Rob Reliability — AI for reliability. Real impact on the ground.

The Problem

Reliability teams are drowning in paperwork.

Your best engineers spend 40% of their week typing up PMIs, chasing OEM manuals, and formatting FMECA spreadsheets. That's not engineering. That's admin. And it's costing you real money — in overtime, missed inspections, and assets running on outdated procedures.

Where the week actually goes

PMI drafting18h

FMECA entry12h

CMMS data digging10h

Chasing OEMs8h

Real engineering3h

The Solution

We deploy AI agents that do the boring work. Your engineers do the thinking.

01 · Ingest

Feed the brain.

Upload your OEM manuals, P&IDs, maintenance history. Our AI reads them like a senior reliability engineer.

02 · Generate

Draft in minutes.

PMIs, FMECAs, RCAs, Weibull, spare parts studies. Drafted in minutes. Fully compliant with OEM and standards.

03 · Review & Deploy

Validate and ship.

Your team validates in 10 minutes instead of 10 hours. Push to your CMMS. Done. Back to real engineering.

Why Rob Reliability

Reliability experts first. AI engineers second.

Most "AI for industry" tools are built by tech companies that have never set foot on a site. We built Rob Reliability the other way around.

20+

years of hands-on reliability engineering.
FMECA, RCA, Weibull, RAM, LCC, RCM, ASM — delivered on LNG, Power Plant, Mining, Oil & Gas, Pharmaceutical, heavy industries, etc.

Combined with modern Data Science and AI engineering. That's the combo that makes our automations actually work in production — not just in demos.

Rob — Founder

Reliability engineer · LNG · Power · Mining · O&G

We've been in your shoes.
Rob ran reliability workshops, built FMECAs from scratch, chased OEM manuals at 2AM. We automate the pain we've felt ourselves.
No fluffy AI. Ever.
We don't sell AI that looks cool in a demo and collapses on real data. If we're not 100% convinced an automation will deliver measurable field value, we don't build it and we don't sell it.
We ship only what works.
Every output goes through senior reliability review. Zero hallucinations, zero guesswork, zero compliance risk.

If we can't prove the ROI on the first call, we won't take your money. Simple as that.

Use Cases

Concrete use cases. Real ROI.

Every agent is built for a specific reliability workflow. Click to dive deeper.

PMI Generator

Transform OEM manuals into ready-to-execute Preventive Maintenance Instructions. Fully tagged, LOTO + PPE + OEM refs included.

Learn more

FMECA Automation

Generate failure modes, effects, and criticality rankings from your asset registry. Workshops 80% faster, same rigor.

Learn more

Bad Actors Analysis

Plug into SAP PM, Maximo or any CMMS. Ranks your worst-performing assets — Top 10 in minutes, not weeks of pivot tables.

Learn more

AI-Powered RCA

Structured 5-Why, Ishikawa, corrective actions.

Learn more

Weibull Analysis

Distributions, β/η params, optimized PM schedules.

Learn more

Spare Parts Analysis Soon

Min/max stock, criticality, obsolescence risk.

Coming soon

AI Reliability Assistant Soon

Chat trained on your manuals, standards, procedures.

Coming soon

Knowledge Base Soon

Your scattered docs as a searchable source of truth.

Coming soon

Custom Agent

Another problem? Let's build the agent for it.

Tell us about it

Your Data. Your Rules.

Your data stays yours. Period.

When you work with Rob Reliability, every OEM manual, every maintenance record, every asset file you share with us stays in a private, isolated knowledge base dedicated to your site. Nothing is shared. Nothing is used to train public AI models. Ever.

Private & isolated

Your knowledge base is siloed per client. No cross-training, no data leakage between projects.

Never trains public models

Your proprietary data is never fed back into general-purpose LLMs. It stays in your ecosystem.

Your cloud, your call

We can deploy on your infrastructure (Azure, AWS, on-prem) if your security policy requires it.

NDA-first, contracts tight

We sign your NDA before the first document lands. Clear DPAs, GDPR-aligned.

We use your data to build your agents. Nothing more. Nothing less. Nothing shared.

No Risk. No Bullshit.

Not satisfied with the result? We rework it until you are.

If the first version doesn't meet your standards, we iterate — as many cycles as it takes, at no extra cost — until the output matches what you'd expect from a senior reliability engineer.

We'd rather rebuild it ten times than ship fluff.

Rework cycles defined in our engagement agreement. Walked through on the discovery call.

How We Work

How a deployment actually works.

From first call to a rolled-out agent on your site. Four clear stages — no surprises, no vaporware.

Illustration of an industrial site — refineries, tanks, piping, and transport

1

Week 1

Discovery call (30 min)

We map your workflows and pick the highest-ROI agent to deploy first.

2

Week 2–3

Ingestion

We ingest your manuals, asset registry, maintenance history. Your data stays yours.

3

Week 3–4

Building the AI agent

We design, prompt-engineer and validate the agent on your data — calibrated against your standards and OEM references.

4

Week 5

First deliverables

You review the first batch. We iterate until it matches your standards.

∞

Ongoing

Scale

Roll out to the rest of your assets. Monthly report on hours saved and cost avoided.

Another workflow?

Got another reliability workflow eating your team's time?

We don't have a rigid catalog. If there's a repetitive, data-heavy task in your reliability or maintenance workflow, there's probably an AI agent we can build for it. Tell us what's burning your team — we'll tell you if AI can fix it, and how fast.

Tell us about your challenge

FAQ

Questions you're probably asking.

Is my data safe?

Yes. Your OEM manuals, asset data, and maintenance records stay in a private, isolated knowledge base dedicated to your site. Never shared, never used to train public models. We can deploy on your own cloud if required. NDA signed before the first document moves.

Do I need to replace my CMMS (SAP PM, Maximo, etc.)?

No. Our agents generate documents that you push into your existing CMMS. We integrate — we don't replace.

How accurate are the AI-generated documents?

Every deliverable is reviewed by a senior reliability engineer before handover. Typical accept-rate after one review cycle: 90%+. You're always in control.

What industries do you work with?

All heavy industry: oil & gas, LNG, power generation, mining, pharmaceutical, chemical, paper & pulp, manufacturing, utilities. Any industry with critical rotating or static equipment benefits.

How much does it cost?

Pricing depends on scope, number of assets, and which agents you deploy. Every engagement is sized on the discovery call. We only quote after understanding the expected ROI on your side — that way you know exactly what you're paying for and what you're getting back.

How long until we see ROI?

Most deployments pay back within the first 60–90 days. And if the first version of the agent doesn't meet your standards, we rework it as many times as needed — at no extra cost — until it does.

Who builds this? Are you a random tech startup?

No. Rob Reliability is led by Rob, a Senior Reliability Engineer with 20+ years hands-on across LNG, power, mining, oil & gas, pharmaceutical and heavy industry (FMECA, RCA, Weibull, RAM, LCC, RCM, ASM). Combined with modern AI engineering. That rare combo is why our agents actually work on your assets, not just in slide decks.

What if we're not sure an AI automation will work for our specific case?

Then we tell you. We only deploy automations we're 100% convinced will deliver measurable field value. No ROI visible on the discovery call? We won't take the engagement. No fluffy AI.

Can we start with one use case?

Yes, and we recommend it. Most clients start with the PMI Generator or Spare Parts Analysis (highest ROI, lowest risk), then expand once results are in.

We have a reliability problem that's not on your list. Can you help?

Probably. Tell us on the discovery call. If we can build an agent that solves it with measurable ROI, we will. If we can't, we'll say so.

Ready to give your engineers
300+ hours back?

Book a 30-minute call. We'll look at your workflows and tell you which agent pays off first. No pitch. No obligation. If there's no clear ROI, we'll say so.

Book your call

AI for reliability. Real impact on the ground.

Reliability teams are drowning in paperwork.