Pini Liberman on estimates grounded in the project documents
Pini Liberman, CEO of a $3B general contractor, on why strong pricing starts with knowing the project and how Piper keeps estimates tied to the documents.
Author
Ido Gedanken, CEOPublished

- Type
- Customer story
- Read
- 1 min
- Published
On this page
Pini Liberman is CEO of a $3B general contractor. This page records the account already published on the Piper homepage. It does not add metrics that were not in that quote.
Situation
In construction, strong pricing starts with knowing the project inside and out.
Before Piper
That required an impossible amount of manual review and still left room for blind spots.
What changed
Piper does the heavy review work, flags risks early, and gives the team confidence that estimates are grounded in the project documents.
Result
The published account is qualitative: helping win work while protecting margin. Piper has not published a numbered before-and-after for this team on this page.
Proof
In construction, strong pricing starts with knowing the project inside and out. Before Piper, that required an impossible amount of manual review and still left room for blind spots. Piper does the heavy review work, flags risks early, and gives us confidence that our estimates are grounded in the project documents, helping us win work while protecting margin.
Pini Liberman, CEO of a $3B General Contractor
See AI bid leveling and final bid review for the workflows behind that review.
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