Seed the operational context
The governed demo uses fictionalised operator, site, client, and branch records. Every scenario is deterministic, so the output is stable and reviewable.
The current demo is a front-end concept. It uses deterministic seeded data and rule-based logic to show how one overlay can rank options, hard-block unsafe matches, and keep the scoring visible under pressure.
LiftIQ currently demonstrates browser-based recommendation logic, seeded scenarios, and visible hard blocks for missing required credentials. It does not yet ingest live data, write back to dispatch systems, or persist operational audit events.
The governed demo uses fictionalised operator, site, client, and branch records. Every scenario is deterministic, so the output is stable and reviewable.
SmartRank weights fit, experience, readiness, and fairness. FatigueGuard applies monitor and block thresholds. The current credential gate blocks missing mandatory requirements.
The score breakdown panel remains visible because that is one of the strongest current product behaviours. Dispatchers should be able to review the reasoning, not guess what the system did.
The UI currently uses preview and demo actions only. There is no live dispatch write-back, no live notifications, and no immutable audit export.
Current state
Planned direction
It is not being framed as an isolated scoring toy. The product direction is to connect the operational decision layer to the systems already holding job, crew, site, and later financial context, while keeping the maturity claims disciplined.
If your operation already feels the pain of allocation pressure, late checks, and manual scramble, the strongest next move is a Dispatch Blind-Spot Review or a private design-partner briefing.