Inbox to access gate: automating real estate move-in and move-out workflows with Jax
Inbox to access gate: automating real estate move-in and move-out workflows with Jax
Industry: Real Estate / Community Management
Challenge: Manual handling of move-in/move-out forms, document validation, and notifications
Solution: HachiAI’s AI agent, Jax
Discover how Jax automated the full lifecycle of move-in and move-out requests at the client, reducing manual processing and accelerating handovers through email parsing, form extraction, and Excel integration.
Background
A real estate and community management company, processes a high volume of move-in and move-out requests from residents, property owners, and real estate agencies. The workflow included monitoring shared inboxes, validating documents, updating Excel trackers, and coordinating with the security team. Manual touchpoints created inefficiencies and delays.
Major challenges
Requests submitted to multiple email inboxes
Document-heavy workflow with varying attachments (e.g., contracts, ID, forms)
Manual data entry into Excel-based trackers
Inconsistent confirmation and notification procedures
Risk of missed approvals, delays, or miscommunication with residents and security
Traditional workflow
Community management staff were responsible for:
Manually monitoring inboxes for move-in/move-out requests
Reviewing attached documents for completeness and validity
Extracting form data (e.g., resident info, cluster, pets, vehicles)
Manually updating centralized Excel trackers
Following up with owners for NOC (No Objection Certificate)
Emailing the security team and residents after verification
HachiAI's solution
To streamline operations, HachiAI deployed Jax, an AI agent specialized in form extraction, document monitoring, and structured data entry. Jax was trained on sample forms and logic shared by the client and now automates the full process end-to-end.
For move-in workflows:
Monitors shared inboxes for new requests
Validates key attachments (e.g., tenancy contract, title deed, ID forms)
Extracts key fields from the move-in and resident info forms
Populates centralized Excel trackers with structured data
Sends security notifications once the form is validated and approved
For move-out workflows:
Detects relevant emails and attached forms
Checks for NOC from owners or auto-requests it if missing
Cross-verifies resident-villa ownership using a reference file
Extracts move-out data and updates the tracker
Sends emails to security and the resident after final approval
Results achieved
End-to-end automation of both move-in and move-out workflows
80%+ reduction in manual follow-ups and data entry
Faster coordination with security for access control
Improved accuracy in form validation and resident classification
Key capabilities used
Multi-inbox monitoring and email parsing
Intelligent document validation and classification
Form field extraction and structured output
Automated email composition and routing
Excel integration for centralized recordkeeping
Why HachiAI?
With Jax, the client gained a high-capacity AI agent for handling repetitive, high-volume resident onboarding and exit processes. By automating every step from inbox to access gate, Jax ensures seamless coordination across teams and faster service delivery.
Ready to automate move-in/out processing and reduce admin delays? Request a demo
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