Industrial operating memory

Operational knowledge that remains usable, reviewable, and accountable.

Mnemos connects maintenance records, procedures, inspections, failures, compliance evidence, and field expertise around each asset—then turns that context into traceable decisions.

0.8438
Weighted evaluation score
0.9167
Citation precision
0.9375
Abstention quality
Evidence-linked conclusions
Asset and site scope enforced
Durable human approval
Provider failures degrade safely
From fragmented records to governed action

A working model of how industrial knowledge becomes defensible.

The interface is intentionally simple. Underneath it, Mnemos resolves identity, retrieves across multiple stores, verifies evidence, routes specialist reasoning, and retains the complete execution trail.

Operational workflow
Recurring seal failure · P-117

Reconstruct the asset story before forming a conclusion.

Mnemos aligns work orders, inspections, procedures, expert notes, and graph relationships into one chronological evidence view.

6 source records resolved
3 candidate failure mechanisms
2 evidence gaps disclosed
Evidence chain
P-117 · mechanical seal investigation
Reviewed
Inspection28 Jun
Elevated axial vibration
ProcedureRev. 7
Alignment tolerance exceeded
Expert note29 Jun
Soft-foot condition observed
Engineering responses to operational risk

Depth where trust depends on it.

Mnemos is designed around failure modes that matter in industrial systems: stale evidence, incorrect identity, hidden contradictions, unbounded tool use, and actions taken without authority.

01

Asset-centred memory

Identity, events, documents, failures, and expert knowledge are resolved around the equipment teams operate.

02

Hybrid retrieval

Vector, lexical, structured, graph, and multi-hop retrieval are fused before evidence reaches the reasoning layer.

03

Claim verification

Answers preserve supporting evidence, contradictions, source revision, confidence, and missing information.

04

Durable orchestration

Checkpoints, idempotency, audit events, and approval state survive process interruption and retry.

05

Governed tool use

Agents operate through scoped tools with allowlists, timeouts, budgets, and retained trajectories.

06

Human authority

Critical RCA, compliance, and knowledge actions pause for authorised review rather than auto-approving.

Explore the product directly

Follow an investigation from evidence retrieval to a reviewable decision.

The public workspace uses synthetic operational records and remains read-only. Private workspaces are available after authentication.