✏️Prompts
Inside this playbook

Prompts • Skills • Connectors • Agents • Community workflows • Tools

AI Playbook
for Senior Living Operators

For executive directors, administrators, finance, and operations staff at assisted living, memory care, skilled nursing, and continuing care communities. A practical guide to occupancy and the move-in pipeline, resident billing and payer mix, staffing, survey preparation, family communication, and multi-community reporting.

100Ready-to-Use Prompts
12Claude-Ready Skills
12Ways to Connect Your Work
12AI Agents for Senior Living
How to use this playbook
Start with your role, copy one prompt, and work up to skills and agents. All interactive elements save to your browser.
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Choose your next step
Need a quick first draft? Start with prompts. Do the same billing, census, or staffing review every week? Build a skill. Need AI to see your operational data? Connect your work. Ready to have routine checks done on a schedule? Explore agents.
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Who this playbook is for

This playbook is for the administrators, finance and operations teams who run senior living communities, not for clinical staff. It covers the business and operations side of assisted living, memory care, skilled nursing, and continuing care communities. It doesn't cover clinical documentation, care planning, or resident care; see the Healthcare playbook for clinical AI use.

This playbook is for
  • Executive directors and administrators
  • Business office and billing staff
  • Sales, marketing, and community relations teams
  • HR, scheduling, and staff development
  • Regional operations, finance, and compliance leaders
Not covered here
  • Nurses, caregivers, and clinical documentation (see the Healthcare playbook)
  • Care planning or clinical decisions
  • Families choosing a community

Start With Your Role

Choose the role closest to your day-to-day work. Start with one useful prompt, make it repeatable, then add the information it needs.

Executive Director / Administrator
  • Start with: census forecast or weekly priorities
  • Save as a skill: forecast method and priorities format
  • Connect: de-identified census and pipeline exports
  • First agent: weekly census & pipeline monitor
  • Measure: occupancy, time on reporting
CensusLeadershipSurvey
Business Office Manager
  • Start with: billing pre-check or AR worklist
  • Save as a skill: rate sheet, tier pricing, collections rules
  • Connect: billing and AR exports (IDs)
  • First agent: pre-billing level-of-care checker
  • Measure: revenue captured, days in AR
BillingARMedicaid
Sales & Marketing Director
  • Start with: lead pipeline review or tour follow-up
  • Save as a skill: stage rules and follow-up standards
  • Connect: CRM exports without health details
  • First agent: lead follow-up coordinator
  • Measure: conversion, follow-up speed
LeadsToursReferrals
HR & Scheduling
  • Start with: schedule gap review or agency cost analysis
  • Save as a skill: staffing plan and requirements
  • Connect: scheduling and payroll exports
  • First agent: schedule gap & agency watch
  • Measure: agency hours, overtime, turnover
StaffingAgencyTraining
Compliance Director
  • Start with: survey readiness self-assessment
  • Save as a skill: regulation-to-evidence format
  • Connect: policy library, findings log
  • First agent: survey readiness monitor
  • Measure: deficiencies, repeat findings
SurveyPoliciesCalendar
Regional VP / Finance
  • Start with: portfolio dashboard or P&L narrative
  • Save as a skill: metric definitions and report format
  • Connect: financial and operational exports
  • First agent: portfolio dashboard narrator
  • Measure: NOI, prep time
PortfolioFinanceOwners
Start with a task you already do
Pick something your team does every week with the same reports and one person who signs off. Billing pre-checks pay back fast.
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100 AI Prompts for Senior Living Operators

Ready-to-use prompts for occupancy and the move-in pipeline, marketing, resident billing, payer mix and Medicaid, staffing, hiring and training, survey preparation, family communication, multi-community reporting, and operations. Copy one, add your community's context, and review the result.

Start with a prompt

Use resident IDs and counts instead of health details, verify every regulation and figure, and review the result before it reaches residents, families, or agencies.

Prompts for census forecasting, lead follow-up, and move-in readiness. Use lead and resident IDs, never health details.

Census & Occupancy Forecast
You are a senior living operations analyst. Forecast occupancy for the next 90 days. Data by care level (independent, assisted, memory care, skilled): [licensed units or beds, current occupied, scheduled move-ins, notices to vacate, historical move-out rate per month, pipeline deposits] Produce: 1) Projected occupancy by month and care level 2) Gap to budget in units and revenue (using rates I provide) 3) Care levels at highest risk 4) Questions for the sales director and executive director Show calculations. Label assumptions.

A forward census view shows revenue gaps while there's still time to act.

Risks: Move-outs are hard to predict. Control: Executive director reviews with sales and the care team.

Lead Pipeline Review
You are a senior living sales director. Review the pipeline. Data (lead ID): [stage (inquiry, tour, assessment, deposit), care level interest, timeline, last contact, next step, source, decision-maker] Produce: leads without a next step, leads stalled over 14 days, hot leads (timeline under 30 days), conversion by source, and this week's priorities. No health details.

Most move-ins are lost to slow or missing follow-up.

Risks: CRM data may be stale. Control: Sales counselors update before review.

Tour Follow-Up Letter
You are a senior living sales counselor. Draft a follow-up to a family who toured today. Notes: [who toured, what mattered to them (e.g., dining, activities, location), questions asked, care level considered, next step] Do not include any health details. Warm, personal, under 200 words, referencing two specific moments from the visit and a clear next step.

Personal, prompt follow-up builds trust during a hard decision.

Risks: Families are often stressed. Control: Counselor personalizes and sends.

Move-In Readiness Checklist
You are a move-in coordinator. Build a move-in checklist for [community type and state]. Our requirements: [residency agreement, deposits, financial documents, assessment completed by clinical staff, physician forms, apartment prep, move-in date] Produce: checklist by department (sales, business office, clinical, maintenance, dining, activities) with owners and timing. Clinical items are completed by clinical staff; list them only as status items.

Smooth move-ins depend on many departments working together.

Risks: State requirements vary. Control: Executive director confirms the checklist.

Lost Lead & Move-Out Reason Analysis
You are an operations analyst. Analyze lost leads and move-outs for 12 months. Data: [lost lead reasons, competitor chosen, move-out reasons by category (higher level of care, financial, death, dissatisfaction, relocation), length of stay] Produce: top preventable reasons, length-of-stay trends, and 3 actions. Use categories only, no individual stories.

Separates what you can change from what you can't.

Risks: Reasons are often incomplete. Control: Improve reason coding.

Referral Source Outreach Plan
You are a community relations director. Build a referral outreach plan. Data: [referral sources (hospitals, home health, physicians, placement agencies, elder law attorneys), referrals and move-ins from each, last contact] Produce: priority sources, visit cadence, materials needed, and a 90-day plan.

Professional referral sources drive a large share of move-ins.

Risks: Placement agency fees have contract terms. Control: Follow agreements.

Competitor Market Snapshot
You are a market analyst. Compare our community with competitors using data I collected. Data: [community, care levels, published rates or ranges, occupancy (if known), amenities, recent renovations, reviews] Produce: comparison table, price positioning by care level, our differentiators, and gaps.

Helps set rates and sales messaging.

Risks: Competitor data is often outdated. Control: Verify before using in pricing.

Waitlist & Deposit Management
You are a sales director. Review our waitlist and deposits. Data (prospect ID): [unit type wanted, deposit date and amount, timeline, last contact] Produce: deposit holders to contact as units open, stale deposits, and a communication plan.

Waitlists convert when contact is regular.

Risks: Deposit terms are contractual. Control: Follow agreement terms.

Respite Stay Program Review
You are an operations director. Review our respite program. Data: [respite stays, length, conversion to permanent residency, revenue, available units] Produce: conversion rate, revenue per stay, and ideas to grow conversions.

Respite stays are a strong path to move-ins.

Risks: Unit availability matters. Control: Balance with long-term occupancy.

Sales Team Weekly Summary
You are a regional sales director. Summarize weekly sales performance across communities. Data by community: [inquiries, tours, deposits, move-ins, move-outs, net absorption, occupancy vs. budget] Produce: portfolio summary, communities needing support, and coaching topics.

A consistent weekly view across communities.

Risks: Small numbers vary. Control: Look at 4-week trends.

Unit Turnover Readiness Tracker
You are a maintenance and sales coordinator. Track unit turnover. Data: [unit, vacate date, work needed, target ready date, actual status] Produce: units behind schedule, days vacant, lost revenue estimate, and priorities.

Every day a unit isn't ready costs revenue.

Risks: Work estimates vary. Control: Maintenance director confirms.

Prompt hygiene
No resident health information, assessments, medications, or incident details in unapproved tools. Paste the actual regulation. Clinical decisions stay clinical. Save what works.
💬

12 Claude-Ready Senior Living Operations Skills

These are downloadable Claude Skill packages, not just longer prompts. Each includes a SKILL.md your team can tailor with your state rules and policies. A copy-and-paste version works in ChatGPT and other AI tools.

Occupancy Forecasting & Pipeline
# Occupancy Forecasting & Pipeline ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - units by care level, census, scheduled move-ins, notices, historical move-out rates, CRM pipeline (lead IDs), budget ## Your task Project occupancy by month and care level, quantify budget gaps, and list stalled leads and this week's priorities. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Project occupancy by month and care level, quantify budget gaps, and list stalled leads and this week's priorities. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: an occupancy forecast and pipeline action list ## Human review boundary executive director and sales director own sales strategy; clinical staff own assessments ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Sales Follow-Up & Referral Development
# Sales Follow-Up & Referral Development ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - tour notes (no health details), CRM stage data, referral source history, templates ## Your task Draft personal follow-ups, flag leads without next steps, and build referral visit plans. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Draft personal follow-ups, flag leads without next steps, and build referral visit plans. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a follow-up worklist with drafts ## Human review boundary sales counselors personalize and send every message ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Resident Billing Review
# Resident Billing Review ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - billing export (resident IDs), rate sheet, level-of-care tiers from clinical, ancillary logs, proration rules, payer data ## Your task Compare charges to rates and tiers, flag missed level-of-care changes, ancillaries, and proration errors, and reconcile census to billing. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Compare charges to rates and tiers, flag missed level-of-care changes, ancillaries, and proration errors, and reconcile census to billing. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a pre-billing exception report ## Human review boundary business office manager approves corrections ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Collections & Payer Follow-Up
# Collections & Payer Follow-Up ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - AR aging by payer (resident IDs), payment plans, responsible parties, LTC insurance and Medicaid status ## Your task Build prioritized worklists, flag payer-related delays, track LTC insurance and Medicaid steps, and draft respectful reminders. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Build prioritized worklists, flag payer-related delays, track LTC insurance and Medicaid steps, and draft respectful reminders. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a collections worklist with drafts ## Human review boundary business office manager and executive director approve outreach and escalations ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty. - Never reference discharge for non-payment; that requires leadership and legal review.
Medicaid & Payer Mix Management
# Medicaid & Payer Mix Management ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - resident days and revenue by payer, Medicaid application tracker, waiver authorizations, Medicare and managed care days (SNF) ## Your task Analyze mix and margin by payer, track application deadlines and requests, forecast private-pay conversions, and flag authorization issues. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Analyze mix and margin by payer, track application deadlines and requests, forecast private-pay conversions, and flag authorization issues. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a payer mix report and application tracker ## Human review boundary business office and leadership decide; agencies decide eligibility ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Staffing Coverage & Labor Cost
# Staffing Coverage & Labor Cost ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - schedules, staffing plan and requirements, census, agency and overtime hours, open positions ## Your task List open shifts and shifts below requirements, analyze agency premium and overtime, and report hours per resident day. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. List open shifts and shifts below requirements, analyze agency premium and overtime, and report hours per resident day. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a staffing coverage and labor cost report ## Human review boundary administrator and director of nursing confirm coverage and staffing levels ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Hiring, Training & Retention
# Hiring, Training & Retention ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - open positions, training requirements by role and state, training records (employee IDs), turnover data ## Your task Draft postings and onboarding plans, track required training and screening renewals, and analyze turnover patterns. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Draft postings and onboarding plans, track required training and screening renewals, and analyze turnover patterns. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a workforce report with actions ## Human review boundary HR and department leaders make hiring and personnel decisions ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Survey Readiness & Compliance
# Survey Readiness & Compliance ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - regulations or survey tools (pasted), evidence status, past findings, policies, compliance calendar ## Your task Build readiness tables with owners, analyze recurring findings, structure plans of correction, and maintain the compliance calendar. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Build readiness tables with owners, analyze recurring findings, structure plans of correction, and maintain the compliance calendar. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a survey readiness report with gaps and owners ## Human review boundary administrator, director of nursing, and compliance leaders decide; clinical content comes from clinicians ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Family Communication
# Family Communication ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - event and policy information, family council notes, templates, consent records ## Your task Draft clear family communications without health information, and prepare leaders for difficult conversations. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Draft clear family communications without health information, and prepare leaders for difficult conversations. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: family-ready drafts with a fact-check list ## Human review boundary executive director approves; clinical leaders handle all care discussions ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty. - Never include resident health or care details in drafts; care updates come from clinical staff.
Multi-Community Reporting
# Multi-Community Reporting ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - census, financials by community, staffing metrics, survey status, benchmarks, capital plans ## Your task Summarize portfolio performance, explain variances as possibilities, build budget frameworks, and draft owner and board reports. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Summarize portfolio performance, explain variances as possibilities, build budget frameworks, and draft owner and board reports. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a portfolio report or budget packet ## Human review boundary regional and finance leaders verify; owners and boards decide ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
SNF Reimbursement Data Support
# SNF Reimbursement Data Support ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - PBJ hours by job category, census, Medicare day tracking, trial balance mapping, statistics ## Your task Flag PBJ data gaps and outliers, track Medicare coinsurance and benefit periods, and list cost report inputs and gaps. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Flag PBJ data gaps and outliers, track Medicare coinsurance and benefit periods, and list cost report inputs and gaps. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a reimbursement data readiness report ## Human review boundary reimbursement and compliance staff submit all filings ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
Community Operations & Dining
# Community Operations & Dining ## Role You are a senior living operations assistant for assisted living, memory care, skilled nursing, or continuing care communities. Prepare clear, accurate, review-ready work for executive directors, administrators, business office, sales, HR, and operations staff. Do not make clinical, care level, admission, discharge, staffing level, billing, or compliance decisions, and do not take a consequential action. ## Required input - dining costs and resident days, PM schedules, purchasing data, activity inputs ## Your task Analyze dining and supply costs, flag overdue PM and life safety items, and draft menu and activity frameworks for review. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Analyze dining and supply costs, flag overdue PM and life safety items, and draft menu and activity frameworks for review. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: an operations report with priorities ## Human review boundary department directors decide; dietitians approve menus and diets ## Non-negotiable guardrails - Do not change source records, submit claims, applications, or regulatory data, send messages to residents, families, agencies, or staff, or make commitments. - Never use resident health information, assessments, care plans, medications, incident details, or resident and family financial details unless your organization has approved the tool with a signed BAA where required. Use resident IDs and aggregates. - Never decide or recommend care levels, admissions, discharges, or clinical matters; clinical leaders decide. Treat care-level tiers as inputs from clinical staff. - Never schedule or recommend staffing below state and federal requirements or your staffing plan. - If anything suggests resident harm, abuse, neglect, or an emergency, stop and alert the administrator immediately; reporting is a human duty.
A prompt asks for a task. A Claude Skill saves the way your team handles it.
Use a prompt for a specific job. Use a Claude Skill when you want the same inputs, steps, output, and review point every time.
✓

Connect Your Work

AI can only help with the information it can see. In senior living, start with operational data that contains no resident health information.

Easy start

Start with a limited, low-risk connection your team can test quickly.

Best First Step: De-Identified Operational Exports
  • Access: scheduled census counts, pipeline stages (lead IDs), staffing hours, and AR by payer (resident IDs) exported to a shared folder
  • Useful for: occupancy forecasts, staffing gap reviews, and portfolio dashboards
  • Setup & limit: remove health information before export; name an owner for each export
ExportsDe-identifiedOwner
Microsoft 365
  • Access: Outlook, SharePoint, Excel, and Teams connections, or Microsoft Copilot in your tenant
  • Useful for: policies, budgets, survey readiness files, and reports
  • Setup & limit: admin controls access; keep clinical folders out of scope
Microsoft 365CopilotSharePoint
Google Workspace
  • Access: Gmail, Drive, Sheets, and Calendar connections in Claude and ChatGPT
  • Useful for: marketing, event calendars, and operational documents
  • Setup & limit: keep resident health information out of shared folders
GoogleDriveSheets
Canva
  • Access: Canva's connection for AI assistants
  • Useful for: newsletters, event flyers, and marketing materials
  • Setup & limit: use resident photos only with written consent
CanvaDesignConsent

Needs an administrator

Useful, but someone needs to set access and permissions first.

Claude for Healthcare (HIPAA-ready Enterprise)
  • Access: Anthropic's HIPAA-ready offering for Claude for Enterprise, with connectors such as the CMS Coverage Database, ICD-10, and NPI Registry
  • Useful for: organizations that need a HIPAA-ready AI environment for approved workflows
  • Setup & limit: requires an enterprise agreement and your compliance officer's approval; confirm BAA coverage before any PHI is used
ClaudeHIPAA-readyEnterprise
Built-In AI in Your EHR and CRM
  • Access: PointClickCare, MatrixCare, Yardi, and senior living CRMs are adding AI features inside their products
  • Useful for: working inside systems already covered by your agreements
  • Setup & limit: review data access, BAA coverage, and admin controls before enabling
PointClickCareYardiBuilt-in AI
Accounting System
  • Access: Sage Intacct, NetSuite (AI Connector Service with admin setup), or Yardi financials
  • Useful for: P&L, budget, and AR questions
  • Setup & limit: read-only role; postings stay with finance
FinanceRead-onlyAdmin

Integration project

Plan the use case, source data, permissions, and owner before connecting.

EHR & Billing Systems
  • Access: no official direct Claude or ChatGPT connection is confirmed here for PointClickCare, MatrixCare, ALIS, or Eldermark
  • Useful for: governed, de-identified data feeds for reporting
  • Setup & limit: an IT and compliance project; BAA, minimum necessary data, and logging required
EHRBAAIT project
Scheduling & Payroll
  • Access: OnShift, UKG, and others offer reports and APIs
  • Useful for: staffing hours, open shifts, and agency use
  • Setup & limit: personnel data minimized; HR owns access
OnShiftUKGExports
Portfolio Data Warehouse
  • Access: a curated, view-only data layer across communities
  • Useful for: multi-community dashboards and benchmarks
  • Setup & limit: define fields and access; log use
WarehouseBIGoverned

Good to know

Limits and honest gaps.

Resident Health Information
  • Access: assessments, care plans, medications, and incident reports
  • Useful for: nothing in general AI tools; only systems approved by your compliance officer with a BAA where required
  • Setup & limit: administrative AI work uses IDs, counts, and aggregates
PHIHIPAARestricted
Clinical AI
  • Access: clinical documentation and care planning tools are covered by the Healthcare playbook
  • Useful for: not covered here; this playbook is for administrators and operators
  • Setup & limit: keep administrative and clinical AI policies consistent
Out of scopeClinicalSee Healthcare playbook
Start small
Start with de-identified operational exports. Bring AI near resident health information only through tools your compliance officer has approved.
↔

Tools

Choose the AI tools and senior living software that fit your communities. The goal is to make your existing systems easier to use, not replace everything at once.

EHR & Operations Platforms

5
PointClickCareMatrixCareYardi Senior LivingALISEldermark

Sales & CRM

5
Welcome HomeEnquire (Aline)SherpaA Place for MomCaring.com

Staffing & Training

5
OnShiftUKGShiftMedIntelyCareRelias

Family & Resident Engagement

5
CaremergeTouchtownLifeLoopCanvaMailchimp

Finance & Reporting

5
There is no single best tool
Start with de-identified exports and one general assistant. Review vendor AI features against your BAA before turning them on.
⚙

12 AI Agents for Senior Living Operators

An agent is an assistant for one recurring job. It gathers the right information, follows your process, and prepares the work for someone to review and decide.

What makes an AI agent useful

A good first agent handles one task your community already does, reads de-identified data, never contacts residents or families, and hands its work to a named person.

Weekly Census & Pipeline Monitor
# Weekly Census & Pipeline Monitor

## Job to be done
Show where occupancy is heading and which leads need attention.

## When it runs
Every Monday; when a notice to vacate is entered.

## Approved context
Census, move-in schedule, notices, CRM pipeline.

## Operating loop
Update 90-day occupancy forecast; flag gaps to budget; list stalled and hot leads.

## What it delivers
A census forecast and pipeline priorities.

## Human owner
Executive director and sales director.

## What it must never do
Never contact prospects or families.

## How to measure it
Occupancy vs. budget, lead-to-move-in conversion.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Lead Follow-Up Coordinator
# Lead Follow-Up Coordinator

## Job to be done
Make sure every tour and inquiry gets personal follow-up.

## When it runs
Daily; within 2 hours of a logged tour.

## Approved context
CRM records, tour notes without health details, templates.

## Operating loop
Draft personal follow-ups; set next steps; flag leads without contact in 3 days.

## What it delivers
A daily follow-up worklist.

## Human owner
Sales counselors.

## What it must never do
Never send messages or include health information.

## How to measure it
Follow-up speed, tour-to-deposit rate.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Pre-Billing Level-of-Care Checker
# Pre-Billing Level-of-Care Checker

## Job to be done
Capture every level-of-care change and ancillary before statements go out.

## When it runs
Five days before each billing run.

## Approved context
Billing export, tier changes from clinical, ancillary logs, rate sheet.

## Operating loop
Compare billing to tiers and logs; flag missed changes, ancillaries, and proration errors.

## What it delivers
A pre-billing exception report.

## Human owner
Business office manager.

## What it must never do
Never change charges or tiers.

## How to measure it
Missed revenue captured, billing corrections.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
AR & Payer Delay Watch
# AR & Payer Delay Watch

## Job to be done
Keep balances current and payer paperwork moving.

## When it runs
Weekly.

## Approved context
AR aging by payer, payment plans, LTC insurance and Medicaid trackers.

## Operating loop
Prioritize balances; separate payer delays; draft reminders; list payer follow-ups.

## What it delivers
A collections and payer worklist.

## Human owner
Business office manager.

## What it must never do
Never contact families or payers or reference discharge.

## How to measure it
Days in AR, bad debt, payer delays resolved.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Medicaid Application Deadline Tracker
# Medicaid Application Deadline Tracker

## Job to be done
Never miss a Medicaid request for information or deadline.

## When it runs
Daily.

## Approved context
Medicaid application tracker, agency requests.

## Operating loop
List pending requests and deadlines in 14 days; draft family document requests for staff.

## What it delivers
A deadline list.

## Human owner
Business office specialist.

## What it must never do
Never submit applications or contact agencies.

## How to measure it
Applications approved on time, missed deadlines.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Schedule Gap & Agency Watch
# Schedule Gap & Agency Watch

## Job to be done
Catch open shifts early and reduce agency use.

## When it runs
Daily for the next 7 days; when a call-off is logged.

## Approved context
Schedules, staffing plan and requirements, census, float pool availability.

## Operating loop
Find open shifts and shifts below requirements; suggest internal options before agency; summarize agency hours.

## What it delivers
A coverage alert.

## Human owner
Scheduling coordinator and director of nursing or administrator.

## What it must never do
Never fill shifts, contact staff, or recommend coverage below requirements.

## How to measure it
Agency hours, open shifts at 24 hours, overtime.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Training & Screening Expiry Tracker
# Training & Screening Expiry Tracker

## Job to be done
Keep required training and screenings current.

## When it runs
Weekly; 30 days before expirations; monthly for exclusion checks.

## Approved context
Training records, screening dates.

## Operating loop
List overdue and upcoming items; draft reminders.

## What it delivers
A compliance list for HR.

## Human owner
Staff development coordinator.

## What it must never do
Never mark training complete or handle screening results.

## How to measure it
Training compliance rate, overdue items at survey.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Survey Readiness Monitor
# Survey Readiness Monitor

## Job to be done
Keep each community survey-ready every month.

## When it runs
Monthly; when a survey window opens or a finding is received.

## Approved context
Readiness table, compliance calendar, findings log.

## Operating loop
Update readiness status; flag overdue evidence and corrective actions; summarize risks.

## What it delivers
A survey readiness scorecard.

## Human owner
Administrator and compliance director.

## What it must never do
Never alter records or communicate with surveyors.

## How to measure it
Deficiencies per survey, repeat findings.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Family Newsletter & Notice Drafter
# Family Newsletter & Notice Drafter

## Job to be done
Keep families informed with clear, consistent communication.

## When it runs
Monthly; when an event, policy change, or emergency notice is needed.

## Approved context
Event calendar, policy updates, templates, consent records.

## Operating loop
Draft newsletter and notices; check facts and consent; prepare staff talking points.

## What it delivers
Drafts ready for approval.

## Human owner
Executive director.

## What it must never do
Never send messages or include health information.

## How to measure it
Family satisfaction, call volume after notices.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Portfolio Dashboard Narrator
# Portfolio Dashboard Narrator

## Job to be done
Give regional leaders one weekly view of every community.

## When it runs
Weekly.

## Approved context
Census, AR, staffing, survey status, incidents count by community.

## Operating loop
Summarize trends; flag communities needing attention; draft questions.

## What it delivers
A one-page portfolio narrative.

## Human owner
Regional VP.

## What it must never do
Never distribute reports externally.

## How to measure it
Prep time, issues caught early.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
PBJ Data Pre-Check
# PBJ Data Pre-Check

## Job to be done
Submit clean PBJ staffing data every quarter.

## When it runs
Monthly and before each quarterly submission.

## Approved context
Payroll and agency hours by job category, census.

## Operating loop
Flag missing days, coding issues, and HPRD outliers.

## What it delivers
A PBJ readiness report.

## Human owner
Payroll and compliance coordinator.

## What it must never do
Never submit PBJ data.

## How to measure it
PBJ errors, staffing rating stability.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
Dining & Supply Cost Monitor
# Dining & Supply Cost Monitor

## Job to be done
Catch dining and supply cost drift early.

## When it runs
Weekly.

## Approved context
Food costs, resident days, waste logs, purchasing data.

## Operating loop
Calculate cost per resident day; flag off-contract buys and waste drivers.

## What it delivers
A cost report.

## Human owner
Dining and operations directors.

## What it must never do
Never change menus, diets, or orders.

## How to measure it
Cost per resident day, off-contract spend.

## Operating rules
1. Use only approved sources and follow the linked senior living skill.
2. Cite source records and separate facts from assumptions.
3. Route staffing shortfalls, compliance risks, and resident safety concerns to the human owner immediately.
4. Keep a record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when regulation, policy, or approval authority is unclear.
6. Never handle resident health information outside tools approved by your compliance officer.
What an agent should do
Use agents to check records, prepare work, and flag risks. Keep care, admissions, staffing levels, and family conversations with people.
⚑

AI for Occupancy & Move-In Pipeline

Use AI to forecast census, keep leads moving, and coordinate move-ins. Sales teams build relationships; clinical teams assess residents.

Start With This Stack
  • Prompts: census forecast, lead pipeline review, tour follow-up
  • Skills: occupancy forecasting & pipeline; sales follow-up & referral development
  • Connect: senior living CRM (Welcome Home, Enquire/Aline, Sherpa, Yardi CRM) exports, census reports
  • Agent: weekly census & pipeline monitor; lead follow-up coordinator
Census Forecasts
  • What AI does: 90-day occupancy by care level
  • Helps: Act before gaps hit revenue
  • Control: ED reviews
Pipeline Reviews
  • What AI does: Stalled and hot leads
  • Helps: Fewer lost move-ins
  • Control: Counselors update CRM
Personal Follow-Up
  • What AI does: Drafts from tour notes
  • Helps: Build trust
  • Control: Counselors send
Referral Outreach
  • What AI does: Priority sources and cadence
  • Helps: More professional referrals
  • Control: No PHI shared
Move-In Coordination
  • What AI does: Department checklists
  • Helps: Smooth move-ins
  • Control: Clinical items by clinicians
Lost Lead Analysis
  • What AI does: Preventable reasons
  • Helps: Fix what you can
  • Control: Better reason codes

Occupancy Implementation Checklist

Workflow

Before You Start

  • Export census and pipeline (IDs)
  • Remove health details from CRM notes
  • Define stages and next-step rules
  • Baseline: occupancy, conversion
  • Collect referral history

After You Start

  • Review forecast weekly
  • Track follow-up speed
  • Measure conversion by source
  • Review lost reasons quarterly
  • Keep CRM notes clean
Sales Guardrails
  • Health information: Keep it out of sales notes and AI tools; clinical assessments stay with clinical staff.
  • Fair housing and fair treatment: Apply consistent policies; no decisions based on protected characteristics.
  • Consent: Resident photos and stories only with written consent.
  • Pricing: Quote only current approved rates.
  • Relationships: Counselors own every family conversation.
Top Sales & CRM tools
Welcome HomeEnquire (Aline)SherpaYardi Senior LivingALISA Place for MomCaring.comCanva

AI for Resident Billing & Payer Mix

Use AI to pre-check billing, track payer paperwork, and analyze payer mix. Business office staff approve every change; agencies decide eligibility.

Start With This Stack
  • Prompts: billing pre-check, AR worklist, Medicaid application tracker
  • Skills: resident billing review; collections & payer follow-up; Medicaid & payer mix management
  • Connect: billing and AR exports from your EHR or financial system (PointClickCare, Yardi, MatrixCare, ALIS)
  • Agent: pre-billing level-of-care checker; AR & payer delay watch; Medicaid application deadline tracker
Billing Pre-Check
  • What AI does: Level-of-care, ancillaries, proration
  • Helps: Capture missed revenue
  • Control: Business office approves
Census Reconciliation
  • What AI does: Census days vs. billed days
  • Helps: Avoid payer audits
  • Control: Verify bed hold rules
AR Worklists
  • What AI does: Family balances vs. payer delays
  • Helps: Focused follow-up
  • Control: ED approves escalations
Medicaid Tracking
  • What AI does: Applications, requests, and deadlines
  • Helps: Coverage on time
  • Control: Agency decides
Payer Mix
  • What AI does: Margin by payer and care level
  • Helps: Better mix decisions
  • Control: Finance confirms
Rate Analysis
  • What AI does: Cost vs. rate by care level
  • Helps: Sustainable rates
  • Control: Leadership decides

Billing & Payer Control Checklist

Controls

Before You Start

  • Confirm tools approved for financial data
  • Document rate sheet and tier pricing
  • Collect payer and bed hold rules
  • Baseline: days in AR, billing corrections
  • Set approval levels

After You Start

  • Verify every flagged exception
  • Reconcile census monthly
  • Track Medicaid deadlines daily
  • Review payer mix quarterly
  • Audit a sample of bills
What AI Should NOT Do in Billing
  • Do NOT: Change level-of-care tiers; they come from clinical assessments.
  • Do NOT: Submit claims, applications, or authorizations.
  • Do NOT: Reference discharge for non-payment; that requires leadership and legal review.
  • Do NOT: Paste resident health or family financial details into unapproved tools.
  • Do: Keep two-person review on refunds and write-offs.
Top Billing tools
PointClickCareYardi Senior LivingMatrixCareALISEldermarkCollainQuickBooksSage Intacct

AI for Staffing & Scheduling

Use AI to find schedule gaps, reduce agency use, and track training. Administrators and nursing leaders confirm staffing levels.

Start With This Stack
  • Prompts: schedule gap review, agency cost analysis, HPRD report
  • Skills: staffing coverage & labor cost; hiring, training & retention
  • Connect: scheduling and payroll exports (OnShift, UKG, ShiftMed, Paycom)
  • Agent: schedule gap & agency watch; training & screening expiry tracker
Gap Reviews
  • What AI does: Open shifts and below-requirement shifts
  • Helps: Earlier coverage
  • Control: DON or administrator confirms
Agency Analysis
  • What AI does: Premium cost by role and community
  • Helps: Target hiring
  • Control: Never cut below requirements
HPRD Reporting
  • What AI does: Hours per resident day by department
  • Helps: Track requirements
  • Control: Confirm targets
Float Pools
  • What AI does: Shared staffing across communities
  • Helps: Less agency
  • Control: Verify credentials
Training Tracking
  • What AI does: Required training and screenings
  • Helps: Survey readiness
  • Control: Coordinator verifies
Turnover Insights
  • What AI does: Patterns by role and supervisor
  • Helps: Retention
  • Control: Stay interviews

Staffing Implementation Checklist

Controls

Before You Start

  • Document staffing plans and requirements
  • Export schedules and payroll hours
  • List training requirements by role
  • Baseline: agency hours, overtime, turnover
  • Name owners

After You Start

  • Review gaps daily
  • Track agency use weekly
  • Check training monthly
  • Report HPRD
  • Survey staff on schedules
Staffing Guardrails
  • Requirements: Never schedule below state and federal requirements or your staffing plan.
  • Decisions: Administrators and nursing leaders decide staffing levels.
  • Personnel data: Stays in HR systems.
  • Screening: Background and exclusion results never enter AI tools.
  • Fairness: No decisions based on protected characteristics.
Top Staffing tools
OnShiftUKGShiftMedIntelyCarePaycomADPReliasHealthStream

AI for Survey & Compliance Preparation

Use AI to turn regulations into readiness plans, track findings, and organize evidence. Clinical and compliance leaders decide.

Start With This Stack
  • Prompts: survey readiness self-assessment, findings trend review, plan of correction draft
  • Skills: survey readiness & compliance; SNF reimbursement data support
  • Connect: policy library, compliance calendar, survey history
  • Agent: survey readiness monitor; PBJ data pre-check
Readiness Plans
  • What AI does: Regulation-to-evidence tables
  • Helps: Organized prep
  • Control: Leaders verify
Findings Trends
  • What AI does: Recurring deficiencies across communities
  • Helps: Fix system causes
  • Control: Compliance reviews
Plan of Correction Structure
  • What AI does: Organizes response elements
  • Helps: Faster, stronger plans
  • Control: Clinical content by clinicians
Compliance Calendar
  • What AI does: Inspections, drills, training, submissions
  • Helps: Nothing missed
  • Control: Confirm requirements
Mock Surveys
  • What AI does: Plans and checklists
  • Helps: Find issues first
  • Control: Clinical leaders participate
Emergency Plans
  • What AI does: Gaps vs. requirements
  • Helps: Prepared for crises
  • Control: Coordinate with officials

Survey Readiness Checklist

Controls

Before You Start

  • Collect current regulations by setting and state
  • Gather past findings
  • Inventory policies and review dates
  • Build compliance calendar
  • Name owners

After You Start

  • Update readiness monthly
  • Run mock surveys
  • Close corrective actions
  • Track repeat findings
  • Report to leadership quarterly
Compliance Guardrails
  • Authority: Regulations, surveyors, and your clinical and compliance leaders decide.
  • Records: Never use AI to create, backfill, or alter records.
  • Clinical content: Plans of correction rely on clinical judgment.
  • Reporting: Abuse, neglect, and incident reporting are human legal duties with deadlines.
  • Privacy: Use de-identified samples in any AI-assisted review.
Top Compliance tools
PointClickCareMatrixCareReliasAbaqisSimple (Simple LTC)Compliance StoreLeadingAge resourcesAHCA/NCAL resources

AI for Family Communication

Use AI to draft newsletters, policy notices, and emergency templates, and to prepare for hard conversations. Care updates come from clinical staff.

Start With This Stack
  • Prompts: family newsletter, concern response, emergency notice templates
  • Skills: family communication
  • Connect: family portal or messaging platform, event calendar, templates
  • Agent: family newsletter & notice drafter
Newsletters
  • What AI does: Monthly updates without health info
  • Helps: Fewer calls
  • Control: Consent for photos
Policy Notices
  • What AI does: Letters and FAQs
  • Helps: Understanding
  • Control: Notice requirements
Concern Responses
  • What AI does: Acknowledge and next steps
  • Helps: De-escalate
  • Control: Administrator reviews
Hard Conversations
  • What AI does: Meeting prep for transitions
  • Helps: Kinder, clearer meetings
  • Control: Clinical leads clinical topics
Emergency Templates
  • What AI does: Outbreak, weather, outage
  • Helps: Fast communication
  • Control: Follow reporting rules
Family Council
  • What AI does: Summaries and action items
  • Helps: Follow-through
  • Control: Council reviews

Family Communication Checklist

Workflow

Before You Start

  • Write a voice guide
  • Collect consent records
  • Prepare emergency templates
  • Define who discusses care
  • Baseline: family satisfaction

After You Start

  • Approve every message
  • Track concerns and resolution time
  • Survey families annually
  • Update templates
  • Review family council actions
Family Communication Guardrails
  • Privacy: Never include resident health or care information in AI drafts.
  • Care discussions: Clinical leaders handle them directly.
  • Consent: Photos and stories only with documented consent.
  • Transitions: Discharge and transfer notices follow legal requirements.
  • Approval: Executive director approves family communication.
Top Family Communication tools
CaremergeTouchtownLifeLoopWelcome HomeMailchimpCanvaMicrosoft 365Google Workspace

AI for Multi-Community Reporting

Use AI to produce portfolio dashboards, P&L narratives, budgets, and owner reports. Finance and regional leaders verify every number.

Start With This Stack
  • Prompts: portfolio dashboard narrative, P&L variance narrative, owner report
  • Skills: multi-community reporting
  • Connect: financial system and EHR reports, NIC MAP benchmarks, data warehouse
  • Agent: portfolio dashboard narrator
Portfolio Dashboards
  • What AI does: One weekly view across communities
  • Helps: Spot problems early
  • Control: Discuss with EDs
P&L Narratives
  • What AI does: Variance explanations to confirm
  • Helps: Faster reviews
  • Control: EDs confirm reasons
Budgets
  • What AI does: Occupancy- and staffing-driven frameworks
  • Helps: Realistic budgets
  • Control: Leadership approves
Owner Reports
  • What AI does: Performance and outlook
  • Helps: Investor confidence
  • Control: Finance reviews
Benchmarks
  • What AI does: Comparison to market data
  • Helps: Context
  • Control: Match definitions
Cash Forecasts
  • What AI does: Payer timing and payroll
  • Helps: Avoid shortfalls
  • Control: Weekly actuals

Reporting Implementation Checklist

Workflow

Before You Start

  • Standardize metric definitions
  • Set up governed exports by community
  • Collect benchmark sources
  • Baseline: report prep time
  • Name data owners

After You Start

  • Reconcile to financials
  • Review dashboards weekly
  • Track prep time
  • Refresh definitions yearly
  • Share with boards and owners
Reporting Guardrails
  • Accuracy: Figures tie to financial systems.
  • Quality data: Clinical quality metrics are verified by clinical leaders.
  • Privacy: Reports use aggregates, not resident details.
  • Forward-looking statements: Leadership reviews outlooks.
  • Distribution: Leaders send reports to owners and boards.
Top Reporting tools
Yardi Senior LivingPointClickCareSage IntacctNetSuiteNIC MAPPower BITableauExcel

Set Up & Get Running

If you already use prompts, here is how to turn one into a repeatable skill and then a useful first agent. Start with a task that already works.

From prompt to first agent

1. Pick One Working Prompt
  • Choose a weekly or monthly task
  • Use de-identified data
  • Good first choices: census forecast, billing pre-check, or schedule gap review
RepeatableLow riskReal work
2. Turn It Into a Skill
  • Write down inputs, output, and reviewer
  • Test on three real cycles
  • Improve when results are unclear
InputsInstructionsReview
3. Add Only What It Needs
  • Start with de-identified exports
  • Get compliance approval before any PHI-capable tool
  • Keep clinical systems separate
ExportsComplianceOwner
4. Build Your First Agent
  • Start with a monitoring task
  • Set when it runs; a person reviews
  • Track revenue captured and time saved
MonitorReviewMeasure
A good first agent: Pre-Billing Level-of-Care Checker

It's useful, measurable, and easy to check. It compares billing to level-of-care tiers set by clinical staff and to ancillary logs, and flags misses before statements go out. It doesn't change charges or tiers.

Copy these builders

Use the first after a prompt works. Use the second only after the skill has been tested on real work.

Prompt → Skill Builder
You are a senior living operations designer. Turn the successful prompt below into a reusable skill for administrative staff. Successful prompt: [PASTE THE PROMPT] What good output looks like: [PASTE A STRONG EXAMPLE OR DESCRIBE IT] Context the skill may use: [LIST APPROVED, DE-IDENTIFIED FILES OR SYSTEMS] Create a skill with: 1. A clear name and the job it performs 2. When to use it and when NOT to use it 3. Required inputs and missing-information questions 4. Step-by-step instructions 5. Exact output format 6. Examples of acceptable vs. unacceptable output 7. Human reviewer, approval boundary, and stop rules 8. A short test plan using three real examples Rules: - Never use resident health information outside approved tools - Never decide care levels, admissions, discharges, or staffing levels - Never schedule below requirements - Resident safety concerns go to the administrator immediately
Skill → Agent Builder
You are a senior living operations designer. Turn the tested skill below into a safe, human-reviewed agent blueprint. Tested skill: [PASTE THE FULL SKILL] Trigger or schedule: [EXAMPLE: EVERY MONDAY / FIVE DAYS BEFORE BILLING] Approved sources (read-only, de-identified): [LIST SYSTEMS OR EXPORTS] Named human owner: [NAME OR ROLE] Create an agent blueprint with: 1. One clear job to be done 2. Trigger or schedule 3. Approved context and permission scope 4. Step-by-step operating loop 5. Review-ready deliverable 6. Escalation rules (staffing shortfalls and resident safety go to a person immediately) 7. Actions the agent must never take 8. Human approval point 9. Audit-log fields 10. Success measures and a two-week pilot plan Rules: - Start read-only and deliver a review packet - Never contact residents, families, staff, or agencies - Stop and escalate when regulation, policy, or authority is unclear
Implementation Timeline

Days 1-30: Foundation

  • Name an AI lead and involve the compliance officer
  • Write the 'never put into AI' list
  • Set up approved accounts
  • Build one de-identified export
  • Pick 1 pilot (billing or census)
  • Record baseline

Days 31-60: Expand

  • Save the pilot as a skill
  • Add a 2nd workflow (schedule gaps or survey readiness)
  • Review vendor AI features and BAAs
  • Draft the administrative AI policy
  • Measure revenue captured and time saved

Days 61-90: Standardize

  • Add a 3rd workflow (family newsletter or portfolio dashboard)
  • Adopt policy
  • Pilot one review-only agent
  • Roll out to a second community
  • Report results
  • Plan next wave

Implementation Success Measures

Measurement

30-Day Targets

  • No PHI in unapproved tools
  • Pilot running
  • Baseline recorded
  • Staff trained

60-Day Targets

  • Revenue or time impact measured
  • Second workflow live
  • Policy drafted
  • Vendor AI reviewed

90-Day Targets

  • 3 workflows with SOPs
  • Policy adopted
  • First agent piloted
  • Second community live
  • Decision on next wave
A realistic pace
Pilot in one community, then roll out. Avoid launches during an open survey window.
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How the Pieces Fit Together

Start with a prompt. Save the ones that work. Add the systems and files they need. Then use an agent for recurring work, with someone checking the result.

1. Prompts
  • Ask AI to do one clear task
  • Use it for a quick draft, analysis, or explanation
  • Check the result before you use it
TaskContextReview
2. Skills
  • Save the step-by-step instructions for a task your team repeats
  • Add your policies, examples, and review steps
  • Update it when your process or regulations change
InstructionsExamplesReview
3. Connectors
  • Bring the right systems, files, and reports into the task
  • Stop copying and pasting information by hand
  • Start read-only, with only the sources the task needs
SystemsFilesRead-only
4. AI Agents
  • Run a skill on a schedule or when something happens
  • Gather the information, prepare the work, and flag issues
  • Leave care, staffing levels, and family conversations with people
ScheduleFlagsApprovals
Take it one step at a time
Use a prompt to solve one task. Save it as a skill when it works. Connect the files and systems it needs. Then set it up to run regularly, with someone checking the work before anything important happens.
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Where AI Can Help Senior Living Operators

Use AI to get routine community administration into a clear first draft. Keep care, staffing levels, and family conversations with your team.

Occupancy & Revenue
  • Census forecasts by care level
  • Pipeline and follow-up
  • Billing pre-checks
  • Payer mix and Medicaid tracking
Staffing & Compliance
  • Schedule gaps and agency use
  • Training and screening tracking
  • Survey readiness plans
  • PBJ data pre-checks
Communication & Reporting
  • Family newsletters and notices
  • Portfolio dashboards
  • Budgets and owner reports
  • Dining and supply cost reviews
What Stays With People
  • Care and clinical decisions
  • Admissions and discharges
  • Staffing levels
  • Family care conversations
Start with preparation, not decisions
The first win is a better work packet, so leaders spend more time with residents, families, and staff.
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AI Capabilities Explained

No jargon. What each kind of AI does, and what it looks like in running a community.

Generative AI (LLMs)

Claude, ChatGPT, Gemini, and Copilot write, summarize, and follow instructions.

In senior living: newsletters, rate increase letters, policy drafts, owner reports.

HIPAA-Ready AI

Enterprise AI offerings designed for regulated health data, used under a BAA.

In senior living: approved workflows under your compliance officer's oversight.

Forecasting

Projects future numbers from patterns and known dates.

In senior living: census by care level, Medicaid conversions, cash flow.

Rules Checking

Compares records to rules and flags exceptions.

In senior living: billing vs. rate sheet, schedules vs. staffing plan, PBJ data checks.

Document Q&A

Answers questions from documents you provide.

In senior living: 'What does our state rule require for memory care training?'

Built-In AI

AI features inside your EHR and CRM.

In senior living: vendor features in PointClickCare or Yardi after review.

The common thread
AI predicts likely answers and can be confidently wrong about regulations, rates, and figures. Always verify.
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Guardrails: Resident Privacy, Safety & Compliance

Simple rules for administrative AI use in senior living. Residents and families trust you with their health, their homes, and their money.

Never Put Into Unapproved Tools
  • Resident health information, assessments, or medications
  • Incident, abuse, or grievance details
  • Resident and family financial details
  • Staff screening results or SSNs
Clinical Decisions Stay Clinical
  • Care levels come from clinical assessments
  • Admissions and discharges decided by leaders
  • Plans of correction rely on clinical judgment
  • Care updates to families come from clinicians
Staffing Safety
  • Never below required staffing
  • Administrators confirm coverage
  • Agency cuts never compromise care
  • Fatigue and overtime monitored
HIPAA & Vendors
  • BAA before any PHI reaches an AI vendor
  • Compliance officer approves tools
  • Minimum necessary data
  • Access removed when staff leave
Honest Records
  • Never create or alter records with AI
  • Bill only for documented services
  • Survey evidence must be real
  • Reporting duties are human
What Stays With People
  • Care and clinical decisions
  • Admissions, discharges, and transfers
  • Staffing levels
  • Family conversations about care

Senior Living AI Readiness Checklist

Controls

Leadership & Policy

  • Executive sponsor named
  • Compliance officer reviews AI tools
  • Administrative AI policy adopted
  • BAAs in place where PHI could be involved
  • Staff trained on 'never put into AI'

Practice & Review

  • Exports de-identified
  • Human approval on billing, staffing, and family messages
  • Vendor AI features reviewed
  • Quarterly review of AI use
  • Incidents and corrections tracked
Sample Senior Living Administrative AI Policy

Scope: Executive directors, business office, sales and marketing, HR, scheduling, dining, maintenance, and regional finance and operations. Clinical AI use is governed by a separate clinical policy.

Approved tools: [e.g., enterprise AI accounts approved by compliance, with BAAs where required; reviewed AI features in our EHR and CRM]

Approved uses: occupancy forecasts, pipeline reviews, de-identified billing checks, staffing gap reviews, survey readiness tracking, newsletters and notices, budgets and reports.

Never enter into unapproved tools: resident health information, assessments, care plans, medications, incident details, resident or family financial details, staff screening results, SSNs.

Human decisions: care levels, admissions and discharges, staffing levels, billing changes, plans of correction, all family communication about care.

Approval: [CEO / Compliance Officer], [date]

Golden rule
If it's about a resident's health, it stays in clinical systems with clinical people. AI helps run the community around them.
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AI Maturity Model for Senior Living Operators

See where your organization is today. Choose a realistic next step.

1

Curious + Ad Hoc

  • Individuals use consumer AI
  • No PHI rules
  • Vendor AI unreviewed
  • No shared prompts
2

Shared Prompts & Rules

  • 'Never put into AI' list
  • Compliance-approved accounts
  • Prompt library
  • De-identified exports
3

Embedded Workflows

  • Skills for billing, census, staffing, survey prep
  • Adopted policy
  • Vendor AI reviewed with BAAs
  • Measured results
4

Connected & Governed

  • Review-only agents with owners
  • HIPAA-ready environment where needed
  • Portfolio adoption
  • Quarterly reviews

Maturity Self-Assessment

Assessment

Leadership

  • Sponsor
  • Compliance involvement
  • Policy
  • Training

Practice

  • Prompt library
  • Skills
  • SOPs
  • Exports

Protection

  • PHI rules
  • BAAs
  • Human approvals
  • Access reviews

Measurement

  • Baseline
  • Revenue captured
  • Time saved
  • Quarterly review
Your target state
Most operators can reach Level 3 in 6-12 months. Prove it in one community, then scale.
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