How to Automate Technical Approval Workflows
By Rubicon engineering team · Published · Updated
Start with the decision, not the form
List the decisions reviewers actually make: approve, reject, or ask for more information — and what they need to see to make them. That list becomes your intake form. Fields that no decision depends on are friction; remove them.
Route on risk, not on habit
Not every change deserves the same scrutiny. Encode the triage rule once — for example, changes affecting safety systems or above a cost threshold go to senior review, everything else to engineering review. In Rubicon this is a decision step in the process that branches on the submitted answers, so the rule is applied the same way every time.
Keep clarification on the record
The most common approval delay is a missing detail. If reviewers ask by email, the answer lives in a mailbox and the record stays incomplete. Use clarification requests instead: the reviewer asks through the request, the requester replies through a private single-use link, and both question and answer attach to the original record without rewriting it.
Let AI read first, decide never
An advisory AI review can summarise a long request and flag missing information before a human opens it. Keep it advisory: the suggestion should only ever offer actions the reviewer could take anyway, and executing it should go through the same audited path as a manual decision.
Practical takeaway
Automate the routing and the record-keeping; leave the judgement to people. You get faster cycle times because requests arrive complete and pre-sorted — not because anyone rubber-stamps faster.