Built for Machines.

Designed for Humans.

AI Diagnostic Troubleshooting.

Turn downtime data into uptime intelligence. Diagnose faster, get to root cause with clarity, and learn from every issue so your team's expertise stays in the organization.

THE TECHNICIAN GAP

IS WIDENING

Industrial equipment is getting more complex while trained technicians are harder to find.

When Support can't keep up:

/

OEMs lose trust and adoption

/

Distributors absorb support strain and lost profit

/

Operators face lost production and fines

Mechro bridges the gap by turning your team's tribal knowledge into an intelligent diagnostic system that delivers actionable recommendations drastically reducing downtime.

2.1M

manufacturing jobs are forecasted to go unfilled by 2030

25%

of U.S. manufacturing workers are over 55

Construction man working on machinery

Field Report : User Feedback

Expertise that scales. Knowledge that stays.

When you address machine downtime and help customers resolve issues faster, you gain stronger distributor adoption and machine sales, better visibility into field trends, and revenue from support and consumables.

/

01

Empower your team to make great decisions

Move from ambiguity to actionable next steps without flipping through manuals, notes, or case files. Return machines to service faster and minimize setbacks resulting from unexpected downtime.

/

02

Scale expert-level troubleshooting

Deliver diagnostic recommendations on par with your most seasoned experts, ensuring accuracy across your entire technical workforce and faster time to diagnosis across your case load.

/

03

Sharpen knowledge with every resolution

Mechro continuously learns from your people and your machines. By capturing feedback and memorializing data from every confirmed fix, the system ensures your best experts' knowledge stays in the organization forever.

FS

Field Support (POC User)

McElroy

“Mechro made suggestions that aren't standard troubleshooting protocol, but are things I often suggest based on my lived experience.”

Field Report : User Feedback

we builD for your organization, 

not the market

Diagnostic troubleshooting is high-stakes: there's no margin for error. Off-the-shelf tools don't deliver the accuracy or reliability you need, no matter how much you configure them.

 

Getting it right requires deep customization to your equipment, your people, and your standards.

/

01

Configure your experience

Before implementing, Mechro works with your team to rigorously customize and evaluate AI troubleshooting agents and ensure the experience is optimized for your operators and technicians. A secure, private data pipeline accesses insights already in your company, while each use sharpens and builds on existing knowledge.

New Case Information

Diagnostic Manual

technical bulletin

best practices

case history

case history

technical bulletin

Diagnostic Manual

/

02

Capture field insights in an instant

Tell Mechro the machine model, what's happening, and how it's been running to get a complete diagnostic brief you can escalate without the hassle of playing phone tag.t

working on a hydrapress-3000, machine is leaking fluid from the back container.

 

slight metallic smell.

generating case profile...

start troubleshooting

/

03

Get intelligent diagnostics at your fingertips

Mechro analyzes your institutional technical manuals and historical case data to help propose likely failure modes and get to the fix—fast. It systematically isolates root causes and dynamically updates its hypothesis as it gathers more data, eliminating guesswork and manual research.

working hypotheses

Rear reservoir structural breach

60%

Rear circuit plumbing leak

30%

Filtration/bypass-induced contamination

10%

/

04

Resolve issues with troubleshooting support

Confirm the fix, or adjust based on your experience. Mechro captures each solution, building institutional knowledge for future cases across the fleet.

mark case complete

Confirm a diagnosis

Rear reservoir structural breach (95%)

rear circuit plumbing leak (5%)

resolved another way

complete case

/

05

Use Mechro's insights to stay ahead

Gain actionable data for addressing issues across your fleet and track failure patterns to identify systemic issues or training gaps early.

trending issues

search data

We Tailor the Solution to Your Organization

We embed a forward-deployed team in your organization during implementation to learn your equipment, data, people, and workflows firsthand. Based on that understanding, we develop and execute a custom implementation that maps our troubleshooting toolset directly to your organizational constraints, not one configured to cover 70% of your needs.

Mechro feels like it was built for you, because it was.

/

01

Context Engineering

Your technical data lives across manuals, case files, tech bulletins, and systems that were never built to talk to each other. We structure and curate that data so your AI agents can draw on it accurately during a diagnostic, a process we call context engineering.

/

02

Tribal Knowledge

We systematically capture tribal knowledge from your team through interviews, ethnography, and collaboration, and use it to train the diagnostic agent.

/

03

Training and Evaluation

We collaborate with your SMEs to develop objective criteria for evaluating the accuracy and efficiency of diagnostic recommendations made by the agent, and have them evaluate and grade real agent responses using that framework to ensure the agents meet your organization's quality standards.

/

04

Continuous Feedback Loops

We build mechanisms into the product experience that make it easy for users to provide real-time qualitative feedback about during the troubleshooting workflow, and use those learnings to continually improve agent performance.

/

05

Your Data Stays Yours

Your company's data is protected at all times. Mechro does not use your data to train AI models, and your data is not shared with or made accessible to other Mechro customers.

Get in touch

The companies that adopt AI-assisted diagnostics now will shape the future standards of their industry. Don't chase the future. Lead it.

mechro logo

© 2026 · All rights reserved

Built for Machines. Designed for Humans.

AI Diagnostic Troubleshooting.

Turn downtime data into uptime intelligence. Diagnose faster, get to root cause with clarity, and learn from every issue so your team's expertise stays in the organization.

THE TECHNICIAN GAP

IS WIDENING

Industrial equipment is getting more complex while trained technicians are harder to find.

When Support can't keep up:

/

OEMs lose trust and adoption

/

Distributors absorb support strain and lost profit

/

Operators face lost production and fines

Mechro bridges the gap by turning your team's tribal knowledge into an intelligent diagnostic system that delivers actionable recommendations drastically reducing downtime.

2.1M

manufacturing jobs are forecasted to go unfilled by 2030

25%

of U.S. manufacturing workers are over 55

Construction man working on machinery

Field Report : User Feedback

Expertise that scales. Knowledge that stays.

When you address machine downtime and help customers resolve issues faster, you gain stronger distributor adoption and machine sales, better visibility into field trends, and revenue from support and consumables.

/

01

Empower your team to make great decisions

Move from ambiguity to actionable next steps without flipping through manuals, notes, or case files. Return machines to service faster and minimize setbacks resulting from unexpected downtime.

/

02

Scale expert-level troubleshooting

Deliver diagnostic recommendations on par with your most seasoned experts, ensuring accuracy across your entire technical workforce and faster time to diagnosis across your case load.

/

03

Sharpen knowledge with every resolution

Mechro continuously learns from your people and your machines. By capturing feedback and memorializing data from every confirmed fix, the system ensures your best experts' knowledge stays in the organization forever.

Construction man working on machinery

FS

Field Support (POC User)

McElroy

“Mechro made suggestions that aren't standard troubleshooting protocol, but are things I often suggest based on my lived experience.”

Field Report : User Feedback

we builD for your organization, 

not the market

Diagnostic troubleshooting is high-stakes: there's no margin for error. Off-the-shelf tools don't deliver the accuracy or reliability you need, no matter how much you configure them.

 

Getting it right requires deep customization to your equipment, your people, and your standards.

/

01

Configure your experience

Before implementing, Mechro works with your team to rigorously customize and evaluate AI troubleshooting agents and ensure the experience is optimized for your operators and technicians. A secure, private data pipeline accesses insights already in your company, while each use sharpens and builds on existing knowledge.

New Case Information

Diagnostic Manual

technical bulletin

best practices

case history

case history

technical bulletin

Diagnostic Manual

/

02

Capture field insights in an instant

Tell Mechro the machine model, what's happening, and how it's been running to get a complete diagnostic brief you can escalate without the hassle of playing phone tag.t

working on a hydrapress-3000, machine is leaking fluid from the back container.

 

slight metallic smell.

generating case profile...

start troubleshooting

/

03

Get intelligent diagnostics at your fingertips

Mechro analyzes your institutional technical manuals and historical case data to help propose likely failure modes and get to the fix—fast. It systematically isolates root causes and dynamically updates its hypothesis as it gathers more data, eliminating guesswork and manual research.

working hypotheses

Rear reservoir structural breach

60%

Rear circuit plumbing leak

30%

Filtration/bypass-induced contamination

10%

/

04

Resolve issues with troubleshooting support

Confirm the fix, or adjust based on your experience. Mechro captures each solution, building institutional knowledge for future cases across the fleet.

mark case complete

Confirm a diagnosis

Rear reservoir structural breach (95%)

rear circuit plumbing leak (5%)

resolved another way

complete case

/

05

Use Mechro's insights to stay ahead

Gain actionable data for addressing issues across your fleet and track failure patterns to identify systemic issues or training gaps early.

trending issues

search data

We Tailor the Solution to Your Organization

We embed a forward-deployed team in your organization during implementation to learn your equipment, data, people, and workflows firsthand. Based on that understanding, we develop and execute a custom implementation that maps our troubleshooting toolset directly to your organizational constraints, not one configured to cover 70% of your needs.

Mechro feels like it was built for you, because it was.

/

01

Context Engineering

Your technical data lives across manuals, case files, tech bulletins, and systems that were never built to talk to each other. We structure and curate that data so your AI agents can draw on it accurately during a diagnostic, a process we call context engineering.

/

02

Tribal Knowledge

We systematically capture tribal knowledge from your team through interviews, ethnography, and collaboration, and use it to train the diagnostic agent.

/

03

Training and Evaluation

We collaborate with your SMEs to develop objective criteria for evaluating the accuracy and efficiency of diagnostic recommendations made by the agent, and have them evaluate and grade real agent responses using that framework to ensure the agents meet your organization's quality standards.

/

04

Continuous Feedback Loops

We build mechanisms into the product experience that make it easy for users to provide real-time qualitative feedback about during the troubleshooting workflow, and use those learnings to continually improve agent performance.

/

05

Your Data Stays Yours

Your company's data is protected at all times. Mechro does not use your data to train AI models, and your data is not shared with or made accessible to other Mechro customers.

Get in touch

The companies that adopt AI-assisted diagnostics now will shape the future standards of their industry. Don't chase the future. Lead it.

Careers

© 2026 · All rights reserved

Background Imge of man working on machinery

Built for Machines. Designed for Humans.

AI Diagnostic Troubleshooting.

Turn downtime data into uptime intelligence. Diagnose faster, get to root cause with clarity, and learn from every issue so your team's expertise stays in the organization.

THE TECHNICIAN GAP

IS WIDENING

Industrial equipment is getting more complex while trained technicians are harder to find.

When Support can't keep up

/

OEMs lose trust and adoption

/

Distributors absorb support strain and lost profit

/

Operators face lost production and fines

Mechro bridges the gap by turning your team's tribal knowledge into an intelligent diagnostic system that delivers actionable recommendations drastically reducing downtime.

2.1M

manufacturing jobs are forecasted to go unfilled by 2030

25%

of U.S. manufacturing workers are over 55

Construction man working on machinery

The opportunity

Expertise that scales. Knowledge that stays.

When you address machine downtime and help customers resolve issues faster, you gain stronger distributor adoption and machine sales, better visibility into field trends, and revenue from support and consumables.

/

01

Empower your team to make great decisions

Move from ambiguity to actionable next steps without flipping through manuals, notes, or case files. Return machines to service faster and minimize setbacks resulting from unexpected downtime.

/

02

Scale expert-level troubleshooting

Deliver diagnostic recommendations on par with your most seasoned experts, ensuring accuracy across your entire technical workforce and faster time to diagnosis across your case load.

/

03

Sharpen knowledge with every resolution

Mechro continuously learns from your people and your machines. By capturing feedback and memorializing data from every confirmed fix, the system ensures your best experts' knowledge stays in the organization forever.

Construction man working on machinery

FS

Senior Product Support Technician

McElroy

“Mechro made suggestions that aren't standard troubleshooting protocol, but are things I often suggest based on my lived experience.”

Field Report : User Feedback

we builD for your organization, 

not the market

Diagnostic troubleshooting is high-stakes: there's no margin for error. Off-the-shelf tools don't deliver the accuracy or reliability you need, no matter how much you configure them.

 

Getting it right requires deep customization to your equipment, your people, and your standards.

/

01

Configure your experience

Before implementing, Mechro works with your team to rigorously customize and evaluate AI troubleshooting agents and ensure the experience is optimized for your operators and technicians. A secure, private data pipeline accesses insights already in your company, while each use sharpens and builds on existing knowledge.

New Case Information

Diagnostic Manual

technical bulletin

best practices

case history

case history

technical bulletin

Diagnostic Manual

working on a hydrapress-3000, machine is leaking fluid from the back container.

 

slight metallic smell.

generating case profile...

start troubleshooting

/

02

Capture field insights in an instant

Tell Mechro the machine model, what's happening, and how it's been running to get a complete diagnostic brief you can escalate without the hassle of playing phone tag.t

/

03

Get intelligent diagnostics at your fingertips

Mechro analyzes your institutional technical manuals and historical case data to help propose likely failure modes and get to the fix—fast. It systematically isolates root causes and dynamically updates its hypothesis as it gathers more data, eliminating guesswork and manual research.

working hypotheses

Rear reservoir structural breach

60%

Rear circuit plumbing leak

30%

Filtration/bypass-induced contamination

10%

mark case complete

Confirm a diagnosis

Rear reservoir structural breach (95%)

rear circuit plumbing leak (5%)

resolved another way

complete case

/

04

Resolve issues with troubleshooting support

Confirm the fix, or adjust based on your experience. Mechro captures each solution, building institutional knowledge for future cases across the fleet.

/

05

Use Mechro's insights to stay ahead

Gain actionable data for addressing issues across your fleet and track failure patterns to identify systemic issues or training gaps early.

trending issues

search data

We Tailor the Solution to Your Organization

We embed a forward-deployed team in your organization during implementation to learn your equipment, data, people, and workflows firsthand. Based on that understanding, we develop and execute a custom implementation that maps our troubleshooting toolset directly to your organizational constraints, not one configured to cover 70% of your needs.

Mechro feels like it was built for you, because it was.

/

01

Making Your Data Diagnostic-Ready

Your technical data lives across manuals, case files, tech bulletins, and systems that were never built to talk to each other. We structure and curate that data so your AI agents can draw on it accurately during a diagnostic, a process we call context engineering.

/

02

Tribal Knowledge

We systematically capture tribal knowledge from your team through interviews, ethnography, and collaboration, and use it to train the diagnostic agent.

/

03

Training and Evaluation

We collaborate with your SMEs to develop objective criteria for evaluating the accuracy and efficiency of diagnostic recommendations made by the agent, and have them evaluate and grade real agent responses using that framework to ensure the agents meet your organization's quality standards.

/

04

Continuous Feedback Loops

We build mechanisms into the product experience that make it easy for users to provide real-time qualitative feedback about during the troubleshooting workflow, and use those learnings to continually improve agent performance.

/

05

Your Data Stays Yours

Your company's data is protected at all times. Mechro does not use your data to train AI models, and your data is not shared with or made accessible to other Mechro customers.

Get in touch

The companies that adopt AI-assisted diagnostics now will shape the future standards of their industry. Don't chase the future. Lead it.