Featherline plugs into your MES and runs the research, root-cause analysis, and corrective actions your team does manually every week, so engineers act on decisions, not hunt for data.
Our product
Featherline is our agentic decision layer, digital twin, and agent engine — one product that turns the data your plant already produces into the decisions your team keeps making by hand.
Plant teams run Featherline for
What we build
Aesthon Labs builds agentic AI for manufacturers who already have the data — and still run the plant from spreadsheets and Monday meetings.
Agents read plant events, reason over weeks of context, and surface the next correct action — scored, explained, and ready to approve.
A queryable mirror of every line, asset, and OEE metric — streamed from the systems you already run.
We sit above your MES, SCADA, and historian, read-only by default. No new hardware, no rip-and-replace.
Per-plant SOPs, KPIs, and approval gates — designed for engineers on shift, not a generic AI template.
Solutions
Fourteen agentic workflows across the plant — grouped by the function that feels the pain.
OEE recovery in-shift, predictive maintenance, and quality intelligence.
Root-cause automation and changeover playbooks encoded as agent workflows.
Inbound parts risk, outbound OTIF, and inventory rebalanced SKU by SKU.
Live OEM scorecards, warranty root-cause, and field-failure feedback loops.
RFQ responses, pitch decks, and content grounded in your real program data.
Industries
We start where the pain is sharpest — automotive suppliers who already run MES and SCADA, and still chase OEE by hand. The approach generalizes to any discrete manufacturer.
Why now
per engineer per week lost to data prep and root-cause hunts
typical lag from a line anomaly to a documented corrective action
of plant insight trapped in slide decks and Excel, not in workflows that act
Estimates from conversations with Tier 1/2 plants in Southeast Asia.
How we work
Four principles shape everything Aesthon Labs ships.
Another chart doesn't fix a line. We ship the action — scored and ready to approve.
We design from the plant, not the demo. Every workflow starts with a real shift.
Agents earn trust one approved action at a time. You always hold the gate.
Audit trails, reversibility, read-only defaults. The exciting part is the outcome.
Insights
In ninety days, XPeng's G6 rolled off a Melaka line, MG started assembling the MGS5 a few bays over, and BYD's plant stalled in negotiation. The OEMs get the headlines. The Tier-1 and Tier-2 plants underneath get the variance.
Six weeks ago, Siemens, NVIDIA, and ABB turned agentic manufacturing into a product roadmap. We watched from a stamping plant in Klang. Here's what the announcements validated, and the part they don't reach.
Dashboards report. Decisions act. The gap between them is where Tier-1 and Tier-2 plants quietly burn their best engineering hours.
· Talk to us
A 30-minute discovery call with the team. We'll walk through your MES, your OEE workflow, and where agents could change your week. No deck.
