AI automation

Would AI automation be useful in your business?

Get an independent assessment of where AI or automation could be useful, what it would involve, and whether the likely benefit justifies the investment.

A practical view of the opportunity

You may be rekeying supplier PDFs into a custom ERP, checking order acknowledgements, or chasing changes that affect production. We start with the outcome you have in mind and how the work is done today.

The example shows why the handoff matters: the supplier confirms 19 November while the order still says 12 November. A useful workflow flags that mismatch, and the buyer decides whether to change the plan.

We compare AI with simpler process changes and integrations, then agree what to test, who remains responsible, and how to measure the benefit. If you decide to proceed, we can help with implementation.

Compare the handoff
Job 1042 · ACK-882.pdf

Northfield Metals

EN8 steel blanks for PH-204

Purchase order
PO-4816
Material
EN8-50
Quantity
40 blanks
Delivery
19 Nov
AI extracts · ERP validates

Check against PO-4816

Material referenceEN8-50
Quantity40 blanks
Delivery date19 NovERP order: 12 Nov
+7 days
Buyer review

A week later. Does the plan still work?

Check the impact on machining and the promised customer date.

12 Nov19 Nov
How we can help

What an engagement can cover

Process and opportunity review

Identify repeated tasks and establish a baseline for time spent, delays, and errors before choosing what to automate.

Workflow redesign

Simplify handoffs, clarify responsibilities, and remove steps that no longer serve the operation.

Connected workflows

Move information between your existing systems with validation, monitoring, and a way to handle failures.

Team adoption

Build with the people who use the process and provide the guidance they need to operate it.

Controlled use of AI

Assess data access, output quality, and review requirements before adding AI to an operational workflow.

Measured improvement

Compare time spent, accuracy, and turnaround against the baseline to understand whether the change is working.

Ideal fit

Who this is right for

  • Manufacturers spending too much time rekeying orders or compiling reports
  • Operations teams chasing updates between departments and suppliers
  • Businesses with a repeatable administrative process and a clear owner
  • Leaders who want to assess automation or AI against a concrete business problem
Advice in practice

The decisions behind the work

Placeholder examples. These fictional companies and scenarios will be replaced with verified client stories.

Lorem Industries
Illustrative example

Considering an owner’s next step

An illustrative advisory scenario exploring the operational information and responsibilities involved in stepping back.

Ipsum Engineering
Illustrative example

Understanding scattered business data

An illustrative advisory scenario assessing which information to bring together and what decisions it could support.

Dolor Manufacturing
Illustrative example

Assessing a proposed investment

An illustrative advisory scenario comparing a supplier proposal, the alternatives, and the case for investing.

Talk through your next decision.

You do not need a project brief or a particular solution in mind. Bring the question you are considering, and we can start there.

Want a more structured starting point?

Manufacturing systems review

Follow a job from its released CAD drawing through ERP planning, CAM, production and costing. Find where revisions, records or responsibilities stop lining up. We agree the questions and scope with you first.

  • A map of your current systems and key workflows
  • An assessment of the gaps that matter to your decisions
  • Independent recommendations and practical next steps
Ask about a systems review
PH-204 / pump housing
01Release
SOLIDWORKS / PDMPH-204 · Rev COwner: Engineering
02Plan
Custom ERPJob 1042 · Rev BOwner: Planning
03Program
CAMSTEP → toolpath → NCOwner: Unassigned
04Make
Shop-floor records1042 · 40 hoursOwner: Production
05Close job
ERP / accountsActual time not linkedOwner: Accounts

Match the job to the released revision.

CAD is at Rev C; the ERP job says Rev B. Confirm the part, BOM and routing before issuing work.