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Real Estate MVP Development: How to Decide What to Build First

Oct 27, 2026 By Zorian Fedoryga In ORIL
A real estate product can look simple on a roadmap: search properties, analyze rents, manage listings, track deals, or automate a manual process. The complexity usually appears underneath, in the data, integrations, user roles, and workflows that make the feature usable. That is why a real estate MVP is not simply the smallest set of features. It is the smallest production-capable product that can test a defined hypothesis using the data and workflow the real product depends on.
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Real Estate Data Integration: How Property Managers Can Connect PMS, ERP, CRM, and Other Systems

Oct 21, 2026 By Oleksandr Bryk In ORIL
A tenant gives notice. The property management system (PMS) records the lease change, but the website may continue to show the unit as unavailable until its next update. Maintenance may receive the turnover request by email, while finance adjusts the ledger during month-end reconciliation. These gaps can reflect missing connections, delayed synchronization, or differences in how systems process and interpret updates.
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Understand Your Real Estate Data Before Building AI | Innovation Blueprint

Oct 21, 2026 By ORIL In ORIL
Before building an AI-powered real estate product, understand the data that will power it. In this episode of The Innovation Blueprint Podcast, Roman Havrylyuk of ORIL and David Lovins, CEO of The Warren Group, explore why understanding your data — where it comes from, how it’s structured, and how different datasets connect — should come before building AI solutions. The better you understand your data, the better equipped you are to build technology that delivers reliable, meaningful results.
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MLS Data Quality: 10 Problems That Break Real Estate Products at Scale

Oct 19, 2026 By Ihor Kosandyak In ORIL
A single Multiple Listing Service (MLS) record rarely stays in one place. The same listing feeds the search index, the map, the detail page, analytics, and the public API, so one incorrect value can propagate to multiple downstream surfaces that consume the same source data. A correction made in one system does not necessarily propagate to every downstream surface that consumed the original value.
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What 2026 Building-Performance Requirements Reveal About Real Estate Data Infrastructure

Oct 15, 2026 By Eugenii Samarskyi In ORIL
2026 building-performance requirements increasingly depend on reliable property, meter, utility, and energy data, and that same normalized data can support compliance, reporting, analytics, and energy management. In 2026, several US jurisdictions reach building-performance deadlines, spanning recurring annual benchmarking, first-time compliance dates, and emissions-reduction requirements. The rules differ by jurisdiction, but many draw on the same property, meter, and utility records.
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Expanding Into a New Real Estate Market? The Data and Integration Checklist You Need Before Launch

Oct 13, 2026 By Zorian Fedoryga In ORIL
For a real estate platform, a new market can introduce different source systems, property attributes, identifiers, business rules, geographic structures, and reporting requirements, each of which enters the platform somewhere. The engineering question is where those differences land in the existing platform, and whether the current data model, integrations, search, workflows, and analytics can absorb them without a second architecture forming alongside the first.
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oril

Real Estate Investment Dashboards: What Should Executives Actually See?

Oct 8, 2026 By Ihor Sokolyk In ORIL
Investment leaders may see the same portfolio figures across board decks, monthly reports, and multiple reporting tools. Occupancy, cash flow, returns, and budget variances are all there. What is harder to get from that reporting is a quick understanding of what changed, whether it matters, and which asset or market deserves attention next. A reporting screen shows the numbers.
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oril

Why Real Estate Data Doesn't Match: Causes and How to Fix It

Oct 5, 2026 By Oleksandr Bryk In ORIL
Quick answer: Real estate data often differs across systems because MLS, PMS, CRM, and ERP platforms use different identifiers, schemas, formats, and update rules to represent the same property. Fixing it isn’t a one-time cleanup. It requires a reconciliation capability: identify candidate matches, normalize values, validate them, enrich missing fields, consolidate confirmed duplicates, resolve source priority when systems disagree, and monitor for new inconsistencies as records change.
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App Maintenance and Continuous Updates: What Ongoing Software Maintenance Really Requires

Oct 2, 2026 By Roman Havrylyuk In ORIL
A production release is not the end of engineering work on a product. It is the point where the software starts living in an environment it doesn’t control. Operating systems ship new versions, dependencies get patched or deprecated, third-party APIs change their contracts, traffic grows, and newly disclosed vulnerabilities turn yesterday’s safe code into today’s exposure.
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