Teaching brass changeovers in the setter's own voice
The setter's changeover is filmed once and turned into a step-by-step skill that a newer operator follows by Gujarati voice.
- In development
- Brass
- Agentic AIVoice Capture
- Phone or tablet at the machine. Cloud processing, offline playback.
- WhatsApp, job card, machine-wise setup library
It lives in the head of the senior setter.
He knows the tool offsets, collet choices and the order of adjustments for each part family. He learned by watching. There is no setup sheet.
- High-mix, low-volume jobs. Many changeovers per day.
- Setters will not type. They will talk and show.
- Machines are often older cam-type automats and CNCs side by side.
- 01
Film one changeover
A phone on a clamp records the setter's hands while he narrates in Gujarati.
- 02
Extract the steps
An agent segments the video into ordered steps, tools and settings, and drafts a skill.
- 03
The setter corrects it
He reviews the draft by voice. What he changes is the most valuable part of the record.
- 04
Guide the next setup
A newer operator follows the skill step by step, with clips and spoken prompts.
- Changeovers no longer wait for one person.
- A setup library per part family, in Gujarati.
- Fewer first-off rejects after a changeover.
A growing library of your own machine setups, narrated by your best setter.
- D1Egocentric video of the setter's hands, with narration
- D2Step boundaries, tools and settings extracted per step
- D3The setter's corrections to the agent's draft
- D4First-off inspection result after each guided setup
Recorded on site and owned by the plant. The system uses it to keep learning your floor.
- 01
Capture
Phone on a clamp, Gujarati narration, job card photo
- 02
Structure
SkillsClaw: video segmentation, step and parameter extraction
- 03
Review
Voice-first review loop with the senior setter
- 04
Record
Versioned skill per part family and machine
- 05
Surface
Step-by-step voice guidance on a phone at the machine
Changeover time drops for newer operators.
PILOT MEASUREMENT REQUIRED: minutes per changeover, guided vs unguided.
First-off parts pass more often.
PILOT MEASUREMENT REQUIRED: first-off rejection rate after changeover.
The library grows without extra effort.
PILOT MEASUREMENT REQUIRED: skills captured per month.
Run a plant with an expert like this?
Tell us whose judgement your floor cannot run without. That is where a pilot starts.