What is AI automation?
AI automation combines deterministic workflow steps with model-assisted classification, extraction, generation, or decision support. The design should keep human approval at consequential or uncertain steps.
AI automation
We time the process as it runs today, automate the steps that hold it up, and leave a named owner for the exceptions. Before and after, not a projection.
01
Current handling time, error rate, volume, and review cost, measured on the process as it runs now. That number is what the automation gets compared against.
02
What the system may act on, what needs approval first, and how it recovers when an input is ambiguous. Consequential actions keep a human in front of them.
03
A named person reviews what falls out, and the threshold the first workflow must clear before we automate the second one.
Automation pays when the work repeats often enough to have a baseline and someone owns the result. We would rather ship one workflow you can measure than a platform you cannot.
Not the right call if the underlying process changes every time or has no accountable owner, or the business case depends on an assumed ROI rather than current operating data.
01
The workflow repeats often enough to establish a useful baseline.
02
Inputs and downstream systems are accessible through governed interfaces.
03
A named owner can review exceptions and accept the result.
AI automation combines deterministic workflow steps with model-assisted classification, extraction, generation, or decision support. The design should keep human approval at consequential or uncertain steps.
It fits repetitive work with stable inputs, measurable handling cost, and clear exception ownership. Conventional automation is preferable when every rule can be specified reliably without a model.
Builderz uses three entry offers: Architecture and delivery sprint ($3K-$5K), Production build ($10K-$40K), Reliability and rescue sprint ($5K-$15K). The project brief determines which offer fits; the proposal then defines scope, owner, acceptance criteria, exclusions, payment schedule, and change control.
Builderz starts with the workflow, authority boundaries, failure modes, and acceptance tests. Reliability targets, security controls, support terms, and deployment constraints are written into the accepted scope rather than implied as blanket guarantees.
Bring a current process map, volumes, handling time, error and exception examples, system access constraints, and a baseline against which the automation can be evaluated.
Let's work together
Tell us what is blocked, who owns the decision, and what budget is approved. Qualified briefs get a one-business-day review.
Acceptance in writing
Criteria agreed before build starts
Proposal in 48h
After a qualified scoping call
Change control
Scope, exclusions, and owners named