Proprietary machine learning

It learns your operationfrom the people who know it.

No cameras to install and no labelling project. Fieldmark’s own ML pipeline trains models for your operation alone, from the photos and notes your team already makes — every time someone confirms or corrects its call.

What it learns

The high-consequence calls.It learns how your people make them.

Anyone can take the photo or write the note. Knowing which ones matter is the part that lives in only a few people’s heads — and the part it learns.

  • Safety
    A miss is an injury
    NIGHT SHIFT · LINE 2Cleared a jam on conveyor 2 —didn’t have time to lock it out.Line back up, running fine.
    Frontline capture

    “Cleared a jam, didn’t lock it out. Line’s running.”

    AI applies your team’s judgment

    Flagged serious. Reaching in without locking out is how people lose hands, however routine the note sounds.

  • Production
    A miss stops the line
    Frontline capture

    “Some oil under the gearbox.”

    AI applies your team’s judgment

    Flagged: seal failing. A drip there, not a weep. Work order this week, before it runs dry and stops the line.

  • Quality
    A miss reaches your customer
    NEXT RUNLAST RUN’S CARTON · LABEL
    Frontline capture

    “Line’s clear — starting the next run.”

    AI applies your team’s judgment

    Flagged: not clear. Last run’s carton and label are still on the line. That’s a mix-up waiting to ship.

It learns those calls from your people’s own decisions — and applies them every time, whoever’s on shift. The new hire, the night shift, the contractor.

The proprietary ML pipeline

The AI suggests.Your team decides what it learns.

  1. 01
    AI proposes

    On a note or photo taken as part of the work

  2. 02
    Your team confirms or corrects

    Only that decision becomes training data

  3. 03
    Training round

    Tested on your own photos it has never seen

  4. 04
    Beats the current model?
    YESIt goes live.
    NOIt’s held. Nothing changes.
Your own models

Trained on your data, served only to you. Never pooled across customers.

Compounds with use

Every correction sharpens the next round. The longer you run it, the more it knows your operation.

No cameras, no labelling project

It learns from the notes and photos your team already takes, as part of the work.

Compliance and safety calls learn from your team’s corrections today. Photo models train in rounds as the pipeline rolls out.

When the people who know move on, their calls stay — in the record, and in what it has learned from them. How the core works →

Next step

Talk about your operation.

Tell us how your site runs today. You'll leave knowing what the first week would look like on your site and what it costs, whether or not you go further.