The build that can give PMs back 5+ hours a week
“How in the hell can I eliminate some keyboard strokes?”
VP of Operations, construction firm
That question, asked unprompted by an ops leader at another company entirely, is the whole problem in one sentence. This pain isn’t one developer’s quirk; it’s industry-wide.
When I sat down with the lead PM on a completed $50M multifamily project, he put it another way: “I spend half my week doing paperwork, not managing the project.”
Then he showed me. Every one of the project’s 2,500+ submittals ran through the same mechanical pipeline: download from Procore, hunt through a 900-page spec book for the relevant section, build a cover sheet by hand, set up a Bluebeam review session, invite reviewers. The same information typed three times: into Procore, into the cover sheet, into Bluebeam: because none of the tools talk to each other.
So I built the automation layer, working directly with that PM: and then tested it against the project’s complete historical document set to see exactly how much time it gives back.
I answer to my clients, not a board.
Procore stays Procore. Bluebeam stays Bluebeam.
No new logins, no new dashboards, no retraining.
I learn how your people actually work, then build underneath it.
On the $50M project, the lead PM was losing hours of skilled time every week to administrative work that required zero judgment. Not a crisis. Just Tuesday. But across a project lifecycle, it compounds into months of skilled people doing data entry.
~45 minutes each, times 2,500+. Download, classify against a 900+ page spec book, create the cover sheet, set up the Bluebeam session, invite reviewers. Pure pipeline work.
~10 minutes each of manual re-entry and mental-math rate checking, times 1,000+. Every uncaught discrepancy is money that quietly leaves the job.
At $50,000/day to keep a project site running, a PM losing hours a week to paperwork isn’t a productivity issue: it’s a margin emergency.
I lead with change orders: easiest to demonstrate live, and the one that directly protects margin. Submittals are the larger time-savings engine.
A change order PDF lands from a subcontractor. The system extracts every line item, validates each rate against your rate cards and historical patterns, flags discrepancies, and delivers a ready-to-approve summary. The PM reviews and approves; the system logs to Procore with a full audit trail.
The system watches for new submittals, classifies each against the project spec book, generates cover sheets with spec cross-references, spins up the Bluebeam review session, and invites the right reviewers: automatically. The PM guides the actual review. The machine handles everything before it.
The principle across both: the PM still approves everything. Human judgment stays where it belongs. The busywork underneath disappears.
I ran the automation against the project’s complete historical dataset: every submittal, every change order, every spec sheet: processing them exactly as if the project were live. These are timed results from thousands of real documents, pressure-tested across repeated runs.
32 minutes saved per submittal across 2,500+ submittals = over 1,300 hours. Add ~7 minutes per change order across 1,000+ change orders and the total clears 500+ recoverable hours per project: returnable to managing the job instead of managing documents.
Because it’s the only way to measure honestly. A finished job gives you the complete document load: every submittal, every change order, start to finish: plus the ground truth of how each was actually handled, so every automated output could be checked against the real human decisions. A live project can’t give you that rigor. The one thing this isn’t is a production deployment over a full project lifecycle: and that final proof is precisely what the pilot delivers: on your project, with your documents, at production stakes.
I interviewed the PM closest to the pain, mapped every step of his actual workflow, and found the highest-volume friction: not what leadership assumed was broken.
I documented the ideal workflow, mapped every decision point, and separated where human judgment is essential from where busywork had crept in.
API-driven, no new software, working inside Procore and Bluebeam. Built and validated in weeks, not months.
Dashboards and signals so ops leaders can see how the team is actually performing: delivered after the core engine is proven, not before.
Most AI projects in construction fail because nobody did the unglamorous integration work. The tool is usually fine. What’s missing is the boring part: deciding exactly which task it replaces, showing the crew how it fits, and sticking around until the new habit beats the old one. That boring part is my entire job.
Works inside Procore and Bluebeam. No new logins, no training required.
The system remembers prior decisions: rates, reviewer assignments, spec classifications. It doesn’t re-ask questions it already knows the answer to.
The automation extracts, classifies, and assembles. A human approves every output.
Code, documentation, training: you own everything I build.
Full audit trail on every automated action.
Change order risk gets caught early. Automated rate validation flags discrepancies before they become margin erosion.
Submittal turnaround drops from 45 minutes to 13. PMs spend their time on the actual review, not the pipeline in front of it.
More projects per PM. When those hours come back, one PM carries more work without burning out.
Junior staff actually develop. Project engineers learn project management instead of typing the same information three times.
Experienced people are retiring out of this industry faster than they’re being replaced. When you can’t hire your way out, the only lever left is making the people you have dramatically more effective. That’s not AI hype. It’s operational math.
A single-workflow pilot on one of your projects. I scope the workflow, define success metrics, and build. Results guaranteed: you only pay for what delivers.
Live within 7–10 business days of receiving
Procore sandbox access and sample documents