What is Aesthon Featherline?

Aesthon Featherline is an agentic AI decision layer for automotive manufacturing. It combines a decision layer, a digital twin, and an agent engine that sit on top of your existing MES, SCADA, and historian to automate root-cause analysis, OEE reviews, and corrective actions.

Which MES and SCADA systems does Featherline integrate with?

Featherline integrates with Wonderware / AVEVA System Platform, Siemens Opcenter, Rockwell FactoryTalk, Ignition by Inductive Automation, OPC-UA / Modbus / MQTT protocols, and OSIsoft PI / AVEVA Historian. Additional integrations are added per pilot.

Is Featherline safe to deploy on a live production line?

Yes. Featherline is read-only by default. Any write-back to the MES requires explicit human approval and is fully audited. Every agent decision is versioned, reversible, and traceable.

Where does my plant data live?

You can deploy Featherline in your own VPC or in our managed cloud. Plant data never trains shared models and never leaves the boundary you choose.

Who is Featherline built for?

Featherline is designed for automotive Tier 1 and Tier 2 manufacturers, starting with plants in Malaysia and Southeast Asia. It is most useful in plants that already have MES, SCADA, and historian infrastructure but still run OEE meetings and root-cause investigations by hand.

Aesthon Featherline — the decision layer for plants that still run OEE by hand

Meet Featherline.
Three layers above your MES.

Featherline turns existing plant data into plant decisions. A decision layer, a digital twin, and an agent engine — designed to fit on top of the stack you already operate.

See the pillars

Pillars03
Stages / loop06
Duty cycle24/7
ModeREAD-ONLY DEFAULT

SENSEREASONRECOMMENDACT

01 · The problem today

Your plant runs in real time.
Your OEE meeting runs once a week.

Every Monday, engineers hunt through MES exports, pivot OEE spreadsheets, and argue over which deviation came first. By the time a corrective action ships, three more shifts have run with the same loss.

01 · Mon · 08:00
Monday meeting
Engineers and supervisors decode last week's OEE by hand. The cycle restarts before the action shipped.
Cost · Once a week
02 · +90 min
Spreadsheet export
MES exports pivoted, joined with QA logs, normalised by line and shift. The same query, rebuilt every Monday.
Cost · 8h / engineer / week
03 · +2 days
Root-cause hunt
Eight emails, three meetings, a Teams thread. The deviation is still unconfirmed by Wednesday.
Cost · Cross-functional ping-pong
04 · Next week
Action deferred
The decision gets parked. Nothing writes back to the line. The loop never closes.
Cost · The cycle severs here
05 · Ongoing
Loss continues
By the time anyone re-opens the file, the same loss has run for three more shifts on the same line.
Cost · 3 shifts repeat the fault

Cycle break · 4d 7h open-loop

Today's loop

OPEN-LOOP

broken at the action layer

Action gap · 4d 7h

8 hrs
per engineer per week lost to data preparation, root-cause hunts, and meeting prep
4 days
typical lag from a line anomaly to a documented corrective action
68%
of plant insights live in slide decks and Excel, not in workflows that act

Estimates based on conversations with Tier 1/2 plants in Southeast Asia. Replace with your own.

Pillar 01

Decision Layer

Agents that read your MES events, reason over context, and surface the next correct action. Built so an on-shift engineer can approve or override in seconds, with a full audit trail behind every move.

Live · L4 incident

01Detect
02Think
03Propose
04Execute

Standby

Evidence

scanning…

Torque driftTORQUE
MES cycle deltaMES
Vibe signatureVIBE
Shift handoverOPS
SOP-447 §3.2SOP

evidence pending

Confidence

Awaiting signal

Status

Connected · plant 02 · awaiting signal

Featherline is watching L1–L4 across MES, SCADA and historian. When something drifts outside SOP, the loop wakes up.

01 · Capability
Root-cause hypotheses with confidence scoring
02 · Capability
Ranked alternatives, not single-answer black boxes
03 · Capability
Approval gates per plant, per shift, per line
04 · Capability
Audit-grade write-back to MES with rollback

Pillar 02

Digital Twin

A live, queryable mirror of every line, asset, and OEE metric in your plant. Stream from MES, SCADA, and historian into a single observability surface, and ask plain-English questions of the result.

Live capture

Plant L4 · Twin view

Plant 02 · 06:00 · 4h window

Aesthon Featherline · Digital Twin · live channels

16:9 · MP4

Live channels

4 / 312 signals

Δt 250ms

OEEL4 · 4h
62.1%Δ −11.2
TEMPL4 · 4h
78.3°Δ +1.2
VIBEL4 · 4h
0.42gΔ +0.18
FLOWL4 · 4h
144/mΔ −6

Plain-English query

Grounded · plant context

why did Line 4 stall at 06:00?

Twin · streaming

Line 4 stalled at 06:00:04 — Press 7 torque drifted to 142 Nm over the last 14 days.

Drift matches the pattern logged in SOP-447 §3.2. Recommend reducing torque by 4% and resuming.

Confidence 87% · 5 evidence sources · ranked candidates available.

Sources · 5

Time-travel · replay

01 · Capability
Real-time line, asset, and OEE views
02 · Capability
Plain-English query across structured + event data
03 · Capability
Time-travel: replay any shift, any incident
04 · Capability
Per-asset signal anomaly detection

Pillar 03

Agent Engine

Customize agent behavior, KPIs, SOPs, and approval gates per plant. Featherline agents learn your team's actual decision logic (not a generic AI template), and stay inside the lines you draw.

Agent roster

3 running · 1 standby · 1 paused

Uptime · 99.97%

AgentKPITraceStatus

OEE-WATCH-AAll shifts
OEE · plant 02
ACTIVE
DOWNTIME-CAUSEDay · 06–18
MTBF · L1–L4
ACTIVE
SOP-DISPATCHAll shifts
SOP-447
STANDBY
QA-DRIFTDay · 06–18
Defect · paint
ACTIVE
CHANGEOVER-OPTNight · 22–06
Setup · cell B
PAUSED

Config · OEE-WATCH-A

v3.2 · locked

KPIOEE · target ≥ 85%
SOPsSOP-447, SOP-220, SOP-118
Approval gateEngineer · L2+
Write-backMES · audited
NotifyShift lead · email + line

Audit log

Stream · last 60m

06:00:04agent:oee-watch-aanomaly · L4 · OEE −11%
06:00:09agent:oee-watch-acontext built · 14d window
06:00:14tool:torque_historydrift · 142 Nm
06:00:18tool:sop_lookupSOP-447 §3.2 matched
06:02:18agent:oee-watch-arecommend · Press 7 −4% torque
06:03:42human:eng_4421approved · write-back authorized
06:03:43agent:oee-watch-aMES action A-8814 dispatched
07:00:00agent:oee-watch-arecovery confirmed · OEE 88.1%

01 · Capability
Per-plant SOPs and KPI definitions
02 · Capability
Plant-aware reasoning grounded in your data
03 · Capability
Versioned workflows with shift-level granularity
04 · Capability
Full prompt + decision audit log

04 · Where it fits

We sit on top of what you already have.

Featherline is a decision layer, not a data platform. We plug into your MES, SCADA, and historian (read-only by default), and surface actions to the engineers who already run the line.

01No new hardware. No new sensors.
02No replacement of your MES or dashboards.
03Read-only integration, audit-graded write-back.
04Deployable in your VPC or our managed cloud.

HumansPlant team retains control

Approvals · Oversight · Strategic

Plant Director

Approvals

Process Engineer

Oversight

Senior Engineer

Real-time

Featherline · Decision LayerDigital twin · Agent engine

Live

Loop · 24/7Sense → Reason → Recommend → Act

Your stackExisting plant systems

Read-only by default

MES

SCADA

Historian

PLCs

WonderwareIgnitionRockwellOPC-UA

Integrations

Speaks the protocols your plant already uses.

MESWonderware / AVEVA System Platform
MESSiemens Opcenter
MES / SCADARockwell FactoryTalk
SCADAIgnition by Inductive Automation
ProtocolsOPC-UA / Modbus / MQTT
HistorianOSIsoft PI / AVEVA Historian

Don't see yours? We integrate per pilot. Ask us.

Security & data

Aesthon Featherline — Security & data: Built for the way automotive operates.

Read-only by default
Write-back requires explicit human approval and is fully audited.
Your data stays put
Deploy in your VPC or our managed cloud. Data never trains shared models.
Versioned and reversible
Every agent decision is traceable, replayable, and rollback-safe.

05 · A Monday morning

06:00 · Line 4 stalls.
By 07:00, it's already fixed.

The agent's path through the incident — from plant signal to restored OEE — drawn as the flow it actually is.

incident timeline · plant time

06:00

07:00

inputs · always-on

MESSCADAHistorian→ feeds Sense

flow · sense → reason → outcome

step 01

Sense

anomaly detected

L4 · OEE −11%

step 02

Reason

evidence + tools

context ranked

step 03

Recommend

action proposed

SOP-447 §3.2

step 04

Approve

engineer sign-off

eng_id=4421

step 05

Act

write-back

MES action A-8814

step 06

Outcome

OEE 88.1%

standup cancelled

tools · invoked by reason ↓

tool

query_mes

← 14d · 4,218 cycles

tool

torque_history

← drift · 142 Nm

tool

sop_lookup

← SOP-447 · §3.2

inputs · always-on

MESSCADAHistorian

step 01
Sense
anomaly detected
L4 · OEE −11%
step 02+5s
Reason
evidence + tools
context ranked
- → query_mes← 14d · 4,218 cycles
- → torque_history← drift · 142 Nm
- → sop_lookup← SOP-447 · §3.2
step 03+2m 9s
Recommend
action proposed
SOP-447 §3.2
step 04+1m 24s
Approve
engineer sign-off
eng_id=4421
step 05+0s
Act
write-back
MES action A-8814
step 06+56m 18s
Outcome
OEE 88.1%
standup cancelled

Illustrative scenario · ~30s compressed from a 1-hour incident. Numbers, SOP refs and station IDs are placeholders for the plant context Featherline learns during onboarding.

Frequently asked

Aesthon Featherline — Frequently asked: The questions we hear first.

: Aesthon Featherline is an agentic AI decision layer for automotive manufacturing. It combines a decision layer, a digital twin, and an agent engine that sit on top of your existing MES, SCADA, and historian to automate root-cause analysis, OEE reviews, and corrective actions.
: Featherline integrates with Wonderware / AVEVA System Platform, Siemens Opcenter, Rockwell FactoryTalk, Ignition by Inductive Automation, OPC-UA / Modbus / MQTT protocols, and OSIsoft PI / AVEVA Historian. Additional integrations are added per pilot.
: Yes. Featherline is read-only by default. Any write-back to the MES requires explicit human approval and is fully audited. Every agent decision is versioned, reversible, and traceable.
: You can deploy Featherline in your own VPC or in our managed cloud. Plant data never trains shared models and never leaves the boundary you choose.
: Featherline is designed for automotive Tier 1 and Tier 2 manufacturers, starting with plants in Malaysia and Southeast Asia. It is most useful in plants that already have MES, SCADA, and historian infrastructure but still run OEE meetings and root-cause investigations by hand.

How Featherline thinks about your plant.

Resources

Not ready for a call? Read first, talk later.

Walk us through your stack.

We'll map where Featherline fits, what we'd integrate first, and what a 90-day pilot would look like on your data.

Book a demo

Meet Featherline.
Three layers above your MES.

Your plant runs in real time.
Your OEE meeting runs once a week.

Monday meeting

Spreadsheet export

Root-cause hunt

Action deferred

Loss continues

Decision Layer

Digital Twin

Agent Engine

We sit on top of what you already have.

Speaks the protocols your plant already uses.

Aesthon Featherline — Security & data: Built for the way automotive operates.

06:00 · Line 4 stalls.
By 07:00, it's already fixed.

Sense

Reason

Recommend

Approve

Act

Outcome

Aesthon Featherline — Frequently asked: The questions we hear first.

How Featherline thinks about your plant.

Not ready for a call? Read first, talk later.

How Featherline fits on top of your MES

What we'd need to run a 90-day pilot

Walk us through your stack.

Meet Featherline.Three layers above your MES.

Your plant runs in real time.Your OEE meeting runs once a week.

Monday meeting

Spreadsheet export

Root-cause hunt

Action deferred

Loss continues

Decision Layer

Digital Twin

Agent Engine

We sit on top of what you already have.

Speaks the protocols your plant already uses.

Aesthon Featherline — Security & data: Built for the way automotive operates.

06:00 · Line 4 stalls.By 07:00, it's already fixed.

Sense

Reason

Recommend

Approve

Act

Outcome

Aesthon Featherline — Frequently asked: The questions we hear first.

What is Aesthon Featherline?

Which MES and SCADA systems does Featherline integrate with?

Is Featherline safe to deploy on a live production line?

Where does my plant data live?

Who is Featherline built for?

How Featherline thinks about your plant.

Not ready for a call? Read first, talk later.

How Featherline fits on top of your MES

What we'd need to run a 90-day pilot

Walk us through your stack.

Meet Featherline.
Three layers above your MES.

Your plant runs in real time.
Your OEE meeting runs once a week.

06:00 · Line 4 stalls.
By 07:00, it's already fixed.