Outcome — Workforce
Keep the knowledge when the people leave.
When a 30-year operator retires, the plant loses what they "just knew" — which pump runs hot, which valve sticks, what a sound means. TwinEdge captures that behavior in the digital twin and the knowledge graph, then answers plain-language questions with the evidence behind every answer.
The retirement cliff is a reliability risk
Asset-intensive industries are losing their most experienced operators faster than they can replace them. The institutional knowledge walks out the door, and the new crew starts from a manual that never captured it.
Undocumented know-how
The fixes that work, the assets that misbehave, the early signs of trouble — most of it lives in people’s heads, not in any system.
Slow ramp for new techs
A new operator spends years learning what a veteran knew cold. Until then, diagnoses are slower and mistakes are costlier.
Inconsistent decisions
Without a shared, grounded reference, the same symptom gets a different call depending on who is on shift.
How TwinEdge captures and shares it
From the data you already have to a decision you can defend.
Model the behavior
The digital twin encodes how each asset should behave — the physics a veteran learned by feel becomes an explicit, queryable model.
Build the graph
Telemetry, work history, failure events, and O&M manuals link into a knowledge graph per asset, so context is connected, not scattered.
Answer in plain language
Ask "why is Blower 2 trending hot?" and get a grounded answer — with the twin, the trend, and the manual section it drew from.
Cite every source
No black-box guesses. Every answer shows its evidence, so a new technician inherits the reasoning, not just a conclusion.
The knowledge impact, modeled
Modeled projectionIndicative framing for how a grounded, cited assistant changes onboarding and troubleshooting. The value scales with asset complexity and workforce turnover.
Cited
Every answer is sourced
Twin, telemetry, history, and manuals — shown, not hidden, so answers are verifiable.
Faster
New-tech ramp
Modeled reduction in time-to-competence when veteran reasoning is captured and queryable.
Consistent
Same answer, every shift
A shared, grounded reference replaces "depends who is on tonight".
Figures are modeled projections for illustration — not measured customer results. The assistant is read-only and advisory: it explains and recommends, and never takes action without human approval.
Related capabilities
Capture the knowledge before it walks out the door
Bring one asset and its manuals and history. We will stand up its twin and knowledge graph and let you ask it the questions you would have asked your best operator.