Robotic Process Automation (RPA)

Somebody in your office is being used as a human API.

They open one system, read a number, open another system, type the number in. Then they do it again. Four hundred times a week, with a coffee and a sigh and the occasional typo that takes three people an afternoon to find.

Robotic process automation is software that does that part. It drives the screen the way a person does — clicking, reading, typing — so it can work with systems that offer no other way in.

First, the honest bit

RPA is the second-best way to connect two systems. The best way is a proper integration, where the systems talk to each other directly through an API.

Integrations are cheaper to build, faster to run, and they don't break when somebody moves a button. If your systems can talk to each other, we'll build that instead and tell you RPA was the wrong question.

RPA earns its place when there is genuinely no other door in: the vendor won't open one, the system is twenty years old, the licence that would unlock the API costs more than the problem, or the process spans four applications that will never agree on anything.

In Northwest Ohio manufacturing, that situation is extremely common. Which is why we do a lot of this.

Is your process a good candidate?

Does the system have an API? yes Integrate instead. It won't break when a screen changes. no Is it the same steps every time? no Write the process down first. Automating chaos makes faster chaos. yes Does it run often enough to matter? no Leave it alone. Upkeep would cost more than it saves. yes A good RPA candidate
Three questions, and two of the three exits lead away from RPA. That is deliberate — most processes people ask us to automate shouldn't be.

What we automate most often

  • Order entry. Orders arrive by email or portal in one format and have to be keyed into the ERP in another.
  • Invoice and AP processing. Reading documents, matching them to purchase orders, and keying what matches.
  • Portal work. Logging into a customer's or carrier's system every morning to pull the same report.
  • Reconciliation. Comparing two lists that should agree and flagging the rows that don't.
  • Reporting. The same spreadsheet assembled from the same four places every Monday morning.
  • Onboarding and offboarding. Creating or disabling an account across six systems where only two are connected.

If you're reading that list and thinking of a specific person in your building, that's the conversation to have.

RPA, integration and AI agents are not the same thing

Integration RPA AI agent Systems talk directly A robot drives the screen Answers in plain language When there is an API When there isn't one When it needs judgment Cheapest, most durable Breaks when the UI changes Needs good source data
Most real projects use more than one. A bot pulls the data, a workflow moves it, an agent explains it.

Where the work has structure but the systems do have a way in, n8n workflow automation is usually a better fit than RPA. Where the output needs to be an answer rather than a record, look at AI agents.

The part most RPA vendors won't tell you

Bots break. Not sometimes — predictably.

A bot works by recognising what's on screen. When your vendor ships an update that moves a field, renames a tab or adds a confirmation dialog, the bot doesn't adapt. It stops, or worse, it carries on and does the wrong thing quietly.

That isn't a reason to avoid RPA. It is a reason to insist on three things before you start:

  • It must fail loudly. A bot that stops and tells someone is fine. A bot that silently skips 40 records is a problem you'll find at month end.
  • Somebody must own it. Named, with time allocated. "The automation guy who left" is the most common way these projects die.
  • The maintenance cost goes in the business case. If a process only just justifies automating before upkeep, it doesn't justify automating.

We put all three in writing before we build anything.

How we work

  1. Watch the process. Not a description of it — the actual thing, done by the actual person. The description is always tidier than reality.
  2. Check for a better route. API, database view, export, report scheduler. If one exists, we take it and the project gets cheaper.
  3. Agree what "done" looks like. Which cases the bot handles, which it hands to a human, and how you'll know which happened.
  4. Build and run it alongside the person. For a while, both do the work and we compare. That's how you find the exception nobody mentioned.
  5. Hand over and monitor. Documentation, training, and alerting that tells someone when it stops.

Why Argyle

Automation projects fail on infrastructure more often than on logic. The bot needs a machine to run on, credentials that don't expire, access to systems it doesn't own, and monitoring that notices when it dies at 2am.

We already run that layer for our clients. We also administer databases and write software, which means when we look at your process we can usually see the shortcut — the view, the export, the integration that makes the bot unnecessary. A pure automation shop can't offer you that, because it isn't what they sell.

We're based in Perrysburg, serving Toledo, Maumee, Sylvania, Bowling Green, Findlay and the rest of Northwest Ohio and Southeast Michigan. For the process work especially, being able to stand behind someone and watch them do the job matters.

Show us the process

Pick the job that makes someone sigh. We'll watch it once, tell you whether it's worth automating, and give you a straight estimate — including the cost of keeping it alive.

Call 419-419-5737 or send us a message and ask about process automation.

Argyle IT Solutions · 28304 Cedar Park Blvd., Suite A, Perrysburg, OH 43551 · Serving Toledo, Perrysburg, Maumee, Sylvania, Bowling Green, Findlay and all of Northwest Ohio and Southeast Michigan.