AI for MRI Software, Custom Automation & Integration
DisclosureProptena is an independent AI integration studio and a service of Vascoh LLC. We are not affiliated with, endorsed by, sponsored by, or a certified partner of MRI Software LLC. “MRI Software” is their trademark, used here only to name the system we integrate with. Full notice.
Operators on MRI Software often run complex commercial and mixed portfolios, and the leases behind them are where the manual work hides. A single commercial lease can carry base rent, escalations, CAM recoveries, percentage rent, renewal and expansion options, and co-tenancy clauses, and abstracting all of that into MRI by hand is slow and error-prone. We build custom AI on top of MRI Software so lease abstraction, leasing, and maintenance work run against your live MRI data and write results back into MRI, with a particular focus on getting complex commercial lease terms into structured fields accurately.
This is the MRI-specific view of our work. For the broader approach, see the AI property management pillar. If you're comparing platforms, see AI for Yardi, AI for RealPage, and AI for Entrata.
What we build on MRI Software
Commercial lease abstraction into MRI
Automated extraction of the terms that drive commercial real estate, base rent and steps, CAM and operating-expense recoveries, percentage rent, escalations, renewal, expansion and termination options, and critical dates, parsed from executed leases and written into structured MRI fields. This is the deepest fit for MRI and builds directly on our lease abstraction work, replacing hours of manual abstraction with a reviewable draft tied to source text.
AI leasing synced to MRI availability
An AI leasing assistant that answers inquiries instantly, qualifies against your criteria, and books tours against real-time MRI availability, writing prospects, activities, and notes back so your team sees every interaction inside MRI. For commercial pipelines, it can capture inquiry detail and route to the right leasing contact.
Maintenance triage writing back to MRI work orders
A maintenance triage agent that intakes and classifies requests, offers safe self-help for minor issues, sets urgency, and creates the work order directly in MRI with the detail vendors need, escalating true emergencies immediately.
Rent and owner reporting
Drafted owner, investor, and portfolio reporting assembled from MRI financial and occupancy data, so recurring updates start from a structured, source-traceable draft rather than a blank page.
MRI Software integration specifics
MRI exposes integration surfaces that vary by product, module, edition, and configuration across its property and financial suite. The points below describe our general approach and must be confirmed against your specific MRI products and enabled interfaces.
- API surface. We integrate through MRI's supported integration interfaces for your enabled products. The exact resources, properties, units, availability, leases, tenants, work orders, financials, and the operations allowed depend on your licensed modules and integration entitlements.
- Authentication. We connect using MRI's supported credentialing model for third-party integrations, scoped to least privilege.
- Data sync. We read availability, unit, lease, contact, and work-order data and reconcile each on an appropriate cadence. Whether behavior is near-real-time or batch depends on the interface enabled.
- Webhooks and write-back. Where MRI supports event notifications we trigger workflows on them; where it doesn't, we use reliable scheduled checks. Write-back creates and updates records, prospects, work orders, lease data, notes, with idempotency so nothing double-posts.
Because MRI access varies so much by product and configuration, the first step of any engagement is confirming exactly which interfaces you have enabled and how access is provisioned.
Design and development factors
- Field mapping. We map AI outputs to your specific MRI field configuration, including custom fields, commercial lease structures, and property-level variation, and validate each mapping before go-live. Complex clauses (CAM, percentage rent, options) get explicit mapping and review rules.
- Sync reliability. Idempotent writes, retry handling, and reconciliation keep MRI the single source of truth without duplicate records or drift between modules.
- Fair-Housing-safe leasing. For any residential or prospect-facing leasing, the layer is built to respond consistently to every prospect, avoid inferring or acting on protected characteristics, and route any adverse action to a human reviewer. This is a design principle informed by Fair Housing law, not legal advice.
- Accuracy and human-in-the-loop. Abstracted lease terms and consequential steps surface for human confirmation rather than posting silently, with source text kept beside each value, essential for high-stakes commercial abstraction.
- Security. Least-privilege MRI credentials, encryption in transit and at rest, and documented boundaries for any data sent to model providers.
Typical timeline
| Phase | What happens | Typical duration |
|---|---|---|
| Audit | Confirm enabled MRI interfaces, map workflows and lease structures | 1–3 weeks |
| Connector | Build and prove the MRI connection and write-back | 3–5 weeks |
| Build | AI configuration, field mapping, abstraction rules, Fair-Housing review | 3–4 weeks |
| UAT | Limited portfolio, human oversight, abstraction accuracy checks | 2–4 weeks |
| Rollout | Expand and refine | Ongoing |
Timelines depend heavily on how quickly MRI interface access is confirmed and on the complexity of your lease structures.
ROI: illustrative ranges
These are illustrative industry ranges, not results we have achieved.
- Typical automation of commercial lease abstraction into MRI can reclaim substantial analyst time and reduce costly abstraction errors.
- Industry benchmarks suggest instant, availability-synced leasing response improves lead-to-tour conversion.
- Maintenance triage with self-help is associated with fewer unnecessary work orders.
FAQ
Does AI work with MRI Software? Yes. We build custom AI that reads from and writes to MRI through its supported integration interfaces. What's possible depends on your licensed products and integration entitlements.
Do you write back to MRI? Yes, that's central to the value. We create and update records like prospects, work orders, and abstracted lease data directly in MRI, with idempotency so nothing double-posts. Available write operations depend on your enabled interfaces.
Is my MRI data secure? We use least-privilege MRI credentials, encrypt data in transit and at rest, and document exactly what data leaves your environment and why. As a new firm we describe our approach rather than certifications held; specifics are marked until confirmed against your contracts.
Can you handle complex commercial leases? Yes, this is the strongest fit for MRI. We extract CAM, percentage rent, escalations, options, and critical dates into structured MRI fields, always keeping source text alongside each value for human review. See our lease abstraction work.
How do you handle abstraction accuracy on high-stakes leases? Every abstracted term is a reviewable draft with its source clause attached, and consequential values surface for human confirmation rather than posting silently. We validate accuracy on a sample before any rollout.
How we work
We start by confirming which MRI interfaces your products enable and mapping your lease structures, because that defines what's buildable and where accuracy matters most. We build and prove the connector, including write-back on a small slice, before layering AI on top. Prospect-facing features get a Fair-Housing design review. We pilot under human oversight and expand only when abstraction accuracy and results hold. You own the integration and the logic.
Security and compliance posture
As a new firm, we describe our approach, not certifications we hold. We use scoped, least-privilege MRI credentials, encrypt data in transit and at rest, minimize data sent to model providers, and document retention boundaries. All MRI-specific capability and security claims are marked until confirmed against your MRI products and enabled interfaces. We support your internal compliance review.
Book a scoping call
Book a scoping call and we'll confirm your MRI integration options and scope one high-value workflow, often commercial lease abstraction, with a realistic timeline and cost range.
Exploring first? Download our AI Readiness Checklist for Property Managers.