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Case Study · Pharma · Cleanroom Safety

PPE Review for Pharma Plants

Turns cleanroom and production video into timestamped, GMP-ready evidence of who was missing required PPE, so a lapse can be found, proven and reported.

At a glance

PPE review for cleanroom and production lines

Footage is processed on the plant's own server and does not leave the site
Checks
Face mask, hairnet, gloves, goggles
Input
Uploaded clips or photos, or live RTSP cameras
Output
Violation timeline, annotated video, snapshots and a written report per clip
Runs on
The plant's own on-site GPU server
Overview

From hours of footage to evidence you can file.

Cleanrooms are filmed all day, but nobody can watch it all. When a deviation report needs proof of a PPE lapse, someone has to find that moment by hand.

Korv Glanz does the first pass. It checks every clip for the PPE you choose, boxes each lapse on the affected body part and writes up what it found, so the reviewer starts from evidence instead of raw video.

Everything runs on the plant's own GPU server, so confidential footage stays on site.

The reviewer gets a timeline of lapses with evidence frames, not a folder of video.

Business Challenge

PPE lapses are easy to miss and costly to document

Footage is long, cameras record only on motion, and a deviation report needs proof, not a guess.

Manual Review

Before
01

Volume

Hours of cleanroom video cannot be watched in full by a person.

02

Evidence

A GMP deviation report needs a timestamped frame showing the lapse on the affected body part.

03

False alarms

A mask or glove cannot be judged if the face or hand is out of frame, so a naive detector over-reports.

04

Sensitive footage

Plant footage is confidential, so processing has to sit close to the site.

With Korv Glanz

After
01

Every clip gets a first pass

A detector checks each clip for the PPE you choose.

02

An evidence frame for every lapse

Each lapse is timestamped and boxed on the affected body part.

03

Judged only when visible

Nothing is reported for a body part that is out of frame.

04

Processing stays on site

Inference runs on the plant's own GPU server.

How It Works

The first pass is automated. The reviewer gets evidence, not raw video.

What happens to a clip, from upload to report.

01 · Upload

Add footage

Upload a clip or photo and choose which PPE to check: face mask, hairnet, gloves or goggles.

02 · Queue

The job is queued

The job goes to the plant's on-site GPU server, which needs no inbound ports.

03 · AI review

Lapses are boxed

A detector boxes violations and a vision-language model builds a timeline with evidence frames.

04 · Safety note

The clip is written up

A written note describes the clip in words, person by person.

05 · Report

Evidence is packaged

Each clip gets an annotated video, snapshots and a written report for deviation reports.

06 · Live cameras

Cameras are watched live

RTSP cameras can be watched live, each with its own zone, required PPE and active hours.

The Rule That Cuts False Alarms

A Lapse Is Only Reported When the Body Part Is Visible.

A violation is boxed on the affected body part, and nothing is reported unless that body part is visible. A face mask can't be judged on a face that is out of frame, so it isn't flagged.

Camera Views

Compliant and non-compliant, on every camera

The same monitor runs across the plant, from charging and granulation to packaging and inspection. Staff in full PPE are marked OK; a lapse is boxed and the missing items are named.

Illustrated views
Beyond the Cleanroom

It works in other industries too

The PPE list is a setting, not a rebuild. Choose what each job needs and the same review boxes the lapse and writes it up, on a workbench, a building site or a factory floor.

Filmed in our own office

Two colleagues soldering at a workbench, run through the review. Gloves were required; both worked bare-handed. These are the boxes and notes it produced.

Workbench · 1
Safety note1 of 1 person not wearing the required PPE

A technician is soldering electronic components on a circuit board at a workbench. The task requires gloves for hand protection, but he is working bare-handed.

Person 1 · man in a green patterned shirt

Sitting at the workbench. His hands stay bare throughout.

  • Face maskNot needed
  • HairnetNot needed
  • GlovesNeeded · not worn

Gloves not worn · written up from 26 checked frames

Workbench · 2
Safety note1 of 1 person not wearing the required PPE

A man is soldering electronic components on a circuit board at a workbench. The work is focused and precise, but done without gloves.

Person 1 · man in a blue shirt and jeans

His hands are bare while holding the soldering iron and steadying the board.

  • Face maskNot needed
  • HairnetNot needed
  • GlovesNeeded · not worn

Gloves not worn · seen in 19 of 19 checked frames

Across other industries

Stock footage from four other kinds of work, each with its own PPE list: hard hats, goggles, safety shoes and hi-vis as well as gloves and masks.

Construction & stone cutting

Cutting stone with an angle grinder, bare-handed: gloves flagged.

Metal fabrication

Grinding with sparks, bare-handed: gloves and coverall flagged.

Textile processing

Hairnet on, but no gloves and the face mask pulled down: both flagged.

Interior construction

Hammering a plug into a wall: hard hat, goggles and gloves flagged.

Also in the Product

More than a detector

The review sits inside a product your quality team can use every day, on uploads and on live cameras.

Core workflow

Footage → Detector → Visibility Check → Vision-Language Model → Timeline & Report

Jump-to-violation timeline

Every clip opens on a timeline that jumps straight to each lapse.

Person tracking

The same person is followed across long stretches of footage.

Live alerts

Alerts from live cameras, filtered by day, week or month.

Live RTSP cameras

Each camera has its own zone, required PPE and active hours.

Library and admin

A demo library, per-user uploads and an admin users page.

Tuned thresholds

Confidence thresholds are tuned for each PPE item on real frames.

Built for Regulated Sites

Security, access and data handling

Plant footage is confidential. Every part of the review is set up so it stays that way.

AreaHow it is handled
InferenceRuns only on the plant's GPU server
Sign-inGoogle sign-in through Keycloak, with roles managed by an administrator
VisibilityUploads are visible only to their uploader; admins see everything
StoragePrivate, encrypted buckets with all public access blocked
RetentionUploaded clips expire automatically
See It On Your Cameras

Ready to review PPE automatically?

See how Korv Glanz reviews footage from your own cleanrooms and production lines, and what it finds.

  • ✓Personalized 1-on-1 walkthrough
  • ✓A review of footage from your site
  • ✓Technical integration assessment
On-site inference. Evidence frames. Written reports.
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