A QA/QC program is the part of an engineering firm that most needs consistency and often has the least of it. Each discipline group has its own checklists, its own habits and its own view of what a review is. Before an agent is asked to check drawings, calculations or specifications against the firm's standards, the leaders of each group can score their readiness on the areas below. Rate each from zero to three, where zero means not in place, one means informal, two means written and used by some, and three means written and used by everyone.
Written checklists
Does the group have a current checklist for each deliverable type, covering drawings, specifications and calculation packages? An agent can only check against a rule that has been stated. Groups that carry their checklists in the heads of senior engineers will score low, and the exercise of writing them down is the most valuable result of the whole rubric.
Agreement on severity
When a reviewer finds an issue, is there a shared view of what is critical, what must be corrected before issue, and what is a note for next time? Without that, an agent's flags will be treated inconsistently, and people will conclude it is unreliable when the real problem is that the firm never agreed on what matters.
Review records
Are review comments recorded in a place that can be searched, with the finding, the resolution and who closed it? Records tell an agent what recurs. They also show the firm which kinds of errors keep returning, a lesson that has value independent of any software.
Standards currency
Who owns the standards, and how often are they updated for code changes and lessons learned? A checklist that was correct two code cycles ago will produce confident wrong findings. Score the group on whether there is an owner and a process, not on whether the standards are perfect.
Independence of review
Does the person who checks a deliverable differ from the person who produced it, and does the reviewer have the time to be thorough? The agent can take on the routine comparison so that the reviewer spends attention on judgment, but only if the review role exists in the first place.
Sign-off clarity
Is it clear who decides, signs and seals? The engineer of record carries that responsibility, and the rollout must leave it unchanged. Score the group on how clearly its current practice shows who reviewed what.
Reading the total
Add the six scores. A group near the top is ready to have an agent check routine items against its checklists, with a named reviewer receiving each finding. A group in the middle should begin with the areas scoring lowest and take on one deliverable type. A group near the bottom benefits from the writing-down work first, and an agent can help draft the checklists from past review comments for the group's leaders to edit.
Reading the pattern across offices
The total matters less than the spread. If one office scores far above another in the same discipline, the firm has two QA/QC programs under one name. That is a finding for the principals before it is an input to a rollout. Start where readiness is highest, show what the agent does with real findings, and extend to the other offices with the first group's checklists as the model.