FOR MAINTENANCE MANAGERS

STOP WAITING FOR THE EXPERT. START FIXING IT NOW

Maintenance specialist using TemsAI maintenance assistance platform

Tems.AI puts the right troubleshooting knowledge at the machine, in seconds — so operators resolve breakdowns themselves, preventive tasks actually get done, and downtime is measured in minutes, not hours

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−73%

−73%

mean time to repair

31% 0

31% 0

productivity increase

calls to find the expert

MAINTENANCE MANAGER?

DOES ANY OF THIS SOUND FAMILIAR?

  • Maintenance icon

    "Four hours of downtime - because the only person who knew what to do was on holiday."

    The line stopped at 2 AM. The lead technician was unreachable. The backup called three people. Nobody was sure about the fix. By the time it was resolved, four hours of production were gone. The knowledge existed - it just wasn't where it needed to be.

  • Maintenance icon

    "The same breakdown happens every six weeks. We fix it. It comes back."

    The repair gets done - fast, by memory, by whoever's on shift. But the root cause and the fix never get properly documented. Next time, someone starts from scratch. Same fault. Same wasted time.

  • Maintenance icon

    "Preventive maintenance tasks are on the schedule. Whether they're done is another question."

    The PM schedule exists. The checklists exist. But completion depends on who's on shift, how busy they are, and whether they remembered to sign the paper. You find out something wasn't done when the machine fails.

  • Maintenance icon

    "New maintenance technician - six months before he's independent. We can't afford that."

    The knowledge lives in the heads of your experienced techs. Training is informal, incomplete and inconsistent. A new hire shadows someone for weeks. Then makes mistakes alone. Your best people spend half their time teaching instead of fixing.

  • Maintenance icon

    "I don't have reliable MTTR data. I'm reporting estimates."

    You know downtime happens. You don't know exactly how much, which equipment fails most, how long repairs take across different shifts and technicians. The data you report is mostly reconstructed from memory and paper.

  • Maintenance icon

    "The OEM manual is 400 pages. Nobody reads it. Nobody can find the right section."

    The documentation exists. In a binder. In a language not everyone speaks. On a shelf far from the machine. When something goes wrong, people reach for the phone - not the manual.

  • Maintenance icon

    Every hour of avoidable downtime is a systems failure, not a people failure. The knowledge to fix it exists somewhere in your organisation - Tems.AI puts it exactly where it's needed, the moment it's needed.

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−73%

DATA FROM TEMS.AI MAINTENANCE DEPLOYMENTS

−73%

Mean time to repair (MTTR)

// operators resolve independently

17 min

17 min

Average breakdown resolution time

// was: 4+ hours with expert

100%

100%

PM task completion with digital tracking

// vs ~60% with paper checklists

HOW IT WORKS

THE RIGHT FIX. RIGHT AT THE MACHINE.

  • Maintenance icon

    Tems.AI captures your best technicians' knowledge and puts it where operators actually are — at the machine, during the breakdown.

    01

    Capture your expert knowledge once

    Your senior tech records a breakdown fix on video or walks through a process. Tems.AI converts it into a step-by-step guide with photos and video clips in under 2 minutes.

    ~2 min per guide

    02

    Operator is alerted and guided instantly

    Breakdown detected. Alert sent. Operator scans the QR on the machine. The right troubleshooting guide opens — no searching, no calling, no waiting.

    seconds

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    Instant alert at breakdown

    The machine fails - the right person is notified and the right guide opens on their phone. Response starts in seconds, not minutes.

  • Maintenance icon

    Preventive maintenance that actually happens

    PM tasks scheduled automatically. Interactive checklists. Photo evidence required. You see real-time completion - not end-of-week paper reports.

    03

    Operator resolves it step by step

    Clear photos. Short video clips. Decision trees for different fault types. The operator works through it independently — or escalates with one tap if needed.

    minutes, not hours

    04

    Every incident logged automatically

    Fault type, resolution steps, time taken, technician. MTTR calculated. Repeat faults flagged. Your maintenance data is real — not reconstructed from memory.

    always on

  • Maintenance icon

    Real MTTR and failure analytics

    Which machine fails most often. Which fault takes longest to fix. Which shift has the most incidents. Decisions from data - not from gut.

  • New techs productive in days, not months

    Your knowledge base is their training. They follow the same guides your experts wrote - independently, from day one.

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SEE IT IN ACTION

2:14 - FROM RAW VIDEO TO PUBLISHED INSTRUCTION

A maintenance technician films himself resolving a feed system fault. Here's what happens next.

// TIMELINE — Feed system startup procedure · M. Kowalski

00:00

Video upload begins

M. Kowalski records himself on his phone at the machine

00:12

AI analysis starts

Automatic screenshot extraction · step detection · action identification

01:48

Instruction structure generated

6 steps · decision tree at step 3 · 4 photos with annotations

02:14

Ready — published to 38 operators in 100+ languages

Live on all machines · QR codes updated · execution tracking active

✓ Total time: 2 minutes 14 seconds · Zero IT involvement

Maintenance specialist using TemsAI maintenance assistance platform

USE CASES

SIX MAINTENANCE PROBLEMS TEMS.AI SOLVES TODAY

  • Maintenance icon

    SITUATION 01

    Breakdown at night shift - senior tech unavailable

  • Maintenance icon

    The operator scans the QR on the failed machine. The troubleshooting guide opens. Step by step. With photos. They resolve it without calling anyone.

    → Downtime: 17 minutes. Not 4 hours.

  • Maintenance icon

    SITUATION 02

    Same fault recurs - because the fix was never documented

    After the first repair, your tech records the fix in Tems.AI. Next time the fault appears, the solution is already there. Root cause captured. Pattern broken.

    → Recurring fault resolved at system level

  • Maintenance icon

    SITUATION 03

    PM tasks are missed - nobody notices until failure

    Scheduled tasks are assigned automatically. Interactive checklist on the operator's phone. Photo confirmation required. You see real-time status - no surprises.

    → PM completion rate: from 60% to 100%

  • Maintenance icon

    SITUATION 04

    New technician needs to work independently within a week

    The knowledge base is their onboarding. They read the same guides your experts use. Shadow for one shift - then work independently from the guides.

    → Independent after 4 days, not 6 months

  • Maintenance icon

    SITUATION 05

    You need real MTTR data - not estimates

    Every incident logged: machine, fault, time, technician, steps taken. MTTR calculated per machine, per shift, per fault type. Report in one click.

    → Data-driven maintenance decisions from day one

  • SITUATION 06

    Maintenance knowledge needs to reach all sites

    Your expert in Warsaw fixes something that also breaks in Riga. They record it once. Both sites have the guide. Immediately. In the right language.

    → Knowledge shared across sites in minutes

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90 DAYS FROM NOW

WHAT IT FEELS LIKE WHEN IT'S WORKING

  • Maintenance icon

    CALM

    Night shift breakdown and your phone doesn't ring

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    The operator handled it. Scanned the QR, followed the guide, restarted the line. You see the incident report in the morning. 17 minutes of downtime.

    CLARITY

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    You know exactly what's failing and why

    Not a feeling. Not a conversation with shift supervisors. MTTR data, fault frequency by machine, completion rates by technician. Maintenance decisions based on evidence.

  • INDEPENDENCE

    Your team doesn't depend on one person's memory

    The knowledge is in the system. New tech, night shift, senior on holiday, it doesn't matter. The guide is always there. Always up to date. Always in the right language.

    "We used to lose an average of 3.5 hours every time the feed system tripped. Now operators resolve it in under 20 minutes — on any shift, without calling me. That's the difference."

    Maintenance Manager · Food processing plant · 12 production lines

VIDEO

MAKE WORK INSTRUCTIONS & SOPS IN SECONDS

COMMON QUESTIONS

WE'VE HEARD THESE BEFORE

COMMON QUESTIONS

WE'VE HEARD THESE BEFORE

"Our equipment is too complex for operators to handle without a specialist."

That's exactly what every maintenance manager says — until they watch an operator follow a well-designed guide and resolve a fault they'd never handled before. Tems.AI doesn't replace specialists. It gives operators the knowledge to handle Tier 1 faults themselves, so specialists focus on what actually needs their expertise.

✓ The guide defines exactly where to escalate. Operators never overstep.

"We already have CMMS. Why add another system?"

Your CMMS schedules work orders and tracks asset history. Tems.AI does what CMMS can't: it's present at the machine during the breakdown, showing the operator exactly what to do step by step. Most CMMS systems are back-office tools. Tems.AI is a shop floor tool. They're complementary.

✓ Ready-made connectors for SAP PM, Maximo, Infor and others.

"Getting our senior techs to record their knowledge will be a fight."

Recording takes 5 minutes — they film themselves doing what they already do every day. Tems.AI handles the rest: structure, photos, translation. Most techs, once they see the guide their recording produced, become enthusiastic advocates.

✓ Average recording time: 4–6 minutes. No editing. No writing.

"What if the guide is wrong and the operator makes it worse?"

Guides include clear escalation points — "if this doesn't work, stop and call maintenance." You control which faults operators can attempt and which require a specialist. Guides are versioned, and any edit is tracked.

✓ Escalation gates, version control and approval flows built in.

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HONEST COMPARISON

WHY CALLING THE EXPERT ISN'T A STRATEGY

COMMON QUESTIONSSECURITY & COMPLIANCE

ENTERPRISE-GRADE PROTECTION

  • GDPR Compliance

    GDPR Compliant

    Full compliance with the EU General Data Protection Regulation. Your data stays protected.

  • EU AI Act Compliance

    EU AI Act Compliant

    Aligned with the European AI Act requirements for trustworthy AI systems.

  • ISO 27001 certificate

    ISO 27001 Certified

    Information security management certified to international standards.

NO COMMITMENT REQUIRED

DOWNTIME MEASURED IN MINUTES, NOT HOURS

30-minute demo. We'll walk you through a real breakdown scenario — alert, guide, resolution, incident log. No slides.

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Maintenance specialist using TemsAI maintenance assistance platform