Results
That is the estimate from our work with NTH, Inc., a Minneapolis real estate firm, across the people whose days were built around document work. Below is where those hours actually came from, counted as the specific manual steps that stopped happening.
Estimated from the work rather than formally tracked. We would rather label it than dress it up as a measurement.
01
Time does not disappear in blocks. It leaks in five and ten minute pieces, several times a day, doing things nobody would describe as their job if you asked them what they do.
That is why it never shows up in a calendar audit and why most people underestimate it. The only reliable way to see it is to write down every step a process actually takes, which is the first thing we do on a discovery call.
Across the four automations on this page, 23 separate manual steps stopped happening. Every one of them was something a person previously did by hand, every time, forever.
02 — What that looks like
These are real shapes we have built. Each list is the work that used to happen by hand every single time the process ran.
23 manual steps removed in total
A finished call becomes a filed summary, updated contact records, assigned tasks and a drafted follow-up email.
What used to happen by hand
Trigger: One sentence
Now takes: Under two minutes
A lease, amendment or LOI becomes a standard abstract with a critical dates table.
What used to happen by hand
Trigger: Dropping in a file
Now takes: Minutes, not an afternoon
Multiple proposals become a side-by-side multi-year occupancy cost model.
What used to happen by hand
Trigger: A folder of proposals
Now takes: One pass
A deal folder and email thread become a client-ready update in a consistent format.
What used to happen by hand
Trigger: A scheduled run
Now takes: Drafted and waiting
03 — The pattern
Most repetitive business work takes information in one shape and puts it out in another. A transcript becomes a summary. A lease becomes an abstract. That shape is exactly what this technology is good at.
Automations draft, people send. Anything leaving your business gets read by a human first, which is what makes teams willing to let an automation near real work at all.
04 — The client
“We were only scraping the surface of AI’s full potential and didn’t really know how to incorporate it into our daily work to be more efficient and produce higher quality work products for our clients.”
“We are finding ways to incorporate AI across the firm, from automating mundane tasks to creating dynamic information for clients. For many areas, we continue to create the core content but the final product is elevated, more impactful, and more effective in communicating complex information.”
Questions
The shapes recur more than people expect, because most repetitive work is document in, document out. Whether your version is worth building is what the discovery call establishes, and you get a written map of the process either way.
It moves up. The pattern we see is not fewer people, it is the same people spending the recovered hours on the parts of the job that actually need judgment, which is usually the client-facing part.
Next step
A free 30-minute call. We map one process end to end and count the steps. You keep the written map whether or not you hire us.