Engineering lessons learned, shown at the right part
In short
Engineering lessons learned are documented findings from complaints, engineering changes, tests and commissioning that should change the next design. AI helps write them in a fixed form, tag them by part, function and failure, and show them in CAD or PDM when a designer works on a comparable part. We build this with you.
Updated 27 Oct 2026
The lesson from a worn bearing seat or a late change usually ends up in an 8D report, a change request or a commissioning log. The next designer who works on a similar part rarely sees it. The aim is to show the lesson where the next design decision is made.
- Start with
- Quick Scanone week · €4,900
- Systems
- Solid Edge, SolidWorks, Inventor, Autodesk Vault, SolidWorks PDM
- Result
- Lessons shown at the matching part
How it works
- 01
Pick the sources
In the Quick Scan we look at where lessons are written down today: complaint and 8D reports, change requests with their reasons, test reports, commissioning and service reports. We start with the sources that hold the most usable lessons.
- 02
Write and tag each lesson
The AI drafts each lesson in a fixed form: what happened, the cause, the rule for next time and the affected parts. It proposes tags such as part family, function, material, failure type and supplier. An engineer confirms or corrects the lesson before it is published.
- 03
Link lessons to parts
Lessons are linked to part numbers, part families or functions in Autodesk Vault or SolidWorks PDM. Through the family and function links they also reach new parts that are similar, not only the part where the problem occurred.
- 04
Show them at the right moment
In Solid Edge or SolidWorks, a panel shows the lessons for the open part or assembly. In the PDM they appear on change requests and in the design review pack. The designer marks each lesson as applied or not relevant.
What you get
Lessons in one form
Each lesson with situation, cause, rule and the source document it comes from.
Links to parts and functions
Tags and links to part numbers, part families and functions, confirmed by an engineer.
Hints in CAD and PDM
Lessons appear while designing a matching part, on change requests and in design reviews, each with its source.
Feedback from designers
Applied and rejected lessons are recorded. Outdated lessons are revised or retired, and lessons applied again and again become candidates for a design guideline or company standard.
Limits
Lessons are only as good as the reports they come from. A complaint report without a cause gives no usable rule, and the AI does not invent one. Linking needs part families, a classification or at least consistent part names. Too many hints get ignored, so each hint needs a clear trigger, and someone has to own the lessons and retire outdated ones. Lessons that name customers or suppliers need access rules. Whether a lesson applies to the current part is decided by the designer.
Systems
- Solid Edge
- SolidWorks
- Inventor
- Autodesk Vault
- SolidWorks PDM
Frequently asked questions
What are lessons learned in engineering design?
Lessons learned in engineering design are documented findings from complaints, engineering changes, tests, commissioning and service that should change how future parts are designed. A usable lesson names the situation, the cause, the rule for next time and the parts or functions it applies to. Lessons that hold over time often move into design guidelines or company standards.
How can lessons learned be shown in Solid Edge or SolidWorks?
Through the API of the CAD system. Solid Edge and SolidWorks let an application add a panel to the user interface and read the open part, its properties and its place in the assembly. The application looks up lessons linked to the part number, part family or function and shows them with their source. Autodesk Vault and SolidWorks PDM can show the same lessons on change requests.
What is the difference between an 8D report and a lessons learned entry?
An 8D report documents how one specific problem was solved, in eight disciplines from team and containment to root cause, corrective action and preventing recurrence. A lessons learned entry takes the part that matters for future designs and states it as a rule, linked to part families or functions. One 8D report can yield one lesson, several or none.
Why do lessons learned databases in engineering often go unused?
A common reason is that designers have to search them, and at the moment of a design decision nobody thinks of searching. Entries are often free text without a clear rule or a link to parts, so they are hard to find even when someone looks. Lessons get used when they have a fixed form, are linked to parts and functions and appear in the CAD or PDM system without a search.
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