Deploy4: AI automation for real estate and manufacturing teams.
AI built to take the repetitive work off your people. Our forward-deployed engineers wire agents, computer vision, and automated workflows into your portfolio or plant, so leasing teams, property managers, and line operators spend their time on residents, quality, and growth.
The exhaustive Deploy4 catalog — each capability deployed, wired, and running in production. Every card carries a live interactive preview of exactly how it looks inside your stack.
Autonomous Deal Underwriting, OM Parsing & Rent-Roll Extraction
Analysts burn 16+ hours per property manually re-keying 100-page Offering Memorandums, T12 financials, and broken Excel rent rolls into underwriting models — while better-capitalized competitors clear the same deals in days.
24/7 Omnichannel Voice & WhatsApp Leasing, Qualification & Tour Concierge
61% of leasing inquiries arrive after office hours and go cold by morning. Human leasing agents miss calls, lose WhatsApp threads, and can't qualify income or book tours at 2 AM.
Autonomous Property Maintenance Triage, Vision Diagnostics & Vendor Dispatch
Property managers drown in vague tenant tickets — 'AC broken' — then spend days chasing vendor quotes, overpaying invoices, and fielding angry follow-up calls.
Construction Draw Audits, BIM/Drone Progress Verification & Lien Waiver Chasing
Subcontractors bill ahead of actual progress; AIA G702/G703 pay apps get rubber-stamped; lien waivers go uncollected — and lenders hold draws hostage while paper chases paper.
Algorithmic Lease Renewal, Churn Prediction & Dynamic Yield Engine
Renewals get handled 30 days late with a flat 3% increase letter — while churn risk, comp movement, and concession trade-offs sit invisible in spreadsheets nobody opens.
Automated CAM Reconciliation, Lease Abstraction & Debt Covenant Monitoring
Hundreds of commercial leases — triple-net, gross-up clauses, expense caps, co-tenancy triggers — get skimmed once at signing. Unbilled pass-throughs quietly bleed 3–7% of recoverable income every year.
Edge Computer Vision Quality Assurance (120 FPS Zero-Defect Line Inspection)
Human inspectors catch maybe 80% of defects on a good shift. Micro-cracks, weld porosity, missing fasteners, and label faults escape at line speed — and return as chargebacks, recalls, and lost contracts.
Autonomous RFQ, CAD/Drawing Parsing & Instant BOM Costing Engine
Estimators take 5–7 days to answer an RFQ — manually measuring drawings, looking up material prices, and guessing cycle times. Half the quotes go out after the buyer already signed with someone faster.
Predictive Maintenance & Multi-Sensor SCADA/PLC Anomaly Orchestration
Unplanned line-down events cost $25K+/hour and always hit mid-shift. Bearing and spindle failures announce themselves in vibration and current-draw data 72 hours early — data nobody watches.
Autonomous Supply Chain, 3-Way PO Matching & Vendor Expediting Agent
Procurement teams spend entire days chasing PO confirmations over email and WhatsApp, manually three-way matching invoices, and discovering late shipments only when the line stops.
Dynamic Constraint-Based Production Scheduling & Shop-Floor Digital Twin
The master schedule lives in an Excel file one planner owns. A single rush order, machine fault, or late material delivery turns the week into chaos — and on-time delivery quietly erodes.
Multilingual Shop-Floor SOP Copilot & Automated Shift Handover Intelligence
A night-shift operator staring at fault code E-409 waits 40 minutes for a senior tech. Machine manuals, maintenance logs, and ISO SOPs exist — in binders nobody can query mid-line-stop.
Zero-Migration Legacy ERP/Tally/SAP/AS400 Bridge
Your plant and your portfolio already run on Tally, SAP, AS400, or a 15-year-old ERP nobody dares touch. Every 'digital transformation' pitch starts with a migration your operators will never survive.
Autonomous Finance & Audit Engine
AP/AR close takes two weeks, multi-entity reconciliation happens in personal spreadsheets, and audit season means a war-room of accountants reconstructing a year of decisions.
Sovereign Multi-Agent DAG Runtime
SaaS automation means your production data lives on someone else's cloud, agents hallucinate actions with no guardrails, and nobody can audit what the machine decided at 3 AM.
Why forward-deployed engineering crushes traditional agencies and shelfware SaaS — we don’t hand you software. We move into your operation until it runs itself.
Embed & Telemetry Audit
Forward-deployed engineers shadow your actual floor and office operations — riding shifts, sitting in leasing calls, watching estimators work. Every bottleneck is mapped with timestamps, cost attribution, and telemetry baselines.
Every week of delay is margin handed to whoever automates first. Book the teardown — or challenge us with a 72-hour proof-of-concept on your own bottleneck.