[ 01 ]
Identify
Find the people and domains your operations quietly depend on.
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SYSTEM / Knowledge Continuity
Capture the knowledge your systems never could.
Your plant is exactly one retirement away from an unresolvable shutdown. Twinosys captures the unwritten judgement of your most experienced people — and puts it on every shift, 24/7, source-verified.
JO
Jed O.
Rotating Equipment · retired
Pump 3 vibration spiking at 2am. No one on site has seen this before.
"Don't trust the sensor first — feel the casing. Month-old bearing means it's alignment, not wear."
TW
Twinosys
Live Expert System · active
Night shift asks the system instead.
Verify shaft alignment hot and cold before any swap — thermal growth after a bearing job is the usual culprit here. Hold-down torque next.src: incident_log/RE-PUMP-014
answering
⅓
UK rail workforce aged 50+ (NSAR)
20–27%
Water workforce retiring within a decade
~11%
Revenue lost to unplanned downtime (Siemens 2024)
100%
Answers source-verified
METHOD / Four stages
One expert's judgement, working for everyone.
Four stages turn hard-won judgement into a resource your whole organisation can query — traceable, validated, and always available.
[ 01 ]
Capture
Structured, scenario-led sessions surface the reasoning behind decisions — the signals read and trade-offs weighed, not just the conclusions.
→[ 02 ]
Preserve
That judgement is organised into a structured, source-traced knowledge model, anchored to your logs, schematics, and incident history.
→[ 03 ]
Validate
The expert reviews the answers before go-live. Nothing ships without their sign-off.
→[ 04 ]
Deploy
Teams query the system in plain language and get answers grounded in your own experts' reasoning — every response traceable to its source.
→Twinosys does not replace your engineers. It makes the experience of your best people available to everyone, permanently.
ROSTER / Use cases
Built for organisations that can't afford to lose what they know.
Start with one expert in one domain. Each system is a spec'd, governed deployment — not a chatbot.
Rail & transport
The Network Veteran
Signalling, rolling stock, and infrastructure judgement built over decades of route-specific experience.
GroundingLogs + schematics
Coverage24/7 shifts
Source-cited100%
Water & utilities
The Treatment Lead
Treatment, distribution, and network know-how — exactly as AMP8 investment demands more skilled judgement.
IntegrationsSCADA + CMMS
Response< 1s median
Escalation1-tap human
Nuclear & regulated
The Safety Authority
Defensible, traceable decision memory for environments where every call must stand up to scrutiny.
Audit trailFull
Data residencyOn-prem
ReviewHuman-in-loop
Industrial & engineering
The Plant Master
The judgement to hear a failing bearing or feel a process drifting out of spec — preserved before it walks out the door.
GroundingIncident history
DiagnosisSignal + trade-off
Source-cited100%
Any irreplaceable role
The One You Can't Lose
If a single retirement would set you back years, that's where a system starts. Tell us who it is.
Start withOne expert
Front doorKnowledge-Loss Audit
GovernedSpec'd system
WHY / Twinosys
Not a chatbot. Not a wiki. A working system.
The difference between a tool that stores knowledge and one that applies it.
Capability
Knowledge base / wiki
Twinosys
Answers in the expert's own reasoning
Static documents
Reasons like they would
Every answer traceable to a source
Manual lookup
Auto-cited
Validated by the expert before launch
No
Required sign-off
Available on every shift
If someone reads it
24/7, instant
Keep expertise where it belongs — in your organisation, working for every shift.
Trusted by operations, engineering, and maintenance leaders
About / The retirement cliff
The retirement cliff is not coming. It's here.
A third of the skilled industrial workforce is leaving within the decade — and the judgement that keeps plants running has never been written down. That's not an HR problem. It's an immediate operational liability.
Here's why handover notes, exit interviews, and wikis fall short: experts can omit the majority of their decision steps when asked to explain themselves — not from secrecy, but because real expertise becomes automatic and invisible to the person who has it. They capture the what, but almost never the how.
Liability / What's at stake
One retirement away from an unresolvable shutdown.
[01]
Downtime you can't diagnose
When the one person who understood the asset is gone, a routine fault becomes a multi-day outage.
[02]
Risk that compounds quietly
Each departure thins the bench. The exposure doesn't show on any dashboard until it's already a crisis.
[03]
A board-level number
We translate undocumented expertise into quantified operational and financial risk your leadership will recognise.
Measure it before you lose it.
The Knowledge-Loss Audit turns an invisible liability into a costed, prioritised plan.
Book a Knowledge-Loss Audit
Services / How we work
From hidden risk to a working expert system.
Three stages take you from quantifying what you're about to lose, to capturing it, to deploying it on every shift.
Audit / The Knowledge-Loss Audit
You can't protect what you haven't measured.
A diagnostic strategy workshop that quantifies board-level risk: where critical undocumented expertise sits, what it's worth, and how soon it's at risk.
[ 02 ]
Assess
Gauge how critical, concentrated, and imminent each risk is.
→[ 03 ]
Quantify
Translate it into downtime, rework, and replacement cost.
→[ 04 ]
Prioritise
Leave with a ranked plan for what to protect first.
→Workshop / Structured Knowledge Capture
Capture the judgement, not just the documents.
We extract the unwritten, near-subconscious routines behind expert decisions and turn them into a structured, validated, source-traced model.
[ 01 ]
Context
Learn the domain so sessions are targeted, not open-ended.
→[ 02 ]
Capture
Scenario-led sessions surface the steps experts usually skip.
→[ 03 ]
Structure
Organise it into a queryable model, traceable to source.
→[ 04 ]
Validate
The expert confirms it. Nothing ships unverified.
→Consultation / The Live Expert System
Your experts' judgement, on every shift.
A 24/7 source-verified field interface your teams query in plain language — answers grounded in your own experts' reasoning, every one traceable.
Property
Generic AI assistant
Live Expert System
Where answers come from
Opaque training data
Your validated knowledge
Source citation
None
Every answer
Who's accountable
Unclear
Human-in-the-loop
Invents guidance
Can hallucinate
Bounded to what experts said
It all starts with one Audit.
Book the diagnostic workshop and we'll show you exactly where to begin.
Book a Knowledge-Loss Audit
Audit / Diagnostic Strategy Workshop
The Knowledge-Loss Audit
Your plant is exactly one retirement away from an unresolvable shutdown. Right now, your daily uptime relies on unwritten institutional reflexes that aren't recorded anywhere.
This focused strategy workshop removes the blind spots.
We map out your undocumented operational risks, calculate the exact financial exposure of upcoming retirements, and hand you a clear, board-ready prioritization blueprint. Stop guessing your talent liabilities — measure them.
- ObjectiveMap hidden operational liabilities before the talent leaves.
- DeliverableA quantified Knowledge-Risk Register and financial exposure matrix.
- TimelineCompleted in a single, high-impact session.
Workshop / Expert Judgment Extraction
Structured Knowledge Capture
Standard handover notes and exit wikis are an operational lie. Research shows that master engineers omit up to 70% of their critical decision steps when writing them down — because their true expertise has become an automatic reflex.
Our targeted consultation bypasses textbook procedures to extract what matters most.
The micro-signals, acoustic variances, and manual overrides your veterans use to handle complex crises. We record the how and the why before their final sign-off.
- ObjectiveExtract the automatic, subconscious judgment that manuals miss.
- MethodScenario-led playback sessions that surface real-world troubleshooting logic.
- ResultA fully validated, structured knowledge model approved by your expert.
Consultation / 24/7 Shift Interface
The Live Expert System
When a critical asset trips at 2:14 AM and your master technician has already retired, your junior crew cannot afford to guess through a 400-page PDF manual.
This isolated, source-grounded system puts your top veteran's operational intelligence directly onto the floor for every shift.
Operators ask questions in plain language and receive step-by-step manual overrides matching your expert's exact reasoning in less than a second.
- Uptime Protection24/7/365 access to your best engineer's logic during a live crisis.
- Absolute Guardrails100% source-cited answers. Zero AI hallucinations permitted.
- DeploymentSecure, region-locked or on-prem architecture that protects your data.
Careers / Build the system
Help us keep hard-won expertise from walking out the door.
We're a small, senior team building the operational intelligence layer for asset-heavy industry. We're hiring operations and data-engineering specialists who've lived the problem.
Open roles / Now hiring
Who we're looking for.
Operations
Field Domain Specialist
Ex-operators and maintenance engineers who can sit with veterans and draw out how they really decide.
BackgroundPlant / rail / water
ModeOn-site + remote
TypeFull-time
Engineering
Data / ML Engineer
Build the retrieval and source-verification core behind every answer. Rigour over hype.
StackPython · retrieval
ModeRemote-first
TypeFull-time
Don't see your role?
Speak to us anyway
If you've felt a plant lose a decade of judgement overnight, we want to hear from you.
RouteContact form
ResponseWithin a week
StageEarly team
Tell us what you'd build.
No formal opening required — send a note through the contact form and we'll take it from there.
Get in touch
Contact / Begin
Find out what your organisation is about to lose.
The Knowledge-Loss Audit is the front door: a focused diagnostic that identifies where your most critical undocumented expertise sits, what it's worth, and how much is at risk. Tell us which expert you can't afford to lose.