PayShepherd captures lessons learned from your project documents as work happens, then surfaces the right ones when your team is planning the next job, so knowledge compounds instead of getting lost between projects.
How it works
Lessons are drafted as work happens, so your team can put its energy into applying them before mistakes repeat.
AI reads the documents your project already produces and drafts structured lessons with title, what happened, root cause, and takeaways, throughout every phase.
Drafts land in a review queue. Approve, edit, tag by phase, and assign action items, so only high-quality lessons enter your shared knowledge base.
Upload a scope of work or execution plan and the right past lessons surface automatically, matched to your project scope and phase, right when you're planning.
Lessons are generated automatically throughout each phase by analyzing meeting minutes, change orders, RFIs and progress reports. You develop high-quality lessons from the whole project, not just what someone remembers at the end.
Drop file or click to upload
PDF, Word, Excel, PowerPoint, images, audio & more — max 50 MB
Owner-supplied steel arrived 22 days late
Long-lead structural steel ordered by the owner missed its delivery window. The crew lost two weeks of trade sequencing and swapped the deck-replacement sequence to stay productive.
Suggested for this scope
Tenant-driven scope change mid-rough-in
Heritage Tower · Rough-In
Owner-supplied steel arrived 22 days late
Bridge Retrofit · Procurement
Concrete pour delayed by inspection gap
North Site Phase II · Foundation
Upload project details and scope documents, and the platform suggests the most relevant lessons from your library. Reduce prep time, avoid repeat mistakes, and turn past performance into practical guidance for the next project.
A lesson isn't finished until something changes. Assign action items to owners, set due dates, and track them to completion, so every lesson drives a concrete improvement instead of sitting in a report.
Concrete pour delayed by inspection gap
Point to one messy folder, PDFs, Word docs, spreadsheets, slide decks, even meeting recordings. The platform reads every document, groups them into the projects they came from, and starts extracting lessons.
Assign each lesson to the subject matter expert closest to the work. They're kept in the loop to approve it, add context, or return it with feedback before anything reaches your library. Your experts shape what becomes institutional knowledge.
Tenant-driven scope change mid-rough-in
A late tenant request changed the rough-in layout after walls were framed. Capturing the rework early kept the next fit-out on schedule.
“Now we just upload a scope of work or a construction execution plan and pull lessons learned from our relevant past projects. We've never been able to do that without putting in a ton of manual effort.”
Director of Projects
Oil & Gas construction company
FAQ
Common questions from preconstruction and project delivery teams.
A lessons learned program is the practice of capturing what went well and what went wrong on a capital project, then reusing that knowledge on future work. PayShepherd modernizes this by generating structured lessons automatically from your project documents and surfacing the relevant ones during planning.
AI analyzes the documents your team already produces during execution — daily reports, meeting minutes, RFIs, change orders, inspection reports and progress reports — and drafts structured lessons with a title, what happened, root cause and key takeaways for your team to review and approve.
Upload a scope of work or construction execution plan and PayShepherd suggests the most relevant lessons from your past projects, matched to your project scope and phase — no manual searching required.
Spreadsheets rely on people remembering to log lessons at closeout and rarely get reused. PayShepherd captures lessons continuously across every phase, keeps them in one centralized database, and pushes the right ones back to teams when they plan the next project.
