---
title: 'Linoi Siboni on turning scattered inputs into structured outputs'
url: 'https://piper-ai.com/resources/linoi-siboni-structured-outputs'
description: 'Linoi Siboni, Administrative Manager at Peam Projects, on reviewing and organizing project information with Piper.'
contentTypes: [customer-story]
publishedAt: '2026-08-13T14:10:00.000Z'
updatedAt: '2026-10-14T08:02:37.742Z'
author: 'Ido Gedanken, CEO'
readingTime: 1
---

# Linoi Siboni on turning scattered inputs into structured outputs

1. Scattered project inputs become structured outputs
2. Work that used to take nearly two hours is now much faster
3. The process is more consistent

Linoi Siboni is Administrative Manager at Peam Projects. This page records the account already published on the Piper homepage. It does not add metrics beyond that quote.

## Situation

Project information arrived scattered and had to be reviewed and organized by hand.

## What changed

Piper helps turn scattered inputs into clear, structured outputs.

## Result

Work that used to take nearly two hours is now much faster and more accurate, making the process easier and more consistent. That "nearly two hours" figure is Linoi's published wording, not a Piper benchmark.

## Proof

> Piper has significantly streamlined how I review and organize project information. It helps turn scattered inputs into clear, structured outputs. Work that used to take nearly two hours is now much faster and more accurate, making the entire process easier and more consistent.

Linoi Siboni, Administrative Manager, Peam Projects

See [scope generation](https://piper-ai.com/use-cases/scope-generation) for how Piper structures project requirements.