Independent frontline product work

Practical digital tools for frontline work.

I build small, testable tools around problems seen in daily operations. The current work focuses on multilingual safety understanding and more practical housekeeping room runs.

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Independent prototypes. Private walkthroughs only. No company or client endorsement is implied.

SAM Mate2 / 3

Review in a familiar language

EnglishEspañol中文

✓Hazard reviewed

Worker confirmation

Housekeeping JourneyNext

Today’s editable room run

1Room 104Start

2Room 108Move

3Room 112Later

01Start with observed work

02Keep judgement visible

03Fit existing systems

04Validate before expanding

Two separate frontline problems

Each product has a clear job.

They share a practical design approach, but they are not one combined platform. Each can be explored and tested on its own.

01 · Safety understanding

SAM Mate

A multilingual preparation layer for Take 5 and other pre-task safety conversations.

Workers review tasks, hazards and controls in a familiar language, adjust the wording to match the day, then complete the organisation’s existing official form themselves.

Plain-language support alongside approved English terms
Editable prompts and a reusable content library
No automatic submission or collection of official form data

Explore SAM Mate

SAM MateReview 2 of 3

EnglishEspañol中文

✓

HazardWet floor

Edit

✓

ControlPlace warning signs

Edit

Worker checkDoes this match today?

Review

Official submission stays with the worker

Housekeeping Journey6 rooms

Today’s editable room run

Room 104Ready to start

Next

Room 108Standard clean

Move

Room 112Occupied — revisit

Later

Room completeChange order

02 · Room-run planning

Housekeeping Journey

An editable room-run guide for distributed accommodation housekeeping.

Once a room list is assigned, the prototype turns it into a clearer sequence and lets the team adapt when a room is occupied, already finished or better handled later.

A practical suggested starting order
Simple reasons behind each next step
Daybook notes that help new starters learn the run

Explore Housekeeping Journey

The working approach

Useful first. Careful by design.

I prefer a small, honest prototype that can be questioned by frontline workers over a polished system built on untested assumptions.

Start with observed work

Build around the decisions people already make during a shift.

Keep judgement visible

Support the worker or supervisor without hiding their final decision.

Fit existing systems

Add a practical layer without pretending to replace the official record.

Validate before expanding

Use a small prototype to learn what is useful, safe and worth keeping.

Field notes

What the prototypes are trying to learn.

View all insights

Safety understanding

Completing a Take 5 is not always the same as understanding it

Why language support should improve the conversation without taking control away from the worker.

Housekeeping operations

Why room-run planning needs to adapt after the shift starts

A route is useful when it explains the next step and stays easy to change.

Private walkthroughs

Working on a similar frontline problem?

If you work in remote operations, HSEQ, accommodation services or digital improvement, I’m happy to compare notes and show the current prototypes privately.

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Please don’t send confidential workplace documents, personal information or incident details.