Industrial Intelligence Platform

For manufacturers who can't afford

downtime

or

guesswork.

FutureFix connects your shop floor under one umbrella: production, quality and maintenance. Two modules: Connect sees what every machine is doing today, Predict gets ahead of failures tomorrow. Same data stream.

Pays back Starts in

7 days

No rip-and-replace

Any controller

Every AI alert

Expert-validated

The Problem

You already pay for running blind.

The machines already generate the data. It just never reaches the people making decisions- so downtime, stale OEE and quality escapes stay buried in the P&L until something breaks.

Where data is born

The machines

Cycle times, loads, temperatures, alarms - produced every second, around the clock.

Where data dies

Paper & spreadsheets

Written down at shift-end, hours late and error-prone, then re-typed into other systems.

$

Where money is decided

Planning & ERP

Schedules, maintenance and quality calls made on numbers that are already stale.

$50B

Lost annually to unplanned downtime. Emergency repair runs 3–5× the cost of planned maintenance.

60–70%

Average OEE. Operators log data at shift-end, hours late, stale data distorts every ERP and planning decision.

1 escape

Of a bad part in precision manufacturing can cost more than an entire project: scrap, rework, OEM audits, lost slots.

The Platform

One platform, two modules.

Visibility first, prediction second. Connect always precedes Predict, so customers see production and quality benefits before any AI is trained.

FutureFix Connect
FutureFix Predict
CONNECT · SEE FIRST

See what every machine is doing, live.

Live spindle, axis-current and machine-mode telemetry straight from the controllers you already own - manual shift-end logging replaced from day one. Pays back in week one.

Live OEE, utilisation & cycle times
Process & quality conformance dashboards
Reads straight from the controllers you already own
Captures operator feedback & tribal knowledge
See what every machine is doing, live.
Predict is a licence upgrade, not a second integration project.
LAYER 1
Edge / Field
LAYER 2
Ingestion
LAYER 3
Storage
LAYER 4
Monitoring
LAYER 5
AI & Analytics

The Technology Stack

Five layers working together - from your shop floor devices to AI-driven predictive analytics. Each layer delivers standalone value while building toward full predictive capability.

L5
AI & Analytics
Predictive Models & Failure Classification
L4
Monitoring
Real-Time Dashboards & Alert Engine
L3
Storage
Time-Series & Relational Data
L2
Ingestion
Data Transport & Stream Processing
L1
Edge / Field
Sensor & Controller Connectivity

Where It Sits

An overlay, not a replacement.

FutureFix sits between the systems a plant already runs. Nothing is ripped out, nothing stops, it reads from your machines and writes back into your business tools.

Your machines

PLCs · CNC · SCADA · Sensors

Brownfield or greenfield, any controller brand. No new control hardware.

reads →

OPC-UA · MQTT · Modbus

AxD

FutureFix

Reads machine data, applies ML with expert validation, and pushes results into the tools your teams already use.

Connect

Predict

writes back →

work orders · OEE · alerts

Your business systems

SAP · Oracle ERP · CMMS

Where schedules and work orders live. Standards-based, ISA-95 aligned. No lock-in.

How It Works

From Connect to Predict.

Deployment runs in one direction: value lands in week one, and the AI gets smarter the longer the system runs.

Week 1

Connect goes live

Live OEE and quality dashboards. Manual shift-end logging replaced from day one.

Months 1–6

History accumulates

Cycle times, loads and temperatures build the training record during normal operation. Edge sensor feed is cleaned and trends emerge.

Month 6+

Predict switches on

Failures and bad parts flagged ahead of time — enabled as a licence upgrade, every alert validated by an expert.

Human-in-the-Loop

AI proposes; experienced people decide.

No black boxes act on the shop floor. Every outcome, confirmed or corrected, retrains the models.

01
CAPTURE
Plant data
Sensors, controllers, maintenance histories and operator knowledge.
02
ANALYSE
AI engine
Models fine-tuned on this plant's machines - not generic benchmarks.
03
PROPOSE
Recommendation
A predicted failure or quality risk, with the evidence behind it.
04
VALIDATE
Expert review
A person who knows the machine approves, corrects or rejects - every time.
05
ACT
Action on the floor
Work order created, schedule adjusted, part inspected - before failure.
↻ The loop closes - tribal knowledge is captured before models train, and every recommendation has a traceable validation chain.
FutureFix operator alert validation screen
In the product: operators classify each alert True alarm / False alarm / Needs investigation, capture root cause and action, and save it straight back to machine knowledge - so the next prediction is sharper.

The Economics

What does visibility return?

Model your own fleet. These returns accrue from the Connect layer alone, before any PdM is enabled.

Your fleet
Connected machines44
Loaded machine cost ($/hr)$32
Hours / day16
Days / year300
OEE today62%
OEE target68%
A conservative +6 OEE points from production visibility, before PdM. Estimated project investment: $184K (connectivity + licence).
What the OEE math returns
Capacity recovered
12,672
machine-hrs / year
Annual value
$406K
recovered capacity / yr
Payback period
5.5 mo
120% year-1 ROI
5-year net return
$1.8M
10× return on investment
Modelled on a live 44-machine precision-plant prospect (June 2026). Value accrues from the Connect layer before PdM is enabled. Illustrative - not a guarantee.

Why AxD

Built by people who have stood next to the machines.

Team

01

Engineers, not just developers

Our team comes from manufacturing. We have wired panels, programmed PLCs and stood next to the machines FutureFix monitors.

Integration

02

Protocol-native integration

OPC-UA, MQTT, Modbus and proprietary OEM connectors — direct communication with your equipment, no generic middleware.

Deployment

03

Brownfield-ready

Built for existing factories and legacy equipment. No rip-and-replace, any controller brand, greenfield or brownfield.

Analytics

04

Human-in-the-loop AI

Grounded in signal processing — FFT and SPC before ML — and every recommendation is expert-validated. No black boxes.

Architecture

05

Proprietary, end-to-end

Frontend, backend, data pipeline and AI are AxD's own — faster iteration, no vendor lock-in.

Experience

06

Skin in the game

30+ years of industrial automation across 3 continents — leadership from Lam Research, Siemens and Flanders Make.

Partner with AxD for smarter, more efficient manufacturing.

Talk to our team about deploying FutureFix at your facility. Free initial assessment — land with Connect, expand to Predict.

Innovate. Automate. Elevate. · 30+ years of industrial automation · 3 continents

Eliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data InsightsEliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data Insights

AxD LLC.

Registered Address:

3960 CROOKS RD

Troy, MI 48084

USA

Algorithms Unlimited LLP

Registered Address:

CTS.NO.14531/1

Center Point Building, Jalna Road

Aurangabad, Maharashtra, IN 431001


Office 2:

271, 6th Main Road, HAL 2nd Stage

100 Feet Road, Indiranagar, Bangalore, Karnataka, IN 560008

Contact Us

Enquiries:

mihir.deshmukh@axd-us.com


Technical Support:

tech@axd-us.com

©2026 AxD LLC., All Rights Reserved.

Industrial Intelligence Platform

For manufacturers who can't afford

downtime

or

guesswork.

FutureFix connects your shop floor under one umbrella: production, quality and maintenance. Two modules: Connect sees what every machine is doing today, Predict gets ahead of failures tomorrow. Same data stream.

Pays back Starts in

7 days

No rip-and-replace

Any controller

Every AI alert

Expert-validated

The Problem

You already pay for running blind.

The machines already generate the data. It just never reaches the people making decisions- so downtime, stale OEE and quality escapes stay buried in the P&L until something breaks.

Where data is born

The machines

Cycle times, loads, temperatures, alarms - produced every second, around the clock.

Where data dies

Paper &
spreadsheets

Written down at shift-end, hours late and error-prone, then put into other systems.

$

Where money is decided

Planning & ERP

Schedules, maintenance and quality calls made on numbers that are already stale.

$50B

Lost annually to unplanned downtime. Emergency repair runs 3–5× the cost of planned maintenance.

60–70%

Average OEE. Operators log data at shift-end, hours late- stale data distorts every ERP and planning decision.

1 escape

A bad part in precision manufacturing can cost more than an entire project: scrap, rework, OEM audits, lost slots.

The Platform

One platform, two modules.

Visibility first, prediction second. Connect always precedes Predict, so customers see production and quality benefits before any AI is trained.

FutureFix Connect
FutureFix Predict
CONNECT · SEE FIRST

See what every machine is doing, live.

Live spindle, axis-current and machine-mode telemetry straight from the controllers you already own - manual shift-end logging replaced from day one. Pays back in week one.

Live OEE, utilisation & cycle times
Process & quality conformance dashboards
Reads straight from the controllers you already own
Captures operator feedback & tribal knowledge
See what every machine is doing, live.
Predict is a licence upgrade, not a second integration project.
LAYER 1
Edge / Field
LAYER 2
Ingestion
LAYER 3
Storage
LAYER 4
Monitoring
LAYER 5
AI & Analytics

The Technology Stack

Five layers working together - from your shop floor devices to AI-driven predictive analytics. Each layer delivers standalone value while building toward full predictive capability.

L5
AI & Analytics
Predictive Models & Failure Classification
L4
Monitoring
Real-Time Dashboards & Alert Engine
L3
Storage
Time-Series & Relational Data
L2
Ingestion
Data Transport & Stream Processing
L1
Edge / Field
Sensor & Controller Connectivity

Where It Sits

An overlay, not a replacement.

FutureFix sits between the systems a plant already runs. Nothing is ripped out, nothing stops — it reads from your machines and writes back into your business tools.

Your machines

PLCs · CNC · SCADA · Sensors

Brownfield or greenfield, any controller brand. No new control hardware.

reads →

OPC-UA · MQTT · Modbus

AxD

FutureFix

Reads machine data, applies ML with expert validation, and pushes results into the tools your teams already use.

Connect

Predict

writes back →

work orders · OEE · alerts

Your business systems

SAP · Oracle ERP · CMMS

Where schedules and work orders live. Standards-based, ISA-95 aligned. No lock-in.

How It Works

From Connect to Predict.

Deployment runs in one direction: value lands in week one, and the AI gets smarter the longer the system runs.

Week 1

Connect goes live

Live OEE and quality dashboards. Manual shift-end logging replaced from day one.

Months 1–6

History accumulates

Cycle times, loads and temperatures build the training record during normal operation. Edge sensor feed is cleaned and trends emerge.

Month 6+

Predict switches on

Failures and bad parts flagged ahead of time: enabled as a license upgrade, every alert validated by an expert.

Human-in-the-Loop

AI proposes; experienced people decide.

No black boxes act on the shop floor. Every outcome, confirmed or corrected, retrains the models.

01
CAPTURE
Plant data
Sensors, controllers, maintenance histories and operator knowledge.
02
ANALYSE
AI engine
Models fine-tuned on this plant's machines - not generic benchmarks.
03
PROPOSE
Recommendation
A predicted failure or quality risk, with the evidence behind it.
04
VALIDATE
Expert review
A person who knows the machine approves, corrects or rejects - every time.
05
ACT
Action on the floor
Work order created, schedule adjusted, part inspected - before failure.
↻ The loop closes - tribal knowledge is captured before models train, and every recommendation has a traceable validation chain.
FutureFix operator alert validation screen
In the product: operators classify each alert True alarm / False alarm / Needs investigation, capture root cause and action, and save it straight back to machine knowledge - so the next prediction is sharper.

The Economics

What does visibility return?

Model your own fleet. These returns accrue from the Connect layer alone, before any PdM is enabled.

Your fleet
Connected machines44
Loaded machine cost ($/hr)$32
Hours / day16
Days / year300
OEE today62%
OEE target68%
A conservative +6 OEE points from production visibility, before PdM. Estimated project investment: $184K (connectivity + licence).
What the OEE math returns
Capacity recovered
12,672
machine-hrs / year
Annual value
$406K
recovered capacity / yr
Payback period
5.5 mo
120% year-1 ROI
5-year net return
$1.8M
10× return on investment
Modelled on a live 44-machine precision-plant prospect (June 2026). Value accrues from the Connect layer before PdM is enabled. Illustrative - not a guarantee.

Why AxD

Built by people who have stood next to the machines.

Team

01

Engineers, not just developers

Our team comes from manufacturing. We have wired panels, programmed PLCs and stood next to the machines FutureFix monitors.

Integration

02

Protocol-native integration

OPC-UA, MQTT, Modbus and proprietary OEM connectors — direct communication with your equipment, no generic middleware.

Deployment

03

Brownfield-ready

Built for existing factories and legacy equipment. No rip-and-replace, any controller brand, greenfield or brownfield.

Analytics

04

Human-in-the-loop AI

Grounded in signal processing — FFT and SPC before ML — and every recommendation is expert-validated. No black boxes.

Architecture

05

Proprietary, end-to-end

Frontend, backend, data pipeline and AI are AxD's own — faster iteration, no vendor lock-in.

Experience

06

Skin in the game

30+ years of industrial automation across 3 continents — leadership from Lam Research, Siemens and Flanders Make.

Partner with AxD for smarter, more efficient manufacturing.

Talk to our team about deploying FutureFix at your facility. Free initial assessment — land with Connect, expand to Predict.

Innovate. Automate. Elevate. · 30+ years of industrial automation · 3 continents

Eliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data InsightsEliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data Insights

AxD LLC.

Registered Address:

3960 CROOKS RD

Troy, MI 48084

USA

Algorithms Unlimited LLP

Registered Address:

CTS.NO.14531/1

Center Point Building, Jalna Road

Aurangabad, Maharashtra, IN 431001


Office 2:

271, 6th Main Road, HAL 2nd Stage

100 Feet Road, Indiranagar, Bangalore, Karnataka, IN 560008

Contact Us

Enquiries:

mihir.deshmukh@axd-us.com


Technical Support:

tech@axd-us.com

©2026 AxD LLC., All Rights Reserved.

AxD LLC.

Registered Address:

3960 CROOKS RD

Troy, MI 48084

USA

Algorithms Unlimited LLP

Registered Address:

CTS.NO.14531/1

Center Point Building, Jalna Road

Aurangabad, Maharashtra, IN 431001


Office 2:

271, 6th Main Road, HAL 2nd Stage

100 Feet Road, Indiranagar, Bangalore, Karnataka, IN 560008

Contact Us

Enquiries:

mihir.deshmukh@axd-us.com


Technical Support:

tech@axd-us.com

©2026 AxD LLC., All Rights Reserved.

Industrial Intelligence Platform

For manufacturers who can't afford

downtime

or

guesswork.

FutureFix connects your shop floor under one umbrella: production, quality and maintenance. Two modules: Connect sees what every machine is doing today, Predict gets ahead of failures tomorrow. Same data stream.

Talk to our team →

Pays back Starts in

7 days

No rip-and-replace

Any controller

Every AI alert

Expert-validated

The Problem

You already pay for running blind.

The machines already generate the data. It just never reaches the people making decisions- so downtime, stale OEE and quality escapes stay buried in the P&L until something breaks.

Where data is born

The machines

Cycle times, loads, temperatures, alarms - produced every second, around the clock.

Where data dies

Paper & spreadsheets

Written down at shift-end, hours late and error-prone, then into other systems.

$

Where money is decided

Planning & ERP

Schedules, maintenance and quality calls made on numbers that are already stale.

$50B

Lost annually to unplanned downtime. Emergency repair runs 3–5× the cost of planned maintenance.

60–70%

Average OEE. Operators log data at shift-end, hours late - stale data distorts every ERP and planning decision.

1 escape

Of a bad part in precision manufacturing can cost more than an entire project: scrap, rework, OEM audits, lost slots.

The Platform

One platform, two modules.

Visibility first, prediction second. Connect always precedes Predict, so customers see production and quality benefits before any AI is trained.

FutureFix Connect
FutureFix Predict
CONNECT · SEE FIRST

See what every machine is doing, live.

Live spindle, axis-current and machine-mode telemetry straight from the controllers you already own - manual shift-end logging replaced from day one. Pays back in week one.

Live OEE, utilisation & cycle times
Process & quality conformance dashboards
Reads straight from the controllers you already own
Captures operator feedback & tribal knowledge
See what every machine is doing, live.
Predict is a licence upgrade, not a second integration project.
LAYER 1
Edge / Field
LAYER 2
Ingestion
LAYER 3
Storage
LAYER 4
Monitoring
LAYER 5
AI & Analytics

The Technology Stack

Five layers working together - from your shop floor devices to AI-driven predictive analytics. Each layer delivers standalone value while building toward full predictive capability.

L5
AI & Analytics
Predictive Models & Failure Classification
L4
Monitoring
Real-Time Dashboards & Alert Engine
L3
Storage
Time-Series & Relational Data
L2
Ingestion
Data Transport & Stream Processing
L1
Edge / Field
Sensor & Controller Connectivity

Where It Sits

An overlay, not a replacement.

FutureFix sits between the systems a plant already runs. Nothing is ripped out, nothing stops - it reads from your machines and writes back into your business tools.

Your machines

PLCs · CNC · SCADA · Sensors

Brownfield or greenfield, any controller brand. No new control hardware.

reads →
OPC-UA · MQTT · Modbus

FutureFix

Reads machine data, applies ML with expert validation, and pushes results into the tools your teams already use.

Connect

Predict

writes back →
work orders · OEE · alerts

Your business systems

SAP · Oracle ERP · CMMS

Where schedules and work orders live. Standards-based, ISA-95 aligned. No lock-in.

How It Works

From Connect to Predict.

Deployment runs in one direction: value lands in week one, and the AI gets smarter the longer the system runs.

Week 1

Connect goes live

Live OEE and quality dashboards. Manual shift-end logging replaced from day one.

Months 1–6

History accumulates

Cycle times, loads and temperatures build the training record during normal operation. Edge sensor feed is cleaned and trends emerge.

Month 6+

Predict switches on

Failures and bad parts flagged ahead of time: enabled as a license upgrade, every alert validated by an expert.

Human-in-the-Loop

AI proposes; experienced people decide.

No black boxes act on the shop floor. Every outcome, confirmed or corrected, retrains the models.

01
CAPTURE
Plant data
Sensors, controllers, maintenance histories and operator knowledge.
02
ANALYSE
AI engine
Models fine-tuned on this plant's machines - not generic benchmarks.
03
PROPOSE
Recommendation
A predicted failure or quality risk, with the evidence behind it.
04
VALIDATE
Expert review
A person who knows the machine approves, corrects or rejects - every time.
05
ACT
Action on the floor
Work order created, schedule adjusted, part inspected - before failure.
↻ The loop closes - tribal knowledge is captured before models train, and every recommendation has a traceable validation chain.
FutureFix operator alert validation screen
In the product: operators classify each alert True alarm / False alarm / Needs investigation, capture root cause and action, and save it straight back to machine knowledge - so the next prediction is sharper.

The Economics

What does visibility return?

Model your own fleet. These returns accrue from the Connect layer alone, before any PdM is enabled.

Your fleet
Connected machines44
Loaded machine cost ($/hr)$32
Hours / day16
Days / year300
OEE today62%
OEE target68%
A conservative +6 OEE points from production visibility, before PdM. Estimated project investment: $184K (connectivity + licence).
What the OEE math returns
Capacity recovered
12,672
machine-hrs / year
Annual value
$406K
recovered capacity / yr
Payback period
5.5 mo
120% year-1 ROI
5-year net return
$1.8M
10× return on investment
Modelled on a live 44-machine precision-plant prospect (June 2026). Value accrues from the Connect layer before PdM is enabled. Illustrative - not a guarantee.

Partner with AxD for smarter, more efficient manufacturing.

Talk to our team about deploying FutureFix at your facility. Free initial assessment - land with Connect, expand to Predict.

Innovate. Automate. Elevate. · 30+ years of industrial automation · 3 continents

Eliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data InsightsEliminate Unscheduled DowntimeMaximize Asset Life CycleOptimize Resource AllocationUnlock Real-time Data Insights

AxD LLC.

Registered Address:

3960 CROOKS RD

Troy, MI 48084

USA

Algorithms Unlimited LLP

Registered Address:

CTS.NO.14531/1

Center Point Building, Jalna Road

Aurangabad, Maharashtra, IN 431001


Office 2:

271, 6th Main Road, HAL 2nd Stage

100 Feet Road, Indiranagar, Bangalore, Karnataka, IN 560008

Contact Us

Enquiries:

mihir.deshmukh@axd-us.com


Technical Support:

tech@axd-us.com

©2026 AxD LLC., All Rights Reserved.