Sample Document. This Blueprint was prepared for a fictional company to illustrate the structure, depth, and format of a real Harlem Labs engagement deliverable. Every real Blueprint is customized to the client's actual operations, findings, and architecture. Apply for a strategy call →
What We Found
Meridian Property Group is operating a 220-unit residential portfolio with systems and workflows built for a 40-unit portfolio. The operations team is executing high-volume, repetitive work manually — not because of a lack of discipline, but because no architecture exists to handle it otherwise. Three processes alone account for 34+ staff-hours per week of work that should be automated. The gap between current operations and what a modern AI stack can deliver is significant, measurable, and closeable within six weeks.
Workflow Audit
Over two days of stakeholder interviews and workflow observation, we mapped every recurring operational process across the organization. Below is the complete audit with time estimates, ownership, and friction severity.
| Process | Owner | Time Cost | Friction | Notes |
|---|---|---|---|---|
| Maintenance request intake | Office Manager | 14 hrs/wk | High | Email/phone triage, manual vendor assignment, no status tracking |
| Tenant onboarding | Property Manager | 9 hrs/tenant | High | Paper forms, manual ID verification, lease generated in Word |
| Owner monthly reporting | Principal | 3 days/mo | High | Manual pull from QuickBooks + narrative writing per property |
| Rent delinquency follow-up | Office Manager | 6 hrs/wk | Medium | 3-touch call/email sequence done manually, no automation |
| Vendor coordination & invoicing | Office Manager | 5 hrs/wk | Medium | No vendor database, invoice approval tracked in email threads |
| Lease renewal pipeline | Property Manager | 4 hrs/wk | Low | Calendar reminders, notices sent manually 60 days out |
Priority Friction Points
Every maintenance request enters via email or phone, requires manual reading, manual categorization, manual vendor lookup, manual assignment, and manual status tracking. There is no system — only a person acting like one.
Each owner report is a manual data pull from QuickBooks, a copy-paste into a Word doc, and a narrative written from scratch. The data exists. The system to transform it automatically does not.
New tenant onboarding takes 9+ hours because it depends on which property manager handles it, with no standardized flow, no automated document delivery, and no centralized status tracking.
Recommended System Design
The architecture below addresses all three priority friction points with four discrete automation flows, built on a single central database. Every flow is independent — if one breaks, the others continue. Every flow is maintainable — the operations team can pause, modify, or extend any flow without engineering support.
Recommended Tool Stack
| Tool | Purpose | Integrates With | Monthly Cost |
|---|---|---|---|
| Airtable | Central operations database — units, tenants, maintenance, vendors, leases | Make.com, Zapier, OpenAI | $45/mo |
| Make.com | Primary automation layer — triggers, routing, conditional logic | Airtable, Twilio, OpenAI, DocuSign | $29/mo |
| OpenAI (GPT-4o) | Maintenance classification, report narrative generation, email drafting | Make.com, Airtable | ~$80/mo (usage) |
| Twilio | SMS alerts to tenants, vendors, and owners at defined trigger points | Make.com, Airtable | $30/mo |
| DocuSign | Lease generation, e-signature collection, automated reminder sequences | Make.com, Airtable | $45/mo |
| Stripe | Online rent collection with automated delinquency triggers | Airtable, Make.com | 2.9% + 30¢/txn |
| Paperform | Tenant-facing maintenance request intake form with photo upload | Make.com, Airtable | $24/mo |
| Estimated total (excluding Stripe transaction fees) | ~$253/mo | ||
Six-Week Delivery Schedule
Every week has a defined set of deliverables. There are no open-ended phases, no ambiguous milestones. You know exactly what's been done and what's coming next.
- Stakeholder interviews: Principal, Office Manager, Property Manager (×2)
- Full workflow audit across 6 operational processes
- Systems inventory: QuickBooks, existing PM software, email, spreadsheets
- Friction map with severity scoring
- Draft architecture brief for review
- Finalize tool stack selection and procurement
- Airtable schema design: units, tenants, maintenance, vendors, leases tables
- Make.com automation blueprint (all 4 priority flows mapped)
- Integration logic diagram reviewed and signed off
- Stripe rent collection flow designed
- Airtable database built and populated with existing data migration
- Maintenance intake: Paperform → Make.com → GPT-4o classifier → Airtable → Twilio vendor SMS
- Tenant onboarding: DocuSign templates + automated welcome sequence
- Owner reporting: Airtable + GPT-4o → PDF narrative → scheduled email delivery
- Delinquency automation: Stripe trigger → 3-touch SMS/email sequence
- End-to-end QA: live test all 4 automation flows with real data
- Runbook documentation: every flow, every trigger, every ownership assignment
- Team training sessions (Office Manager + Property Manager)
- Edge case review and exception handling configured
- Handoff call: full walkthrough, support protocol established
Runbook & Ownership Map
The engagement ends with a complete runbook your team can use without us. Every automation flow, every tool, every decision point — documented clearly with ownership assigned.
Architecture diagram, tool stack, admin credentials index, data flow map
Intake form URL, classifier logic, vendor notification rules, escalation thresholds
DocuSign template library, onboarding sequence triggers, data entry checklist
Report generation schedule, GPT prompt templates, delivery list management
Payment trigger logic, message sequence copy, override/pause instructions
Vendor record schema, invoice approval flow, contact update procedure