Live in weeks, not quarters
Point AI Employee at your documents and systems. It learns your governing docs, policies, and account data, then answers homeowners and members across chat and voice, cites its sources, and acts on real requests. You watch it work and improve it without writing code.
No manual data prep. No re-platforming.
Step 1: Connect your systems and knowledge
Start by pointing AI Employee at what you already have. A web crawler discovers your portal pages and linked PDFs automatically, or you upload documents directly. An OCR pipeline reads even scanned 1990s-era files, and section-aware chunking preserves the legal structure of CC&Rs, bylaws, minutes, and rules down to the section number. For live account data, standardized integration adapters connect to your system of record so the AI can act on real requests, not just answer questions.
- One-click portal crawl discovers pages via sitemap and robots.txt, then ingests linked PDFs across CDNs
- OCR with Tesseract handles scanned and image-based documents; section-aware chunking keeps §X.Y.Z structure intact
- Integration adapters bridge your system of record: Vantaca for HOAs, LearnSuite for tutoring centers, and others on request
- Multi-tenant hierarchy: one management company connects many communities, each with isolated docs, branding, and data
Crawl or upload
Trigger a crawl from your portal URL or upload PDFs and DOCs directly. Incremental re-crawl keeps the knowledge base current with ETag and content-hash dedup.
Handle messy documents
OCR reads scanned governing docs without manual cleanup. Pluggable preprocessors auto-detect sections in CC&Rs, bylaws, rules, minutes, and ARC guidelines.
Connect your system of record
Adapters authenticate against your SoR and map accounts, balances, requests, and submissions into a per-tenant knowledge layer with webhook signature verification.
Hybrid retrieval plus memory that gets sharper over time.
Step 2: AI Employee learns your community or center
Once connected, the platform builds a searchable, reasoning-capable knowledge layer. Hybrid retrieval combines vector search, an entity knowledge graph, and graph reasoning so answers reflect how your documents actually relate, not just keyword matches. A four-tier memory system gives the agent continuity across sessions and writes per-tenant instructions back into its own prompts through weekly reflection, so behavior improves without retraining or engineering work.
- Hybrid RAG plus knowledge graph plus KAG reasoning for multi-hop, source-grounded answers
- Four-tier memory: conversation summaries, semantic facts, episodic examples, and procedural rules
- Per-tenant prompt tuning for homeowner, board, and management audiences, edited in the admin console without a deploy
- Strict tenant isolation across documents, vectors, memory, and configuration
Reasoning, not keyword search
Vector search, entity graph traversal, and graph reasoning combine so the AI connects related policies and cites the exact section behind every answer.
Memory that compounds
The agent remembers across sessions, extracts facts, and reflects weekly to refine its own instructions per tenant, so it keeps getting better automatically.
Tune tone without code
Override prompts per audience. Homeowner answers stay friendly and neighborly; board answers stay procedural; management answers stay detailed.
24/7 chat and voice, with citations and real self-service.
Step 3: It answers and acts across channels
Now the AI goes to work where your people already are. An embeddable chat widget drops onto your portal with one script tag, and an inbound voice agent answers calls around the clock with friendlier pacing and spoken citations. Every answer cites the specific document and section so it is defensible and traceable. With your system of record connected, authenticated users can self-serve real transactions, and agentic workflows complete multi-step tasks end to end with human-in-the-loop checkpoints where you want them.
- Chrome-less chat widget embeds on any site with one script tag; consent banner gates the first message
- Inbound voice agent via Twilio and Gemini Live answers calls with slower pacing, repeat-back, and citations read aloud
- Mandatory citations to CC&Rs, bylaws, and minutes (§X.Y.Z) make answers source-grounded and auditable
- Authenticated self-service and no-code workflows handle balances, maintenance requests, scheduling, registrations, and more
Always-on chat and voice
Homeowners and members get instant answers 24/7 by chat or phone. Older callers who prefer voice are served by the same cited, document-grounded answers.
Cited and defensible
Every answer points to the exact section and document date. Audit logs prove what was asked and answered, reducing liability around disputes.
Acts, not just answers
Connected to your SoR, the AI runs real workflows: check balances, file requests, register, cancel, schedule, with handoff to staff carrying full context.
Operational visibility tied directly to ROI.
Step 4: You monitor and improve
From the admin console, you watch the AI work and steer it. The deflection rate dashboard shows the share of inquiries resolved without staff, the north-star metric that maps straight to cost savings. A common-questions report surfaces recurring gaps, knowledge-quality metrics reveal under-used or missing content, and a full audit log records every PII access for compliance. Across a portfolio, one cross-tenant view lets directors track every community and integration status without switching logins.
- Deflection rate dashboard with 30/60/90-day buckets per community (Magee Ranch validation: 62% on a mock 30-day window)
- Common-questions report and knowledge-quality metrics flag content gaps and low-scoring retrievals
- CCPA-ready audit log, configurable retention, consent flow, and right-to-delete and right-to-export endpoints
- Cross-tenant admin view and an agent inbox for handoffs with wait-time and resolution tracking
Measure deflection
See the percentage of chat and voice inquiries resolved without staff, the metric that maps directly to support cost saved per community.
Find the gaps
Common-questions trends and retrieval-quality metrics show where docs are missing or confusing, so you know exactly what to add next.
Stay compliant
Every PII access is logged with actor, reason, and timestamp. Per-tenant retention plus right-to-delete and right-to-export keep you audit-ready.
A system-agnostic layer on top of the platforms you already run.
Integrations for HOA and tutoring, and anything else
AI Employee sits on top of your incumbent systems rather than replacing them. A standardized integration adapter SDK defines auth, entity mapping, webhook handling, and health checks once, so new connections follow a proven pattern. For HOAs, the Vantaca adapter unlocks authenticated self-service for account balance, maintenance requests, ARC submissions, and violations. For tutoring centers, LearnSuite connects scheduling, billing, and enrollment for class lookups, balance checks, registrations, and cancellations. Other systems of record are added when a customer needs them.
- HOA: Vantaca integration for account balance, maintenance requests, ARC submissions, and violations, with HMAC-SHA256 webhook verification
- Tutoring: LearnSuite integration for class schedules, balance and payment history, group registration, and lesson cancellation
- Embeddable widget for any website, plus inbound voice via Twilio and Gemini Live across both verticals
- Adapter SDK and MCP connectors mean additional systems (AppFolio, CINC, and others) connect on request
HOA management
Document chatbot for governing docs plus Vantaca-backed self-service. One management company connects many communities, each isolated and branded.
Learn moreTutoring centers
24/7 lead capture and Q&A plus LearnSuite-authenticated actions for parents and students: schedules, balances, registration, and cancellations.
Learn moreOne embeddable widget
Deploy in minutes with a single script tag. Theme it to your brand, switch personas by audience, and gate data sharing with a built-in consent flow.
From documents to deflection in weeks
Connect your systems and knowledge, let AI Employee learn, and put a cited, always-on chat and voice agent in front of your homeowners or members. See it answer real questions on real documents.