AE07Master LingTing
Chief Listening Inspector
I listen to every single unit that comes off the line. 100% inspection, unit by unit, verdict in 500ms.
HeardIn One Word
bestfunc · AI Digital Engineering Team
A high-caliber intelligent team: sharp senses, precise judgement, evolving intelligence.
The AI acoustic inspection system is their ears; the dual mechanism-based + deep-learning engine is their judgement.
Positioned at every step of industrial quality management — on duty 7×24, never tired, never resigning, standards that never drift, sharper the more they are used.
8
Roles
7×24
On Duty
Many
Industries live
Team Roster · ROSTER
From vehicle R&D to line listening, process tuning, production operations, equipment maintenance and project delivery — eight roles covering every quality gate from R&D to delivery.
Different roles, the same responsibility.
AE07
PE01
PL60
VE05
SN80
RD90
ME10
IE88How They Work · HOW IT WORKS
Eight digital engineers working together from one workstation, covering the full lifecycle of inspection, analysis, operations and delivery: a single entry point reaches all three platforms plus your own systems, with tiered permissions and a full audit trail.
Permissions & Boundaries · TRUST & CONTROL
An AI that can operate your production systems must first answer one question: what happens if it goes out of control. The answer is written into the permissions.
Pull data, check status, run analysis, produce reports — anything that changes nothing runs directly, without bothering anyone.
Control the PLC, dispatch work orders, push parameters — any hands-on action asks for confirmation first. It runs only once you approve.
Who triggered it, when it ran, what it called, what came back — every action is logged and traceable at any time.
Every digital engineer outputs verdicts, recommendations and reports; approval, signature and accountability always rest with the responsible person on the customer side. They also have clear capability boundaries — a boundary is not a disclaimer but a trust asset: only a colleague who knows what they don't know is worth trusting with the work.
On-Premise Deployment · ON-PREMISE
All eight digital engineers are deployed inside your plant — no model leaves the plant, no data leaves the plant, and the record of every verdict stays in your hands.
Deployed locally on the edge node, with neither models nor production data leaving the plant — meeting industrial customers' data security and compliance requirements.
Local inference at the edge means a network outage never affects line inspection — verdicts keep coming, the takt stays steady.
Every verdict is traceable and auditable, satisfying quality-system audits and customer traceability requirements.
Every capability described for the digital engineers is backed by a corresponding product function; roles presented as team direction are subject to the project contract.
Start with Master Ling — two weeks on the job, every verdict checked against your own master's ear, then decide whether to send more.