In the highly competitive world of B2B revenue operations, data is either your greatest strategic accelerator or your most frustrating operational bottleneck. High-growth organizations can no longer afford to let customer interactions sit in isolated silos. To scale company revenue and achieve rapid, sustainable growth, businesses must seamlessly connect their Customer Relationship Management (CRM) platform with state-of-the-art artificial intelligence and advanced business i

In our work consulting with executive teams, enterprise teams, and public organizations, the single most frequent question we receive is no longer, "What is Gen AI?" but rather, "How do we actually build a structured, safe, and scalable capability roadmap around it?" To bridge this gap, Advanced Analytics and Research Lab (AAARL) developed the 10 Levels of Gen AI Mastery.

In the fast-paced world of multi-family property management, technology adoption is a frequent pain point. Organizations invest heavily in enterprise software, dynamic revenue management tools, and generative AI licenses, only to find them ending up as "shelfware." On-site teams, buried under daily operational friction, often resist top-down mandates. To bridge this gap, modern operators are turning to a structured Multi-Family AI & Data Enablement Framework. This framework d

Over the past year, however, Microsoft has reimagined Copilot into an intuitive, versatile AI companion tailored specifically for individual workers, students, creators, and everyday productivity. Whether you are looking to streamline your morning routine, draft personal correspondence, build specialized helpers, or organize complex research, here is a complete breakdown of all the consumer-grade Copilot tools currently available. 1. Copilot Standalone Apps & Daily Briefings

Across the enterprise landscape, an overwhelming sense of urgency surrounds Artificial Intelligence. Leaders read headlines about autonomous agents and generative tools, then immediately task their teams with deploying cutting-edge models. Yet in boardroom after boardroom, the outcome is often the same: expensive pilot programs stall, algorithms hallucinate or produce conflicting metrics, and executive confidence collapses. To unlock actual enterprise value, organizations mus

For non-profits, higher education, and healthcare foundations, Blackbaud’s Raiser’s Edge (RE NXT) is the undisputed center of gravity for donor data. But as Artificial Intelligence reshapes how businesses operate, many fundraising leaders are asking a critical question: Is our Raiser’s Edge data stuck in the past, or can we leverage it with modern AI? The short answer: You absolutely can. But getting there requires understanding the difference between Blackbaud’s internal too

Every week, I speak with executives trying to map out their technology and AI strategies for 2027. A common question I hear is, "Should we use AI for this?" While Generative AI is incredibly powerful, it isn’t a silver bullet for every operational bottleneck. Sometimes you need an LLM; sometimes you need a predictive dashboard; and sometimes, you just need to buy an existing software license. To help our clients avoid costly missteps, we use a simple framework to determine wh

Even though DIY for AI is getting easier and easier, it's also getting more and more complicated.

Intro to the 'growing' growing gap problem, compounding and investments The human impact: workforce and education, org structure changes, aging workforce and the trickle down effect The dichotomy of AI gains: efficiency vs. disruption, solo unicorns, under indexing of human skillsets, the mundanity of excellence Our collective responsibility and activism: why AI regulation might look like car regulations, our values and action to affect the fine AI line we are curren

For decades, the standard in residential real estate analytics has been the static dashboard. Asset managers and property teams have spent countless hours exporting data from property management systems (PMS) to hunt for insights. Today, the frontier has shifted toward Agentic AI—systems that not only aggregate data but actively synthesize it, detect variances, and generate executive-ready performance reports. By leveraging Google’s Gemini and NotebookLM, real estate firms

As your team adopts AI, the biggest question on any CTO’s mind is simple: Is our proprietary data safe? When rolling out generative AI like Gemini to multiple team members, protecting your intellectual property, customer data, and internal communications isn't just an IT preference—it's a compliance mandate. Here is what you need to know to ensure your Gemini deployment is secure, private, and leak-proof. 1. Choose the Right Subscription (The Golden Rule) The single most impo

In the fast-paced residential real estate sector, tracking operational data effectively dictates portfolio profitability. For many property management firms, valuable leasing data remains trapped inside legacy software environments or gets siloed into static month-end spreadsheets. To drive occupancy and optimize operations, forward-thinking asset managers are shifting toward automated, real-time analytics by pairing Yardi Data Connect (YDC) with Microsoft Power BI. Deployi

For residential real estate firms, data is your most valuable asset—but only if you can actually use it. For years, asset managers and reporting teams have struggled with siloed information, relying on manual CSV exports from Yardi Voyager and static month-end spreadsheets. By the time leadership reviews the portfolio metrics, the data is often already stale. Enter Yardi Data Connect (YDC) combined with Microsoft Power BI. At Advanced Analytics and Research Lab (aaarl.ca),

As part of a pilot project, Propertylab.ai (a subsidiary of Advanced Analytics and Research lab focused on the Real Estate Industry) leveraged the first AI-based dynamic pricing for Single Family Rental Communities for a Large US-based residential rental owners. The goal was to help the organization increase rent revenue, decrease vacancy costs, and improve operational efficiencies for four Single Family Rental Communities. BACKGROUND: This company, which was relatively new t

This blog goes over the topic of lease expiration management, and how it can be used to help residential real estate assets perform better.

This blog goes into the details of two inventory management systems: The Fixed Order Quantity (Q) and Fixed Order Period (P) systems.

This post dives into revenue management and how it can be implemented in the single family rental space.

Three easy steps for any organization to get started with data and analytics.

This blog will focus on the how and the why of using analytics and AI to better price residential real estate units.

Human capital is one of the key driving forces of success within any company. Undoubtedly, organizations that strategically attract...