Organize the office first.
Recover revenue second.
Automate only what you approve.
AIOA does not jump from paper notes to full autonomy. It grows in stages.
Below is an honest map: what is running on the office appliance at Sands today, what we plan to add next quarter, and what the long game looks like — with a manager approving every action before anything happens.
Organize the office.
Every surface below is running on the Mac Studio appliance at Sands today. 247 routes, 39 idempotent migrations, all test suites green. Captured from FREEZE_STATE.md.
- Today dashboard
- Contacts
- Intake
- Captures
- Voicemail queue
- Events board
- Event detail
- Tastings
- Quotes
- Payments due
- Catering payment schedules
- Beach Club
- Lockers / shower cabins
- Member keys
- Waitlist
- Special days
- Camp sessions
- Enrollments
- Check-ins
- Food Court config
- Daily settlement CSV
- Staff registry
- Vendors (tier + COI)
- Event staffing
- Junior payroll roster
- Owner rollup
- Audit log
- Inspections
- Retention
- PII deletion requests
All running today. Local appliance. Owner-approved capture.
Improve revenue operations.
The next stage is reading the office book back to ownership: which leads stalled, which deposits are unpaid, which vendors expire, which locations to add. Every item below is in the backlog with a real schema or surface — not vapor.
Revenue follow-up surfacing
Next quarterAIOA already captures every event quote, deposit, and balance. The next quarter promotes them into a single revenue-follow-up view: which leads have stalled, which deposits are unpaid, which balances are due, and who last touched each one.
Multi-location support
Next quarterThe schema is already workspace-scoped. The next quarter adds the location switcher — so a winter office, a sister property, or a second beach club uses the same office book without crossing data.
Sage 300 mirror (read-only)
Next quarterSage stays the finance source of truth. AIOA reads from Sage and reflects payment status into the office book so non-finance staff stop having to ask the bookkeeper.
Member-card replacement
Next quarterToday the member card system runs through an MS-Access bridge. The next quarter brings members natively into AIOA so card lookups, cabana access, and locker assignments happen in one place.
Vendor COI tracking
Next quarterSchema already added (step 28). The next quarter is the UI: certificate-of-insurance expiration alerts, do-not-allow flags, and a per-vendor rebooking history — so the office sees vendor performance over time.
Controlled autonomy. Owner-approved.
The long game is reading the data the office book already captures and acting on it — only after a manager or owner approves. Nothing here is “AI running the business.” Everything here is the office, with help.
Approved follow-up automation
Long gameEmail or SMS reminders that AIOA drafts and a manager approves before they go out. Nothing sends itself. No surprise messages.
Approved staffing suggestions
Long gameAIOA looks at last year's same-event roster, who is reliable, who is qualified, who is available, and suggests a shift assignment. The general manager approves before anyone gets a text.
Approved SOP drafting
Long gameRepeated office patterns (intake checklist, deposit chase, daycare parent FAQ) become AIOA-drafted standard operating procedures that ownership reviews, edits, and approves before they are circulated.
Revenue per locker tier
Long gameThe schema already records tier and price. The long game shows the trend: which tiers earn most, which seasons over- or under-deliver, where the cabana mix should shift.
Catering margin by season
Long gameTastings, vendor cost, staffing cost, and final invoice are all already captured per event. The long game rolls them up across years so ownership can see margin patterns and plan menu pricing accordingly.
Vendor performance scoring
Long gameWhich vendors got rebooked. Which got dropped after a missed deadline. Which always sent the COI on time. The long game reads the existing audit log + vendor flags and surfaces a rebooking decision.
Voicemail-to-booking conversion
Long gameEvery voicemail already gets logged and tagged. The long game stitches voicemail → callback → quote → deposit → booking, so ownership can see where the funnel leaks.
Exception alerts to ownership
Long gamePatterns that need a human eye surface to ownership without anyone having to ask: a deposit gone 14 days untouched, a lead with no follow-up after 7, a vendor whose COI lapses next week.
Controlled autonomy. Not runaway autonomy.
Walk through the stages with us.
Thirty minutes. We map the office today, the workflow we’d promote next, and the approved automation worth building toward. No pitch. No pressure.