Process automation
Is AI automation worth it for your business?
A practical way to weigh time saved against setup, review and ongoing upkeep.
A task can be frustrating without being worth automating. Before you invest in a new workflow, work out how often it happens, how much effort it takes and what would change if someone no longer had to do every step by hand.
Our perspective
Start with one recurring task. Measure the full job, including checking the result, before deciding whether to expand.
Can we automate a process using the tools you already have?
Often, yes. We first check which tools you use, what each one allows us to connect, and whether the required access is included in your plan. An API, webhook or supported connector may provide a dependable route. If a tool cannot support the connection, we explain the constraint before proposing a build.
Receiving an inquiry, copying its details into a spreadsheet and notifying the right person is a useful starting point. It has an identifiable input, a repeatable sequence and a result someone can check. “Make our business more efficient” is too broad to scope or measure.
You may not need AI for every step. Moving a submitted email address into another tool can follow a fixed rule. Summarizing a free-form request may benefit from AI, with a person reviewing the summary before acting on it. We separate those jobs when planning a workflow.
- What starts the task, and how often does it happen?
- Which steps take a person’s time?
- What does a correct result look like?
- Who handles missing information or mistakes?
Count the time you actually get back
For an illustrative calculation, imagine a task happens 80 times a month and takes 10 minutes each time. That is 800 minutes of work. If the automated version still needs three minutes of review per task, it frees 560 minutes, or about 9.3 hours. If monthly upkeep takes another hour, the net time recovered is about 8.3 hours.
Those are example assumptions, not an Arc Labs result or forecast. Use your own measurements. For a value estimate, multiply net hours recovered by a reasonable internal hourly cost, then subtract recurring software and support costs. Compare that monthly net value with the one-time setup investment. If monthly net value is positive, setup cost divided by monthly net value gives a simple payback estimate.
Recovered staff time is capacity, not automatically cash savings. Decide how you would use it: responding sooner, serving more customers or reducing a backlog. Avoid counting that same time again as additional revenue unless you can support the connection.
Measure quality alongside speed
A faster process that creates more corrections may leave you worse off. Record completion time, missed records, duplicate actions and the amount of rework. Compare similar tasks before and after the change, including awkward cases rather than only clean examples.
Research can show what is possible without predicting your result. An NBER study of customer support work found productivity gains from a generative AI assistant, with different effects across workers. That is evidence from a particular setting, not a savings percentage to apply to every business.
Research behind the customer support example. NBER: Generative AI at Work
Include upkeep in the decision
Connected tools change. Credentials expire. An unfamiliar input can interrupt a process that worked yesterday. Before a build begins, agree who receives failure alerts, who can restart a task and what work is included after handoff.
On the Arc Labs site, our inquiry workflow checks a submission and sends it to the business inbox with the visitor’s reply address. We tested delivery as part of the build. That is a concrete workflow example; we have not measured a time-saving or sales result from it. Your first automation should have the same clarity about what has been built and what still needs measuring.
Put this into practice
Let’s talk about your business.
Have a repetitive task in mind? Tell us what happens now and which tools you use.
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