SpecTrace

Understanding where inspection-documentation work creates avoidable effort for quality and metrology teams.

Research-stage project

What this is

SpecTrace is an early research-stage project. Right now it is research, not a product: I am trying to understand a specific quality and metrology workflow before deciding whether anything should be built.

This is not a sales call and not a sales page. There is nothing to buy, and I am not claiming to have a finished tool, customers, or proof. I am simply looking to learn from people who do this work.

Who is behind it

Michael Pakyurek is a machine learning and computer vision engineer with experience building data-quality and applied vision systems. He is researching how quality and metrology teams handle inspection documentation through SpecTrace, an early research-stage project focused on understanding the workflow before building a product.

You can confirm who I am here: linkedin.com/in/michaelpakyurek.

The question I am researching

From your experience, which creates more avoidable work: drawing/FAI preparation, matching measurement results back to the compliance package, or something else?

A one-line answer is genuinely useful. There is no wrong answer, and pointing me somewhere I have not considered ("or something else") helps just as much.

Related workflows I am trying to understand

These are areas I am asking about to find the real bottleneck. Listing them is not a claim that SpecTrace addresses any of them.

  • Drawing ballooning and GD&T interpretation
  • FAI / AS9102 package preparation
  • CMM programming and measurement result import
  • Matching measurement results back to drawings and the compliance package
  • NCR / CAPA / SCAR documentation
  • Customer-portal uploads and revision changes

What I will not ask you for

Learning about a workflow does not require sensitive material. A conversation or email exchange about SpecTrace does not require any confidential, ITAR, CUI, export-controlled, or customer-restricted documents, and I will not ask for them. I am interested in how the work flows and where it slows down, described in general terms.

How to reply or refer someone

The easiest way to help is a short email reply to the question above: research@getspectrace.com.

If someone else would have a better view of this work, a referral is welcome. If an email exchange reaches a point where a brief call would be easier, we can arrange one by email — a call is optional and never required.