Wednesday, May 20, 2026
The Property Management Times
Topic

AI & Automation

What's actually working in PM automation, without the vendor hype.

20 articles
Google I/O 2026: What Gemini AI and Android XR Mean for Your Property Management Operations
AI & Automation

Google I/O 2026: What Gemini AI and Android XR Mean for Your Property Management Operations

Google I/O 2026 brought significant advancements in agentic AI and Android XR. For property management, agentic AI promises to automate complex, multi-step workflows like maintenance requests, freeing up staff for higher-value tasks. While Android XR smart glasses are still nascent, they hold future potential for hands-free inspections and immersive showings.

Ian Anunciacion· May 20, 2026· 6 min
Google I/O 2026: Gemini's New Brain and What It Means for Your PM Operations
AI & Automation

Google I/O 2026: Gemini's New Brain and What It Means for Your PM Operations

Google I/O 2026 unveiled significant advancements for Gemini, moving beyond simple chatbots to agentic AI that can take initiative and execute complex tasks. For property managers, this means more sophisticated automation for workflows like tenant inquiries, maintenance triage, and marketing. It's time to audit your operations and engage with software vendors to prepare for this shift.

Ian Anunciacion· May 19, 2026· 5 min
Fine-Tuning Open-Source LLMs for Property Management: Worth the Hype in 2026?
AI & Automation

Fine-Tuning Open-Source LLMs for Property Management: Worth the Hype in 2026?

Fine-tuning open-source LLMs for property management offers tantalizing possibilities for hyper-specialized AI. However, for most PM companies, the significant investment in data, technical expertise, and ongoing maintenance currently outweighs the benefits, especially when commercial LLMs and specialized proptech solutions offer 'good enough' performance with less overhead.

Ian Anunciacion· May 17, 2026· 7 min
Slackbot's AI Agent: More Than Just Chat for Property Management Workflows
AI & Automation

Slackbot's AI Agent: More Than Just Chat for Property Management Workflows

Salesforce's new Slackbot AI agent signals a shift towards proactive, action-oriented AI in the workplace. For property managers, this means significant potential for automating maintenance triage, lease renewals, and even staff onboarding. However, challenges like integration complexity and data quality must be addressed for successful implementation.

Ian Anunciacion· May 15, 2026· 5 min
Google I/O 2026: What Gemini and XR Glasses Mean for Property Management
AI & Automation

Google I/O 2026: What Gemini and XR Glasses Mean for Property Management

Google I/O 2026's Gemini updates promise deeper property management automation through advanced document analysis and personalized resident communications. Android XR glasses could revolutionize maintenance and virtual showings, offering augmented reality overlays for on-site staff and remote teams. This signals a shift toward agentic AI, impacting PM workflows significantly.

Ian Anunciacion· May 14, 2026· 5 min
Beyond the Bots: Crafting Authentic Owner Communication with AI
AI & Automation

Beyond the Bots: Crafting Authentic Owner Communication with AI

AI can significantly enhance owner communication in property management, but it should act as an assistant, not a replacement for human interaction. Focus on using AI for data summarization, drafting initial responses, sentiment analysis, and careful personalization of mass communications. Always keep a human in the loop for review and the final personal touch.

Ian Anunciacion· May 14, 2026· 6 min
IBM's Agentic Era: What Does It Mean for Your 200 Doors?
AI & Automation

IBM's Agentic Era: What Does It Mean for Your 200 Doors?

IBM's 'agentic era' announcements signal a shift toward AI systems that can act autonomously to achieve goals, not just answer questions. For property managers, this means potential automation of complex, multi-step workflows like maintenance coordination, lease renewals, and compliance monitoring. While challenges remain, this technology could free up human teams for more strategic tasks.

Ian Anunciacion· May 5, 2026· 5 min
The MCP Protocol and PM Software: Why Your AI Integrations Depend On It
AI & Automation

The MCP Protocol and PM Software: Why Your AI Integrations Depend On It

The Multi-agent Communication Protocol (MCP) is a standardized way for different AI models to talk to each other, share information, and coordinate actions. For property management, this means moving beyond isolated AI tools to a collaborative system where AI agents can automate complex workflows, from tenant support to proactive maintenance. Your PM software's ability to integrate with these protocols will determine your future AI capabilities.

Ian Anunciacion· Apr 24, 2026· 6 min
Benchmaxxer Repellant: What AI's New Gatekeepers Mean for Your PM Voice Assistant
AI & Automation

Benchmaxxer Repellant: What AI's New Gatekeepers Mean for Your PM Voice Assistant

The AI industry is introducing tougher tests for Automatic Speech Recognition (ASR) models, called "Benchmaxxer Repellant." This move aims to ensure AI voice tools perform better in real-world scenarios, not just in controlled demos. For property managers, this means more reliable automated tenant communication, maintenance triage, and voice-enabled documentation, ultimately leading to better tenant satisfaction and operational efficiency.

Ian Anunciacion· Apr 18, 2026· 6 min
Agentic AI Frameworks: The Next Evolution for Property Management Automation, or Just More Hype?
AI & Automation

Agentic AI Frameworks: The Next Evolution for Property Management Automation, or Just More Hype?

Agentic AI frameworks promise to transform property management by enabling AI to plan and execute multi-step tasks autonomously, moving beyond simple chatbots. This could revolutionize maintenance, lease renewals, and tenant onboarding by intelligently orchestrating complex workflows. However, practical implementation requires careful design, human oversight, and starting with small, well-defined tasks to avoid pitfalls.

Ian Anunciacion· Apr 14, 2026· 5 min
Anthropic's Cowork: A Desktop AI Agent for Property Managers, No Coding Required
AI & Automation

Anthropic's Cowork: A Desktop AI Agent for Property Managers, No Coding Required

Anthropic's new desktop AI agent, Cowork, promises to work with local files without coding. For property managers, this could mean automating lease analysis, drafting tenant communications, and triaging maintenance requests, saving significant time and effort.

Ian Anunciacion· Apr 9, 2026· 6 min
Claude vs. GPT-4o: An Honest AI Showdown for Property Management
AI & Automation

Claude vs. GPT-4o: An Honest AI Showdown for Property Management

I've put Claude and GPT-4o through the property management wringer, testing them on everything from lease amendments to tenant communication. It's not a competition, but rather a guide to where each AI shines brightest in our industry.

Ian Anunciacion· Apr 8, 2026· 7 min
Beyond the Hype: Real AI Document Processing for Leases and Maintenance Records
AI & Automation

Beyond the Hype: Real AI Document Processing for Leases and Maintenance Records

AI document processing for leases and maintenance records is no longer futuristic; it's a practical tool for property managers. Focusing on structured data extraction, AI can significantly reduce manual entry and improve data quality, though careful training and human oversight remain crucial for success.

Ian Anunciacion· Apr 7, 2026· 7 min
AI in the Trenches: How Intelligent Triage is Reshaping Property Maintenance
AI & Automation

AI in the Trenches: How Intelligent Triage is Reshaping Property Maintenance

AI-powered maintenance triage systems are transforming how property managers handle resident requests. These intelligent tools intercept, clarify, categorize, and route issues, drastically improving efficiency and resident satisfaction. While not without challenges, AI is proving to be a game-changer for the initial, often chaotic, stages of maintenance management.

Ian Anunciacion· Apr 6, 2026· 6 min
AI for Owner Communication: Beyond the Robot Overlords
AI & Automation

AI for Owner Communication: Beyond the Robot Overlords

AI can revolutionize owner communication, but only if used strategically as a co-pilot, not a replacement. The key is to leverage AI for drafting, summarizing, and refining, then apply a crucial human overlay to inject empathy and context. This hybrid approach ensures efficiency without sacrificing the personal touch essential for building trust with owners.

Ian Anunciacion· Mar 31, 2026· 7 min
AI's Role in Maintenance Triage: From Frustration to Fix
AI & Automation

AI's Role in Maintenance Triage: From Frustration to Fix

AI is transforming maintenance triage in property management by interpreting tenant requests, asking clarifying questions, and speeding up the process. This shift reduces human bottlenecks, improves accuracy, and drives significant cost savings for property managers. It's a practical, immediate application of AI that addresses a long-standing operational challenge.

Ian Anunciacion· Mar 25, 2026· 5 min
Beyond the Bots: Crafting Authentic Owner Communication with AI
AI & Automation

Beyond the Bots: Crafting Authentic Owner Communication with AI

Using AI for owner communication doesn't have to mean sounding like a robot. By mastering the art of prompting and maintaining a crucial human review step, property managers can leverage AI to draft personalized, efficient messages that build trust.

Ian Anunciacion· Mar 24, 2026· 7 min
Claude's Latest Update: A Practical Look at AI's Next Leap for Property Managers
AI & Automation

Claude's Latest Update: A Practical Look at AI's Next Leap for Property Managers

Anthropic's latest Claude 3.5 Sonnet model brings significant advancements in AI, particularly for property management. Its enhanced vision and document processing capabilities can revolutionize maintenance triage and back-office operations. While not a magic bullet, it offers practical tools to boost efficiency and improve resident satisfaction.

Ian Anunciacion· Mar 10, 2026· 6 min
LLMs in Production: What Actually Works (and Doesn't) After 18 Months
AI & Automation

LLMs in Production: What Actually Works (and Doesn't) After 18 Months

After 18 months of LLMs in production for property management, some applications are genuinely saving time, like initial inquiry responses and drafting standard communications. However, they still fall short on complex problem-solving, handling nuance, and providing legal or financial advice without human oversight. They are powerful tools, but not replacements for human judgment.

Kyle Quines· Mar 9, 2026· 6 min
Beyond the Hype: What o3 and Gemini 2.0 Really Mean for Your PM Workflows
AI & Automation

Beyond the Hype: What o3 and Gemini 2.0 Really Mean for Your PM Workflows

New AI reasoning models like OpenAI's 'o3' and Google's Gemini 2.0 promise deeper understanding and multi-modal capabilities. For property management, this means smarter maintenance triage, more accurate inspections, and enhanced tenant communication. The real impact will be hyper-augmentation of human roles, not full automation.

Ian Anunciacion· Mar 9, 2026· 6 min