Method
Classic project management steers by the plan, agile by the working increment delivered at the end of each cycle. Both assume a human can judge the result presented within reasonable time. That assumption no longer holds without limits. This is where our method KEEL comes in.
Situation
This is not about manufacturing but about knowledge work in a project: anyone using AI in engineering today obtains drafts, specifications, analyses and code orders of magnitude faster than before. The time a specialist needs to understand, assess and take responsibility for such a result has stayed the same.
In practice this leads to four questions that keep coming up: why did the second attempt produce something different? Can someone else take this over? Did we actually review it? And what happens if the tool we use is no longer available tomorrow?
None of these questions is new — what is new is that neither classic nor agile approaches have an instrument for them.
This is where KEEL applies
Positioning
KEEL supplies an existing process rather than replacing it. Your milestone and release procedure stays untouched. That is why a single team can start with it without waiting for a new company-wide process to be introduced and approved.
KEEL is a way of working, not software. It runs on what you already have — file storage, version control, ticket system. No additional platform to maintain.
Where hardware, software and test come together, one avoided iteration saves more than any efficiency measure. That is exactly where the method applies.
Recording every intent costs time at first. It pays off as soon as handovers, audits or follow-up questions arrive — as a rule, not in the first week.
The method paper covers maturity levels, embedding into stage gate processes, the data and confidentiality model, metrics — and the limits of the method.
Write a few lines about what is going on — after that we can say whether a first, limited step makes sense. No obligation; by phone just as well.
