Capturing Retiring Engineers' Design Rules as Reusable Assets
A heavy machinery manufacturer faces a wave of retirements among the engineers who hold three decades of undocumented design judgement.
Run on Shilpa · Engineering & Design Automation
The challenge
The rules that keep designs manufacturable live in individual heads and in review comments, not in any standard.
New engineers rediscover the same constraints through failed reviews and scrapped prototypes.
Formal design standards exist but are too general to prevent the mistakes that actually happen.
How Shilpa solves it
Decision Mining
Historic design revisions and review comments are analysed to surface the rules that were actually applied.
Rule Formalization
Recurring judgements are proposed as explicit, checkable design rules for a senior engineer to confirm or correct.
Rule Library
Confirmed rules become a versioned library attached to the part families they govern.
Inline Application
New designs are checked against the library while they are being made, not at review.
Continuous Capture
Review decisions that contradict the library are surfaced as candidate rule updates.
The outcome
Institutional design judgement held as a versioned asset rather than in individual memory.
New engineers guided by the same rules seniors apply, at the moment they design.
Design review focused on novel questions rather than on repeated corrections.
Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.
Capabilities used
Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.
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Bring us the version of this that you actually have.
Every engagement is fixed-scope and outcome-guaranteed. The scoping conversation starts with your systems, not with a template.