The Platform

The Intelligence Layer Between Your Scheduling Data and Your Operational Decisions

Knit reads your existing systems without modifying workflows, models coverage demand 24-72 hours ahead, and surfaces unit-level alerts with enough lead time for your team to act.

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Inputs

Scheduling System

Shift assignments, open slots, float requests

EMR / ADT Feed

Census, admits, transfers, acuity signals

Historical Patterns

Seasonal trends, call-out history, day-of-week effects

Demand Signals

OR volume, surge indicators, local events

Knit
Intelligence
Layer

Outputs

Coverage Score per Shift

Unit-level probability of gap, 24-72h forecast window

Alert Queue

Prioritized by severity, unit, and time to shift start

Float Pool Suggestions

Available staff matched to gap shift by skill and unit

Data Layer

Read-Only Connectors. No Workflow Changes.

Knit connects to your existing systems through read-only API integrations. We do not modify your scheduling platform or EMR. Implementation typically completes within two weeks.

Scheduling platforms: UKG, Kronos, ShiftWizard, and REST API

EMR ADT feeds: Epic, Cerner, Meditech via HL7 FHIR

Payroll and labor data: Workday, ADP, Infor, CSV upload

HIPAA-aligned data handling throughout

Connection Status

              Kronos Scheduling
              Connected
            
              Epic ADT Feed
              Connected
            
              Workday Payroll
              Connected
            
Last sync: 4 min ago • All feeds healthy

Intelligence Layer

Coverage Scores, Not Just Schedules

The scheduling system tells you who is assigned. The Intelligence Layer tells you whether that assignment will hold under actual demand conditions.

Per-shift coverage probability score (0-100)

Census demand forecast 24-72 hours ahead

Call-out probability modeling by unit and shift type

Cross-unit demand spillover detection

Coverage Forecast: Next 72h
4-West ICU • Thu Eve
67
4-West ICU • Thu Night
33
Med-Surg B • Fri Day
100
Step-Down • Sat Night
55

Alert Queue
CRITICAL • 22h away
4-West ICU Thu Night: 1 of 3 nurses confirmed. 2 float suggestions available.
WATCH • 36h away
Step-Down Sat Night: high call-out probability. Recommend activating float now.
WATCH • 14h away
4-West ICU Thu Eve: 2 of 3 confirmed. Census rising on adjacent med-surg.

Alert Design

Actionable Alerts, Not Generic Warnings

Every alert includes the unit, the shift window, the severity, the recommended response, and which float staff are available. No broad system emails that charge nurses tune out.

Unit-specific alerts with severity tiers

Float pool matches included in each alert

Configurable notification channels per role

Escalation rules based on lead time remaining

Ready to Start

See the Intelligence Layer on Your Own Unit Data

We configure a demo with your unit structure and shift windows so you see the platform against patterns you recognize. Most implementations start within 30 days.

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