Skip to main content
AI Agents & Automation

Robotic ProcessAutomation

Software robots that log in, click, copy and submit in systems that have no API, with exceptions passed to a person instead of guessed.

Robotic Process Automation: what the work involves

Plenty of important work still happens in screens that offer no integration: a supplier portal where orders must be typed in, a government or bank website, a desktop accounting program from another decade. Clerks sit for hours copying the same fields from a spreadsheet into a web form, and a single typo can mean a rejected claim or a wrong delivery.

RPA reproduces what the clerk does. We script the steps with Playwright for web portals or desktop automation libraries for older programs, read inputs from a spreadsheet, email or database, and write results back. Where a screen contains a scanned image, OCR or a vision model reads it, with low-confidence values sent to a human queue. Robots run on a schedule from a monitored machine, take screenshots on failure, and stop rather than continue after an unexpected page. We prefer an official API or database route when one exists, since screen automation is brittle, and tell you honestly when that is the better choice.

What we build

Core features

01

Browser and desktop robots

Playwright scripts drive web portals, while desktop automation handles Windows software without any API.

02

Input from your files

Robots read tasks from spreadsheets, email attachments or a database queue, and report results in the same place.

03

Exception queue

Anything unexpected, such as a missing field or a changed page, is parked for a person with a screenshot and context.

04

Scheduled and triggered runs

Robots run on a timetable or when a file arrives, with a run log showing every item processed.

05

OCR where screens are images

Values trapped in PDFs or image-based screens are read with OCR, and uncertain reads are flagged.

06

Health monitoring

Heartbeat checks and failure alerts tell you at once when a robot stops, rather than weeks later.

Planned for

What we get right before launch

Fragile to interface changes

When a portal redesigns a page, a script can break. We use stable selectors, add checks that stop the robot safely, and budget for periodic maintenance.

Terms of service and security

Some sites forbid automated access, and robots hold real credentials. We confirm permission first, use dedicated accounts, and keep secrets in a vault rather than in scripts.

Robots that never question

A robot repeats a mistake perfectly. We add validation rules, sample-based human checks and limits on how many items one run can change.

Stack

Tools and technology

  • Playwright
  • Python
  • Node.js
  • Tesseract
  • Google Document AI
  • PostgreSQL
  • n8n
Robotic Process Automation FAQ

Common questions, answered

Is RPA still worthwhile now that AI exists?

Yes, for systems with no other way in. RPA is dependable on fixed screens. We add AI only for unstructured parts, like reading a scanned form, and keep the clicking itself rule-based for predictability.

What if the website changes?

The robot is designed to stop and alert instead of clicking blindly. A developer then updates the script. We recommend a small maintenance arrangement for portals that change often.

Is it safe to give a robot our logins?

It can be, with care: dedicated low-privilege accounts, secrets in a vault, no passwords inside code, and activity logs. For sensitive systems we review the approach with your security contact first.

Where does the robot run?

On a server or virtual machine we set up, in the cloud or on your premises. Desktop software may need a Windows machine with a persistent session, which we plan for during scoping.

Ready to start your Robotic Process Automation project?

Tell us what you need and we will come back with a clear scope, timeline and the questions worth answering before any build starts.