One working system
One repetitive task, described, built, tested and switched on.
We keep trying to hire someone to automate the small jobs nobody has time for.
Automation workbench
A team member describes a repetitive task in plain words, a workflow is built from a fixed set of building blocks and run against past cases, and a manager can switch it on only when every case passes.
What it does
From a sentence to a running workflow, in four steps.
The workflow is assembled from known parts
The coordinator's description becomes a list of steps, and every step comes from a fixed catalogue of building blocks. Nothing outside the catalogue is accepted, so the workflow can be read line by line.
Past cases find the gap
The workflow is run against past requests and what the coordinator did with each. One urgent request is marked normal, because her description never mentioned that wording, and the switch stays locked.
The fix is hers to make
She adds the missing phrase to the urgent list. The earlier marks are cleared, the cases run again, and all of them pass.
Only a manager can switch it on
The coordinator's own button is disabled and the server refuses her. The operations manager switches the workflow on, and from then each new request is handled and logged step by step.
Ownership
You own it. All of it.
A workflow built this way is a list of steps anyone on the team can read, with the test cases that prove it. In your version those belong to you, and the next person can change a rule without calling us.
Hire or own
What the hire costs, and what this costs
List the small tasks your post hopes one person will automate. Each is a workflow like this one, and the first few can be delivered at a fixed fee while you decide whether the stream is steady enough to need a full time specialist.
On the postings our role finder read between September 2 and October 6, 2026, listed pay for AI automation, implementation and enablement specialists ran from a median low of $75,000 to a median high of $104,000. 166 of 652 postings listed a range. The full table is on the AI specialist salary page.
When the hire is the right call
Hire the specialist when there is a long queue of such tasks across many teams and tools, and someone must choose the order and keep them all running. One workflow is a project; fifty are a career.
Read this first
What you are looking at, said plainly
Demonstration system, sample data
The property care company, its tenants and its requests are invented. The build of the sample task is replayed from a recorded run, new requests arrive when a button is pressed, and the texts and emails are written to an outbox and never sent.
What it costs
Three public prices. Nothing per user.
Jim Glaser Law takes reference calls.Ask in your note and we set it up.
One step
Send me a version customized for my company
Questions buyers ask
Before you ask for your version
Does the workbench do an AI automation specialist's job?
It does a core part: turning a described task into a tested workflow. The demonstration handles one kind of task with a fixed catalogue of blocks; a specialist works across many tools and decides what to automate next.
Who can change a workflow?
The person who owns the task can edit the rule that failed, and any change clears the test marks. Switching on is reserved for a manager and only when every case passes.
What happens when it meets wording nobody planned for?
Keyword rules can miss it. That is why the past cases are run before switching on and why every run is logged, so a miss is seen and the rule is corrected.
Does it send messages on its own?
Not in the demonstration. Messages are written and held in an outbox, and the screen says they were not sent.
Which parts change in a version made for us?
The task, the building blocks and the past cases, described in your team's words on sample data. Access to your systems is not required.