
Good exception handling makes sure people are involved in the process only when they’re actually needed.
Start measuring the exceptions
Most staffing businesses are on top of the number of workers they onboard, placements they make, and timesheets they process, but all that volume only tells you part of the story.
One useful concept comes from financial operations.
Straight-through processing, or STP, describes a transaction moving from initiation to completion without manual intervention. Stripe recommends defining clear rules for identifying exceptions, automatically routing, and escalating them to the appropriate person, and analyzing exception data to identify recurring patterns and root causes.
That kind of thinking can be applied to staffing.
Imagine a business processes 5,000 timesheets. Knowing that number tells you the volume handled.
Knowing that 4,600 went from submission to completion without anybody stepping in tells you something about operational efficiency. Knowing that the remaining 400 required an average of three manual touches starts to show you where the workload is hiding.
Those numbers are illustrative, but the principle is useful.
Instead of measuring only how much work passes through a process, staffing businesses can also measure how often somebody has to intervene, which exceptions occur most frequently, how long they remain unresolved, and which workflows or clients generate the most.
Design for the exceptions, not just the ideal process
When reviewing staffing operations, don’t only map what should happen.
Review the most frequent exception, record who handles it, how many touches it takes, and how long it remains open, then decide what can be prevented, routed, or resolved through a defined process.
A reliable workflow identifies an exception, sends it to the right person when judgment is needed, and resumes once the issue is resolved. Start by finding out which exceptions interrupt your team most often.
Dries De Coster is the founder and CEO of meet DWIGHT, where he leads the vision behind Agentic AI Digital Worker Bots. With nearly 20 years of experience in Human Capital Management, including leadership roles at SAP and The Access Group, he focuses on turning intelligent automation into measurable business value.
