Internal · AI Agent Orchestration
Admin · AI Orchestration

AI Agent Orchestration

The 12 specialized AI agents that run inside CMG's platform · what each one does · what it touches · what it never touches. Documented like a security audit · because eventually somebody will audit. Boards see the chart in their next strategic plan.

12AI agents in production
96%Automation acceptance · staff
4Agents · auto-actions allowed
8Agents · draft-only
$0AI-driven incidents · ever

Agent inventory

1 · Owner Triage Agent

classifies inbound owner inquiries · routes appropriately
assist · draft & route

What it does

Constraints · what it never does

2 · Owner Knowledge Bot

portal-embedded chat · 24/7 self-serve · cited answers
auto · cited only

What it does

Constraints

3 · Invoice OCR + Coding Agent

paper / PDF invoice → AppFolio AP queue
auto · 94% confidence threshold

What it does

Constraints

4 · Meeting Recap Agent

recording → transcript → summary → action items → minutes draft
draft · manager reviews

What it does

Constraints

5 · Sentiment Theme Extractor

NPS open-text + social monitor → recurring themes
auto · synthesis

What it does

Constraints

6 · Document Quality Agent

drafts (annual report · budget memo · variance memo · etc.) → quality check
assist · draft refinement

What it does

Constraints

7 · Anomaly Detection (financial)

DQ monitor + utilities · flags unusual patterns
auto · flag-only

What it does

Constraints

8 · Translation Agent

EN → ES / VI / ZH for owner-facing communications
draft · human reviewer required

What it does

Constraints

9 · Capital Project Schedule Agent

project deadlines · vendor coordination · owner-impact heads-up
assist · drafts · manager confirms

What it does

Constraints

10 · Reg Scanner Agent

FL bill tracker · DBPR rules · OIR updates
assist · summarize for AGF review

What it does

Constraints

11 · Records-Request Workflow Agent

10-day clock · redaction draft · QA
assist · always human-reviewed

What it does

Constraints

12 · Performance Signal Agent

leadership dashboard · per-manager metrics · trend surfacing
assist · synthesis only

What it does

Constraints

Tech stack

ComponentVendorUseData residencySOC2
LLM (large language model)Anthropic Claude (Sonnet · Opus)All agentsUS · zero-retention✓ Type II
Embeddings (search · grounding)Voyage / OpenAIFAQ KB · governing docs · Wiki searchUS✓ Type II
Diarization (audio)Whisper (self-hosted)Meeting recapCloudflare US-onlyn/a · self-hosted
Vector DBCloudflare VectorizeDoc retrievalUS✓ Type II
OCR engineTesseract + LLM verificationInvoice OCRSelf-hostedn/a
Anomaly detectionCustom (statistical + LLM hybrid)Financial DQ + utilitiesSelf-hostedn/a

Governance principles

Always-cite

Every factual claim grounded in a document. If the agent can't ground, it says "I don't know" rather than inventing. 94% citation-backed across all agents.

No silent auto-actions

4 agents allow auto-actions, but only narrowly: facts (owner bot), low-risk classification (triage), ledger reads (anomaly flag), and confidence-threshold OCR routing. Never silent payments · never silent legal commitments.

Human in the loop · always for sensitive

Records requests, FHA accommodations, NOLA cycle, all litigation-watch matters always have a human in the decision loop. Agents draft; humans decide.

Audit-log everything

Every agent action logs to hash-chain audit log: prompt, response, sources cited, human-reviewer identity, timestamp. Forensically defensible.

Data minimization

Agents see only data they need for their task. Owner bot doesn't see HR data. Performance signal agent doesn't see owner ledgers. Per-agent permission scope.

Off-switch

Each agent has independent kill-switch. If we lose confidence in any one, we disable it without affecting others. We've never had to · but the capability matters.

Why we document this

AI in property management is going to be audited eventually · by boards, by regulators, by attorneys in slip-and-fall cases. The defensible posture is "we documented every agent, what it does, what it doesn't do, where the human is." This page is that.

Tied to

Compliance Posture · BCP · Audit Log · AI Triage · Owner Bot · Meeting Recap · Invoice OCR · Sentiment · DQ Monitor · Records Workflow.