Skip to content
Discuss a Project
//02 — ENGINEERING SERVICES

AI & Workflow Automation

Start with the workflow rather than the technology. Identify the steps worth automating, keep appropriate human decisions in place and make failures visible.

THE CHALLENGE

Start with the problem.

When information moves between spreadsheets, inboxes and disconnected systems, repeated manual work creates delays and makes exceptions harder to track.

What an engagement can cover

//01

Business process automation

Map a repeatable operational task and implement an agreed workflow between the systems already in use.

//02

AI-assisted workflows

Assess a focused use case, define input and output expectations, and agree human review and handling of uncertain results.

//03

Reporting & data processing

Transform approved operational data into repeatable reporting or processing steps, with validation and exception handling.

Technology and delivery planning

We assess the existing tools and technical constraints before selecting an implementation approach. Technology choices and access requirements are agreed during scoping.

  • Existing tools, APIs and permissions
  • Sensitive data and access boundaries
  • Human review and exception paths
  • Operational logging and workflow ownership

What we agree to deliver

  • Documented workflow and assumptions
  • Agreed integrations or automation code
  • Test cases and failure-handling notes
  • Operational handover
01Understand

We discuss your business problem, priorities and technical environment.

02Scope

Together, we define deliverables, assumptions and acceptance criteria.

03Build

We implement and validate the agreed solution, with direct engineering communication.

04Deliver

We complete the handover, documentation and agreed support.

OUR OWN PRODUCT DEVELOPMENT

Engineering is part of our product work, too.

Explore MCR One’s owned portfolio. Linkx is our only live product. The remaining five products are In Development. Client-specific examples require publication permission.

Explore Selected Development

Questions, answered

Does every automation need AI?

No. A conventional integration or deterministic workflow may be the right solution. The business process and its risks guide the choice.

Can we keep people in the approval process?

Yes. Review points, permissions and exception handling are part of the scope discussion.

Can you work with our current tools?

We assess available APIs, access permissions and platform constraints before proposing an integration.

LET’S TALK

Have a technical
project in mind?

Tell us about your ai & workflow automation requirements. We’ll start by understanding the scope.

Discuss Your Project