Insights — building-type trend analysis.
The signal across the daily intelligence, organized by the asset you actually run.
Every weekday our agents read the market and publish a verified report. Insights reorganizes that stream by building type — General, Commercial Office, Data Centers — each with the trend that connects the reports beneath it.
How this differs from Mix Weekly. Mix Weekly is the once-a-week briefing that lands in your inbox.
Insights is the evergreen, building-type view of the same intelligence — continuously refreshed, built to be navigated by asset class, not by date.
For AISB’s own deep analysis, see the Library → Featured Analysis · 精選分析
AISB’s own arguments worth reading — editorial analysis on how to evaluate, deploy, and trust AI in real buildings.
Featured Analysis · 精選分析 · 2026-06-19
Why Your Building AI Shouldn't Grade Its Own Homework
A frontier autonomous-coding architecture just rediscovered independent verification — the same IPMVP M&V discipline that has protected CRE owners for decades. Four questions to ask before you deploy AI in your portfolio.
前沿的自主編碼架構剛重新發現「獨立驗證」——正是守護 CRE 業主數十年的 IPMVP M&V 紀律。部署建築 AI 前該問的四個問題。
Read the analysis →
Featured Analysis · 精選分析 · 2026-06-19
From Single-Tool AI to Multi-Tool Orchestration: What the Latest Agent Research Means for Smart Buildings
A new agent-research survey maps the shift from single-tool building AI to orchestrated, multi-tool agents — and why verifiability, not autonomy, is the real frontier for commercial real estate.
最新 agent 研究綜述描繪從單工具建築 AI 到多工具編排 agent 的轉變——以及為何「可驗證」而非「自主」才是商用不動產的真前線。
Read the analysis →
Featured Analysis · 精選分析 · 2026-06-19
The Engineering Test: Is Your Building's AI Engineered, or Just Vibe-Coded?
A buyer's 5-question due-diligence framework for evaluating building-AI vendors — borrowed from software engineering's oldest disciplines.
評估建築 AI 廠商的 5 題盡職調查框架——借鏡軟體工程最老派的紀律。
Read the analysis →
Three building types · 三種建築類型
All Building Types · 一般建築86 reports
Compliance is overtaking pilots as the forcing function. Across sectors the through-line of 2026 is the same: energy M&V is going automated, the independent data layer is becoming the real building OS, and the question has shifted from “which vendor” to “can an agent read this building at all.”
合規正取代試點成為驅動力:能源 M&V 自動化、獨立資料層成為真正的建築 OS,問題已從「選哪家廠商」轉為「agent 究竟讀不讀得懂這棟樓」。
Show 86 reports · 展開 86 篇相關報告
Market Signals · 22
2026-06-19Market Signals
The building doesn't care what the model remembers
Read →2026-06-18Market Signals
Best AI Building Management Systems (2026): An Audited Comparison Framework
Read →2026-06-18Market Signals
How to Audit an AI Building Vendor: A CRE Buyer's Trust Checklist (2026)
Read →2026-06-14Market Signals
The GP Studio wave — the AI operating stack for emerging CRE GPs
Read →2026-04-29Market Signals
Market Signals — 2026-04-30
Read →2026-04-24Market Signals
Market Signals — 2026-04-25
Read →2026-04-22Market Signals
Market Signals — 2026-04-23
Read →2026-04-21Market Signals
Market Signals — 2026-04-22
Read →2026-04-18Market Signals
Market Signals — 2026-04-19
Read →2026-04-17Market Signals
Market Signals — 2026-04-18
Read →2026-04-17Market Signals
Market Signals — 2026-04-17
Read →2026-04-16Market Signals
Market Signals — 2026-04-17
Read →2026-04-14Market Signals
Market Signals — 2026-04-15
Read →2026-04-14Market Signals
Market Signals — 2026-04-14
Read →2026-04-10Market Signals
Market Signals — 2026-04-11
Read →2026-04-10Market Signals
Market Signals — 2026-04-10
Read →2026-04-07Market Signals
Market Signals — 2026-04-08
Read →2026-04-07Market Signals
Market Signals — 2026-04-07
Read →2026-04-04Market Signals
Market Signals — 2026-04-05
Read →2026-04-03Market Signals
Market Signals — 2026-04-04
Read →2026-04-02Market Signals
Market Signals — 2026-04-03
Read →2026-03-22Market Signals
Signal Scan — March 22, 2026: NVIDIA's AI Factory Push Reshapes CRE Cooling Economics
Read →M&V & Compliance · 18
2026-06-19M&V & Compliance
Why Your Building AI Shouldn't Grade Its Own Homework
Read →2026-06-13M&V & Compliance
🏗️ The AI Building Brief #2: Why 88% of Smart Building Pilots Fail (And the Fix)
Read →2026-06-10M&V & Compliance
Comply or Retrofit: Singapore's MEI Regime Ends Voluntary Building Decarbonization in APAC
Read →2026-06-03M&V & Compliance
The M&V 2.0 Shift: Automated Verification Is Eating Manual IPMVP — A Practitioner's Playbook
Read →2026-06-01M&V & Compliance
AI-HVAC in 2026: When Energy Optimization Became a Compliance Lever
Read →2026-05-24M&V & Compliance
The M&V Acceptance Window: Three Numeric Floors Your AI-HVAC Vendor Should Cite Before You Sign
Read →2026-05-23M&V & Compliance
The Niagara 5 Migration Cliff: 34 Days to the JACE 9000 SMA-Transfer Deadline
Read →2026-05-17M&V & Compliance
The Six-Week Sustainability Disclosure Cliff: LL97 Year-One, GRESB 2026, and EPD-as-Spec-Gate
Read →2026-05-11M&V & Compliance
The Option D Comeback — Calibrated Digital Twin M&V Goes Bankable in 2026
Read →2026-05-10M&V & Compliance
BaaS Just Got a Standard: How UNI 11973:2025, JCI-Nantum, and HCaaS Are Hardening the Contract Substrate
Read →2026-05-04M&V & Compliance
The 2026 Sustainability Convergence — Why CRREM, Singapore MEI, and California SB 253 All Activate This Year
Read →2026-04-28M&V & Compliance
M&V 2.0 in 2026: How Automated Measurement Is Making AI-HVAC Bankable
Read →2026-04-17M&V & Compliance
The M&V 2.0 Playbook: Why Your 2026 Retrofit Needs AMI Data, Not Spreadsheets
Read →2026-04-16M&V & Compliance
The 2026 AI-HVAC Playbook: M&V-Backed Results and a 90-Day Activation Path
Read →2026-04-16M&V & Compliance
Market Signals — 2026-04-16: The IPMVP Trust Gap
Read →2026-04-09M&V & Compliance
Taiwan's Sustainability Triple Stack: Three Compliance Deadlines Converging on Commercial Buildings in 2026
Read →2026-03-31M&V & Compliance
The AI-HVAC Pilot Guidebook: A Practitioner's 7-Step Framework for Your First Building
Read →2026-03-15M&V & Compliance
IPMVP Option D vs Option C: When to Use Calibrated Simulation
Read →Grid & Energy Markets · 10
2026-06-07Grid & Energy Markets
From Load to Asset: The 2026 Speed-to-Power Playbook for Commercial Buildings
Read →2026-05-27Grid & Energy Markets
Taipower's 2026 Demand-Response Window: The 90-Day FM Playbook for Taiwan Commercial Buildings
Read →2026-05-14Grid & Energy Markets
Grid Demand Crunch Hits CRE: PJM Cleared at the Cap, Taipower Froze Northern Capacity
Read →2026-05-01Grid & Energy Markets
Grid Energy 2026: The 22% PJM Spike, CAISO EDAM Launch, and a 90-Day GEB Playbook
Read →2026-04-22Grid & Energy Markets
Your Building Is Leaving Money on the Table — The Grid-Interactive Opportunity Facility Managers Can't Ignore
Read →2026-04-08Grid & Energy Markets
The AI Power Tax: How Commercial Buildings Are Becoming Grid Assets in 2026
Read →2026-04-08Grid & Energy Markets
Grid-Interactive Buildings Hit Their Taiwan Moment: 90-Day Playbook for Facility GMs
Read →2026-04-03Grid & Energy Markets
Grid-Interactive Buildings: The 2026 Demand Response Playbook
Read →2026-03-22Grid & Energy Markets
Signal Scan — March 23, 2026: Grid Constraints Force AI Buildout South
Read →2026-03-17Grid & Energy Markets
Taipower Grid Freeze: Impact on Commercial Building Energy Strategy
Read →PropTech Capital · 9
2026-06-16PropTech Capital
The Labor-Replacement Test: How PropTech Capital Is Picking Your Next Building-Ops Vendor
Read →2026-06-05PropTech Capital
The PropTech Reckoning: What the $1.5B Anthropic-Blackstone JV Means for Owners Who Aren't Blackstone
Read →2026-05-26PropTech Capital
MRI Software's $10B Exit + 200-Person AI Layoff: 4 Vendor-Contract Clauses to Lock In Before Q3
Read →2026-05-12PropTech Capital
The Agentic AI Capital Flip: Why PropTech's $16.7B Year Is Funding the Wrong 95% of CRE Firms
Read →2026-04-29PropTech Capital
Q1 2026 PropTech Capital Pulse: Where Smart Money Concentrated and What Owner-Operators Should Steal
Read →2026-04-17PropTech Capital
Where CRE PropTech Capital Is Going in 2026: The AI Building OS Bet
Read →2026-04-03PropTech Capital
PropTech Capital Flows: Where Smart Money Is Moving in Q1 2026
Read →2026-03-22PropTech Capital
Signal Scan — March 22, 2026: Power Is the New Capital
Read →2026-03-19PropTech Capital
PropTech VC Funding Q1 2026: Capital Returns to Smart Buildings
Read →Digital Twins · 8
2026-06-18Digital Twins
The Control-Loop Test: How to Tell a €30k Digital Twin From a 3D Screensaver in 2026
Read →2026-06-08Digital Twins
The Digital Twin Tipping Point: When the Model Starts Driving the Building
Read →2026-05-28Digital Twins
The Digital Twin Platform Convergence Is Here: What Omniverse DSX and CES 2026 Mean for Your Building
Read →2026-05-15Digital Twins
The Digital-Twin Quarter: Three APAC Signals That Just Pushed Building Twins From Pilot to Production
Read →2026-05-02Digital Twins
Digital Twins Just Crossed the Procurement Line: Autodesk–Globant Signal + APAC Playbook
Read →2026-04-23Digital Twins
Building Digital Twins: The APAC Inflection Point — 2026 Practitioner Guide
Read →2026-04-10Digital Twins
Building Digital Twins in 2026: The 90-Day FM Playbook
Read →2026-04-04Digital Twins
Taiwan's Digital Twin Edge: How Delta + NVIDIA Omniverse Are Redefining Building Energy Management
Read →AI-HVAC & Energy · 8
2026-05-31AI-HVAC & Energy
The Functional Twin Demo-to-Deployment Line Just Crossed — Three Proof Points in One Week
Read →2026-05-22AI-HVAC & Energy
The Q3 AI-HVAC Procurement Reset: What Johnson Controls' Nantum Acquisition Means for Your Next Contract
Read →2026-05-09AI-HVAC & Energy
The Q3 2026 AI-HVAC Inflection: What Three Announcements Mean for Your 2026 OpEx Budget
Read →2026-04-26AI-HVAC & Energy
AI-HVAC's 2026 Inflection: Trane-BrainBox, DRL Beats ASHRAE G36, and the APAC Grid Reframe
Read →2026-04-07AI-HVAC & Energy
The Sensor Fusion Playbook: How Multi-Modal Building Intelligence Is Cutting HVAC Energy by 23–52%
Read →2026-04-05AI-HVAC & Energy
AI-HVAC in 2026: Proven Results, Major Vendor Moves, and What Facility Managers Should Do Now
Read →2026-04-03AI-HVAC & Energy
AI-HVAC Optimization: Q1 2026 Field Intelligence Report
Read →2026-03-10AI-HVAC & Energy
OpenBlue vs BrainBox vs 75F: AI-HVAC Vendor Teardown
Read →Sensor Fusion & Occupancy · 5
2026-06-14Sensor Fusion & Occupancy
Sensor Fusion's 2026 Inflection: Why Data Trust — Not Sensor Count — Decides Whether Your Building Gets Smart
Read →2026-06-04Sensor Fusion & Occupancy
The Sensor Fusion Privacy Tax: 2026's Accuracy Ladder vs. Legal Friction
Read →2026-05-13Sensor Fusion & Occupancy
Sensor Fusion Goes Native: The 2026 Stack Shift From Add-On to Default
Read →2026-04-30Sensor Fusion & Occupancy
Sensor Fusion 2026: The Three-Layer Stack Reshaping FM This Quarter
Read →2026-04-18Sensor Fusion & Occupancy
Why 92% of CRE AI Pilots Fail — And How Sensor Fusion Fixes It
Read →BaaS & Platform · 5
2026-06-12BaaS & Platform
The Independent Data Layer Is the Real Building OS: Why 2026's Smart-Building Stack Starts Below the App
Read →2026-06-02BaaS & Platform
The Control Line: When a Building Data Layer Earns the Right to Write Back
Read →2026-05-31BaaS & Platform
Beyond Procore AI: Cross-Vendor Multi-CDE Pattern Detection Is the Ceiling Single-Platform Construction AI Cannot Cross
Read →2026-04-27BaaS & Platform
BaaS Platform Wars 2026: The Three Deployment Archetypes That Will Decide Your Next 10 Years
Read →2026-04-15BaaS & Platform
The BaaS Platform Landscape Shifted in 60 Days. Here's What Changed.
Read →Sustainability & ESG · 1
2026-05-31Sustainability & ESG
The Sustainability Reporting Whiplash: What CRE Owners Actually Do in the Next 90 Days
Read →Commercial Office · 商用建築13 reports
Office demand data still disagrees with itself — peak, average and badge counts tell three different stories. The owners winning in 2026 reconcile occupancy before they right-size, and treat sensor fusion as a data-trust problem, not a hardware one.
辦公需求數據自相矛盾——尖峰、平均與門禁計數講三個故事。2026 的贏家先校準佔用率再縮編空間,並把感測融合當成資料信任問題而非硬體問題。
Show 13 reports · 展開 13 篇相關報告
Data Centers · 資料中心3 reports
Power is the product and verification is the gate. With 60–120 kW/rack and Taiwan’s PUE 1.5 mandate live (Singapore’s MEI energy-intensity regime close behind), the DC trend of 2026 is speed-to-power as a capital-allocation decision — and M&V with teeth before the meter is trusted.
電力即產品、驗證即關卡:60–120 kW/機櫃、台灣 PUE 1.5 強制規範上路(新加坡 MEI 能源強度規範緊隨在後),2026 的 DC 趨勢是把 speed-to-power 當成資本配置決策,並在信任電表前先做有牙齒的 M&V。
Show 3 reports · 展開 3 篇相關報告
Frameworks & Tools · 框架與工具
The practitioner toolkit behind the trends — the occupancy-sensing model our agents reason over, and the calculators and templates you can use today.
4-Layer Sensor Fusion Model · occupancy accuracy
Layer 1 — HVAC Telemetry
Supply/return temps, valve positions, airflow rates, VFD speeds. The baseline mechanical signal.
~45%
Layer 2 — CO₂ / IAQ Sensors
CO₂ concentration as a proxy for occupancy density. Adds the “breath signature” of a zone.
~65%
Layer 3 — Wi-Fi / BLE Positioning
Device association counts from APs. Uniquely identified device count = person-count proxy.
~85%
Layer 4 — Motion / PIR
Passive infrared and active motion detection. The ground-truth binary: someone is here, or they aren’t.
~95%
Each modality covers the blind spots of the previous layer — HVAC alone ~45%, fused with CO₂, Wi-Fi and motion ~95%.
Practitioner tools · 6
These reports are produced by AISB’s agent fleet from public, source-verified evidence. For AISB’s exclusive long-form analysis on PropTech, AI and sustainability, visit the
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