Operations design · SMB verticals

AI Automation Company — Operating Model

Design and delivery system for underserved SMB industries — starting with Construction & Trades and Property Management. Generate consulting revenue, discover repeatable automation patterns, and convert winners into SaaS — with governance traceability at every deployment.

Scope (locked). Contract offerings today remain Trust Brief, Copilot Governance Pack, and Bank Pilot. This page is the services & platform discovery operating model — not a public SKU list until founder sign-off. TrustField Technologies is a separate company; Phase 8 describes its governance role for automation engagements, not Noetfield Copilot product scope.

Phase 1 — Market

Mission: validate revenue paths in Vancouver + remote SMB verticals before product build.

TAM (North America SMB ops automation)

SegmentEst. addressable firmsACV potentialEntry wedge
Construction & trades (5–50 FTE)~450k firms$15k–$80k/yr services → $3k–$12k SaaSJob costing, scheduling, invoice chase
Property management (residential)~280k operators$12k–$60k/yrTenant comms, maintenance triage, lease docs
Remote professional servicesGlobal$8k–$40k/yrBack-office workflow packs

Vancouver market (90-day focus)

SignalData pointImplication
Construction permits (Metro Van)High renovation / infill activityTrades need dispatch + client update automation
Rental pressureTight inventory, high tenant churn costPM firms need faster maintenance routing
Labor costAdmin burden on ownersAI ops audit ROI is 2–4× in year one

ICP & buyer personas

PersonaTitleBuying triggerObjection
Owner-operatorGM / OwnerMissed invoices, schedule chaos"We tried Zapier, it broke"
Ops leadOffice manager50+ hrs/mo manual data entrySecurity & data residency
Portfolio PMDirector of opsSLA breaches, vendor coordinationIntegration with Yardi/AppFolio

Pain-point matrix

PainConstructionProperty mgmtAutomation pattern
Quote → job → invoice gapHighMediumCRM + accounting sync agent
After-hours tenant requestsLowHighTriage + vendor dispatch
Document version chaosHighHighRAG + approval gate
Compliance evidenceMediumHighDecision log + export pack
50discovery calls / quarter
8paid audits / quarter
25%audit → implementation

Phase 2 — Offer design

OfferPriceScope (2–4 wk)DeliverablesTarget margin
AI Operations Audit $4,500–$8,500 Workflow map, tool stack, AI readiness, ROI model Audit report, opportunity backlog (scored), 90-day roadmap 55–65%
Automation Factory $12k–$35k fixed 3–6 workflows automated end-to-end Deployed agents, runbooks, monitoring, handoff training 40–50%
Managed AI Operations $2.5k–$8k/mo Monitor, tune, incident response, monthly ROI report SLA dashboard, change log, quarterly optimization sprint 50–60% at scale

Onboarding (all offers)

  1. Intake + data-access checklist (metadata-first)
  2. Evidence & retention agreement signed
  3. Baseline workflow capture (shadow week)
  4. Kickoff with RACI + success metrics
  5. Weekly steering + decision log export

Phase 3 — Product discovery

Every engagement feeds a workflow intelligence database — the factory for SaaS ideas.

Deployment tracking system

FieldTypeUse
deployment_idUUIDCross-offer traceability
verticalenumconstruction | property_mgmt | other
workflow_patternstringNormalize for SaaS candidacy
time_saved_hrs_modecimalROI proof
revenue_impact_usddecimalChurn/recovery/collections
automation_frequencyintRuns per week
implementation_complexity1–5Engineering cost
vertical_applicability1–5Repeatability score

Opportunity scoring framework

score = (time_saved × 0.3) + (revenue_impact × 0.3) + (frequency × 0.15) + (vertical_fit × 0.15) − (complexity × 0.1) — promote to SaaS when score ≥ 70 across 3+ deployments.

Phase 4 — Software roadmap

MVP conceptPriorityMoatMonetization
FieldOps Copilot — job + invoice agent for tradesP0Vertical templates + QuickBooks bridge$299–$799/mo per crew
TenantFlow — maintenance triage for PMP0SLA playbooks + vendor graph$199–$599/mo per portfolio
Pattern Library — reusable automation modulesP1Discovery data flywheelUpsell from services

Milestones (12 months)

Phase 5 — Technical stack

LayerDesignStack direction
Multi-tenantOrg → workspace → deployment; row-level isolationPostgres + tenant_id; align with governance-console patterns
Workflow engineDAG steps, human gates, retriesExtend Noetfield workflow JSON + event bus
AI agent frameworkTool policies, shadow mode, rate limitsAgent run guard + RID decision logs
Vector searchPer-tenant embeddings, doc boundariespgvector or managed retrieval
IntegrationsCRM, accounting, commsHubSpot/Pipedrive · QBO/Xero · email/SMS/Slack

Phase 6 — Sales engine

ChannelTacticKPI (90d)
Outbound emailVertical-specific 3-touch: pain → audit offer → case stub8% reply, 2% meeting
LinkedInOwner-operator content + DM after engagement200 ICP connects/mo
Referral15% fee on first audit for trades associations3 referrals/qtr
PartnershipBookkeepers, MSPs, PM software consultants2 co-sell pilots
Vancouver localChamber, trade associations, property mgmt meetups4 events/qtr

Phase 7 — Delivery engine

SOPStagesOutput
Project lifecycleDiscover → Design → Build → Verify → Handoff → OperateSigned acceptance + runbook
OnboardingAccess, baseline, RACI, success metricsIntake pack complete ≤ 5 days
DeploymentStaging → shadow → limited prod → fullRollback plan + monitoring
SupportL1 client / L2 ops / L3 engineering4h critical / 24h standard SLA
ReportingWeekly ops + monthly ROITime saved, $ impact, incidents

Staffing (year 1)

RoleFTEWhen
Founder / solutions architect1Day 0
Automation engineer1Month 2
Delivery / CS lead0.5→1Month 4
SDR (Vancouver + remote)0.5Month 3

Financial projection (conservative year 1)

QuarterRevenueCOGSNotes
Q1$35k$14kAudits + 1 factory
Q2$75k$30k2 factory + 1 managed
Q3$110k$44kManaged expansion
Q4$140k$56kMVP beta attach

Phase 8 — TrustField governance layer

Separate entity. TrustField Technologies provides audit, governance, and compliance framing for automation deployments. Noetfield ships Copilot governance & Trust Ledger evidence (TLE) in this repo — not TrustField product code.
LayerFunctionArtifact
AuditImmutable record of what ran, when, with what data scopeDecision log + export slice
GovernancePolicy gates before external executionAllow/deny + human override
Decision logsRID-threaded approvals per workflow changeTLE-aligned entries
Execution traceabilityAgent tool calls, retries, failuresEvent replay + procurement pack
Compliance frameworkMap controls to ISO 42001 / NIST AI RMF languageTrust Brief → shadow pilot evidence

Risks & mitigations

RiskMitigation
Scope creep into payments/custodyPRODUCT_TRUTH gate on every feature
Over-promising AI autonomyShadow mode + human-in-the-loop default
Vertical churnIntelligence DB scores repeatability before build
Brand confusion (Noetfield vs TrustField)Separate domains, contracts, and buyer copy

Execution checklist — next 30 days