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	<title>Machine learning Archives - Square Feat India</title>
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	<title>Machine learning Archives - Square Feat India</title>
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	<item>
		<title>The $1.1 Trillion Intelligence Surge: How AI is Rewriting the Rules of Real Estate</title>
		<link>https://squarefeatindia.com/the-1-1-trillion-intelligence-surge-how-ai-is-rewriting-the-rules-of-real-estate/</link>
		
		<dc:creator><![CDATA[SquareFeatIndia]]></dc:creator>
		<pubDate>Sat, 21 Feb 2026 04:47:39 +0000</pubDate>
				<category><![CDATA[Realty]]></category>
		<category><![CDATA[Asia Pacific Economy]]></category>
		<category><![CDATA[Colliers report]]></category>
		<category><![CDATA[digital transformation]]></category>
		<category><![CDATA[Facility Management]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Machine learning]]></category>
		<category><![CDATA[Portfolio Strategy]]></category>
		<category><![CDATA[Proptech]]></category>
		<category><![CDATA[Real Estate AI]]></category>
		<guid isPermaLink="false">https://squarefeatindia.com/?p=11926</guid>

					<description><![CDATA[<p>The Asia Pacific real estate sector is entering a new era of "anticipatory" management. A new report reveals that AI adoption could contribute over $1 trillion to regional economies by 2030, slashing administrative timelines by 80% and introducing the world's first AI-powered office concierges.</p>
<p>The post <a href="https://squarefeatindia.com/the-1-1-trillion-intelligence-surge-how-ai-is-rewriting-the-rules-of-real-estate/">The $1.1 Trillion Intelligence Surge: How AI is Rewriting the Rules of Real Estate</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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<p>The corporate real estate (CRE) landscape in the Asia Pacific region is on the brink of a massive technological shift. According to a comprehensive new report from Colliers, titled <em>&#8220;AI in Corporate Real Estate: The now, the next and the possible,&#8221;</em> Artificial Intelligence is no longer just a buzzword—it is becoming a primary engine for regional economic growth. The generative AI market in APAC, valued at USD $4.25 billion in 2023, is projected to skyrocket at a compounded annual growth rate of 37.5% through 2030.</p>



<p>The economic implications are staggering. Experts estimate that AI adoption could unlock approximately USD $1.1 trillion (JPY 148.7 trillion) in productive capacity in Japan alone. Similar trends are expected in Australia and Singapore, with projected economic benefits of USD $76 billion and USD $147.6 billion respectively by the end of the decade.</p>



<h3 class="wp-block-heading">Beyond the Chatbot: The Six Faces of Real Estate AI</h3>



<p>To understand this transformation, the industry is looking at AI through six distinct lenses. While &#8220;Generative Models&#8221; that create text and images get the most headlines, five other categories are doing the heavy lifting in the background:</p>



<ul class="wp-block-list">
<li><strong>Natural Language Processing (NLP):</strong> Used to understand and interact with human language in legal documents.</li>



<li><strong>Machine Learning (ML):</strong> Systems that learn from massive datasets to improve performance over time.</li>



<li><strong>Computer Vision:</strong> Technology that &#8220;sees&#8221; and interprets visual information from the physical world.</li>



<li><strong>Predictive Analytics:</strong> Analyzing historical data to forecast future market trends.</li>



<li><strong>Expert Systems:</strong> Software designed to mimic the decision-making abilities of human experts in specific domains like law or engineering.</li>
</ul>



<h3 class="wp-block-heading">Crisis Management: 80% Faster Lease Administration</h3>



<p>One of the most immediate impacts is seen in Lease Administration. Traditional methods involve manual data entry and audits, but AI is shifting the focus toward quality control. By using Optical Character Recognition (OCR) powered by AI, firms are reducing process cycle times by a remarkable 80%.</p>



<p>A real-world example highlighted in the report involved a major energy company that suffered a cyberattack, disabling all their systems. With rent payments stalled and no access to their internal databases, Colliers utilized AI to extract data from mobile phone screenshots of landlord reports. They achieved a 90% data capture rate from over 40 images, allowing them to notify 400 landlords about payment delays within hours—a feat that would have been impossible manually.</p>



<h3 class="wp-block-heading">Portfolio Strategy and the &#8220;Digital Concierge&#8221;</h3>



<p>The report details a shift from a &#8220;traditional&#8221; approach to an &#8220;anticipatory&#8221; one. In Portfolio Strategy, machine learning now analyzes office locations, headcounts, and expiration dates to find savings 80% faster than human consultants.</p>



<p>In the workplace, the future looks even more futuristic. We are moving toward AI-powered &#8220;office concierges&#8221; that automatically plan an employee&#8217;s day. These systems will track mobility patterns to predict space needs, reserve meeting rooms before you even ask, and suggest office activities to enhance the employee experience.</p>



<h3 class="wp-block-heading">Solving the Diversity Gap with Location Intelligence</h3>



<p>AI is also becoming a tool for social and corporate responsibility. One case study noted a company struggling to meet Diversity, Equity, and Inclusion (DEI) goals in its engineering departments. Using &#8220;Workforce Intelligence Platforms&#8221; and data scraping, the company discovered that the three cities where they were hiring most heavily were actually in the bottom 20% for diversity in those specific talent segments. By using AI to identify a &#8220;top DEI engineering market,&#8221; they were able to open a new office in a location with a high-quality, diverse, and lower-cost talent pool.</p>



<h3 class="wp-block-heading">The Roadblocks: Data Privacy and the &#8220;Proprietary&#8221; Barrier</h3>



<p>Despite the optimism, the transition isn&#8217;t without hurdles. Colliers identifies five areas that require immediate focus:</p>



<ol start="1" class="wp-block-list">
<li><strong>Transparency:</strong> Real estate data is often non-standardized and &#8220;closely guarded&#8221; as proprietary information.</li>



<li><strong>Governance:</strong> Firms must create libraries that allow for safer, more effective data sharing.</li>



<li><strong>Data Volume:</strong> While the industry has plenty of data, ensuring it is not &#8220;biased&#8221; or incomplete is vital for training accurate AI.</li>



<li><strong>Security:</strong> Managing access and maintaining the integrity of vast datasets is a constant challenge.</li>



<li><strong>Ethics:</strong> Tracking employee movement in the office through AI raises significant privacy questions that companies must navigate carefully.</li>
</ol>



<h3 class="wp-block-heading">A New Workforce: Meet the &#8220;AI-Enabled Property Manager&#8221;</h3>



<p>As traditional roles evolve, new ones are emerging. The report predicts a rise in demand for &#8220;AI Ethicists,&#8221; &#8220;Security Engineers,&#8221; and &#8220;AI Trainer/Model Curators.&#8221; Rather than replacing humans, the goal is to &#8220;augment&#8221; existing roles, allowing real estate professionals to focus on high-level negotiation and creative strategy while the machines handle the data-heavy production.</p>
<p>The post <a href="https://squarefeatindia.com/the-1-1-trillion-intelligence-surge-how-ai-is-rewriting-the-rules-of-real-estate/">The $1.1 Trillion Intelligence Surge: How AI is Rewriting the Rules of Real Estate</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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		<title>AI &#038; Robotics Companies Led Absorption in the Silicon Valley of India</title>
		<link>https://squarefeatindia.com/ai-robotics-companies-led-absorption-in-the-silicon-valley-of-india/</link>
		
		<dc:creator><![CDATA[SquareFeatIndia]]></dc:creator>
		<pubDate>Thu, 01 Aug 2024 10:38:18 +0000</pubDate>
				<category><![CDATA[Realty]]></category>
		<category><![CDATA[AI and Robotics in real estate]]></category>
		<category><![CDATA[banglore]]></category>
		<category><![CDATA[Bengaluru]]></category>
		<category><![CDATA[commercial real estate]]></category>
		<category><![CDATA[Machine learning]]></category>
		<guid isPermaLink="false">https://squarefeatindia.com/?p=7499</guid>

					<description><![CDATA[<p>AI &#38; Robotics companies accounted for 21% of Bengaluru’s absorption in Q2&#8230;</p>
<p>The post <a href="https://squarefeatindia.com/ai-robotics-companies-led-absorption-in-the-silicon-valley-of-india/">AI &amp; Robotics Companies Led Absorption in the Silicon Valley of India</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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<p>AI &amp; Robotics companies accounted for 21% of Bengaluru’s absorption in Q2 2024, as per Vestian’s quarterly office market report, The Connect Q2 2024.&nbsp;Rapid global advancement of artificial intelligence, combined with a supportive ecosystem, has significantly driven the demand for office space in the city.&nbsp;Overall, IT-ITeS sector, including AI &amp; Robotics, accounted for 69% of the city’s absorption in Q2 2024.</p>



<p>Bengaluru contributed the highest to pan-India absorption with 25% share in Q2 2024, followed by Hyderabad and Mumbai at 20% each. Pune reported the highest quarterly growth, around 307%, in value terms whereas absorption declined by 48% in Chennai during Q2 2024. NCR also witnessed a quarterly decline of 37% during the above-mentioned period. All the cities except Chennai and NCR reported an increase in absorption on quarter and on year.</p>



<p><strong>Absorption:</strong></p>



<figure class="wp-block-table"><table><tbody><tr><td><strong>City</strong><strong></strong></td><td><strong>Q2 2024</strong><strong></strong></td><td><strong>Q1 2024</strong><strong></strong></td><td><strong>Q2 2023</strong><strong></strong></td><td><strong>Q-o-Q Change</strong></td><td><strong>Y-o-Y Change</strong></td></tr><tr><td>Bengaluru</td><td>4.25</td><td>2.62</td><td>3.70</td><td>62%</td><td>15%</td></tr><tr><td>Chennai</td><td>1.75</td><td>3.35</td><td>2.20</td><td>-48%</td><td>-20%</td></tr><tr><td>Hyderabad</td><td>3.40</td><td>2.27</td><td>2.30</td><td>50%</td><td>48%</td></tr><tr><td>Mumbai</td><td>3.39</td><td>2.49</td><td>1.80</td><td>36%</td><td>88%</td></tr><tr><td>Kolkata</td><td>0.23</td><td>0.16</td><td>0.10</td><td>44%</td><td>130%</td></tr><tr><td>Pune</td><td>2.88</td><td>0.71</td><td>1.80</td><td>307%</td><td>60%</td></tr><tr><td>NCR</td><td>1.14</td><td>1.81</td><td>2.00</td><td>-37%</td><td>-43%</td></tr><tr><td><strong>Total</strong><strong></strong></td><td><strong>17.04</strong><strong></strong></td><td><strong>13.40</strong><strong></strong></td><td><strong>13.90</strong><strong></strong></td><td><strong>27%</strong><strong></strong></td><td><strong>23%</strong><strong></strong></td></tr></tbody></table></figure>



<p><em>Note: Data for Grade A Office Space</em></p>



<p><em>Source: Vestian Research</em></p>



<p>&nbsp;IT-ITeS sector dominated absorption with 38% share in Q2 2024, followed by BFSI and Consulting Services at 12% and 10% respectively. Flex Spaces accounted for 8% of the total absorption during the current quarter.</p>



<p>H1 2024 witnessed absorption of over 30 Mn sq ft, registering an uptick of 18% compared to H1 2023. As the demand for grade-A office spaces is robust across the top seven cities of India, the entire year (2024) is expected to cross the 60 Mn sq ft mark again after peaking in 2023.</p>



<p>Absorption reached 17.04 Mn sq ft in Q2 2024, registering an increase of 27% over the previous quarter and 23% over the same quarter a year earlier. The surge could be attributed to improved global macroeconomic scenario and India’s robust growth amid global geopolitical challenges.</p>



<p>Following a similar trend, new completions also increased by 17% in H1 2024 over H1 2023, reaching 23.2 Mn sq ft. Additionally, Q2 2024 witnessed a quarterly increase of 15% and a yearly rise of 10% in new completions. All the cities except Pune and Bengaluru witnessed an uptick in construction activities during the current quarter compared to the previous quarter. Moreover, Mumbai reported 3.3 Mn sq ft of new completions during Q2 2024, registering the highest quarterly rise of 230%.</p>



<p>Bengaluru dominated new completions with 28% share, closely followed by Mumbai with 27%. Southern cities (Bengaluru, Chennai, and Hyderabad) accounted for 57% of the total new completions reported in Q2 2024, however, the share has dropped from 63% a quarter earlier.</p>



<p><strong>New Completions:</strong></p>



<figure class="wp-block-table"><table><tbody><tr><td><strong>City</strong><strong></strong></td><td><strong>Q2 2024</strong><strong></strong></td><td><strong>Q1 2024</strong><strong></strong></td><td><strong>Q2 2023</strong><strong></strong></td><td><strong>Q-o-Q Change</strong></td><td><strong>Y-o-Y Change</strong></td></tr><tr><td>Bengaluru</td><td>3.50</td><td>3.70</td><td>3.50</td><td>-5%</td><td>NIL</td></tr><tr><td>Chennai</td><td>0.70</td><td>0.60</td><td>2.10</td><td>17%</td><td>-67%</td></tr><tr><td>Hyderabad</td><td>2.90</td><td>2.50</td><td>4.10</td><td>16%</td><td>-29%</td></tr><tr><td>Mumbai</td><td>3.30</td><td>1.00</td><td>0.30</td><td>230%</td><td>1,000%</td></tr><tr><td>Kolkata</td><td>0.00</td><td>0.00</td><td>0.00</td><td>NA</td><td>NA</td></tr><tr><td>Pune</td><td>0.50</td><td>1.70</td><td>0.80</td><td>-71%</td><td>-38%</td></tr><tr><td>NCR</td><td>1.50</td><td>1.30</td><td>0.50</td><td>15%</td><td>200%</td></tr><tr><td><strong>Total</strong><strong></strong></td><td><strong>12.40</strong><strong></strong></td><td><strong>10.80</strong><strong></strong></td><td><strong>11.30</strong><strong></strong></td><td><strong>15%</strong><strong></strong></td><td><strong>10%</strong><strong></strong></td></tr></tbody></table></figure>



<p><em>Note: Data for Grade A Office Space</em></p>



<p><em>Source: Vestian Research</em></p>



<p>Shrinivas Rao, FRICS, CEO, Vestian said, “Despite global geopolitical challenges, India’s office markets reported robust real estate activities during Q2 2024. The quarter has already set the tone for robust &nbsp;leasing and construction activities for the current calendar year.”</p>



<p>Rao further added, “Real estate activities are anticipated to increase further on the back of strengthened demand from IT-ITeS and BFSI sectors. Flex Spaces are also likely to play a pivotal role in the growth of office markets in India.”</p>



<p>Also Read: <a href="https://squarefeatindia.com/residential-prices-in-bengaluru-see-57-5-year-jump-inventory-overhang-down-to-8-months/">Residential Prices in Bengaluru See 57% 5-Year Jump, Inventory Overhang Down to 8 Months</a></p>
<p>The post <a href="https://squarefeatindia.com/ai-robotics-companies-led-absorption-in-the-silicon-valley-of-india/">AI &amp; Robotics Companies Led Absorption in the Silicon Valley of India</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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		<title>Data center stock to double in next 3 years to 20 million sq ft</title>
		<link>https://squarefeatindia.com/data-center-stock-to-double-in-next-3-years-to-20-million-sq-ft/</link>
		
		<dc:creator><![CDATA[SquareFeatIndia]]></dc:creator>
		<pubDate>Sun, 11 Dec 2022 19:03:00 +0000</pubDate>
				<category><![CDATA[Realty]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[Amazon]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[data centre]]></category>
		<category><![CDATA[data centre real estate]]></category>
		<category><![CDATA[data centres stock rise in india]]></category>
		<category><![CDATA[Machine learning]]></category>
		<category><![CDATA[real estate data centre]]></category>
		<guid isPermaLink="false">https://squarefeatindia.com/?p=5808</guid>

					<description><![CDATA[<p>India’s data center stock is likely to double to about 20 mn&#8230;</p>
<p>The post <a href="https://squarefeatindia.com/data-center-stock-to-double-in-next-3-years-to-20-million-sq-ft/">Data center stock to double in next 3 years to 20 million sq ft</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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<p>India’s data center stock is likely to double to about 20 mn sq ft by 2025 from current 10.3 mn sq ft, according&nbsp;<strong>to Colliers’ latest report “Data center: Scaling up in Green age”.</strong>&nbsp;India currently has about 770 MW* data center capacity across top seven cities. The growth of data centers in India is led by massive explosion of data consumption through digitization, increased cloud adoption, etc., over the last two years. At the same time, data center operators are enthused by the incentives such as subsidized land, stamp duty exemption, etc. provided by several states.</p>



<p><strong>Data center growth during 2007 – 2022 (in mn sq ft)</strong></p>



<figure class="wp-block-image size-full"><img fetchpriority="high" decoding="async" width="786" height="258" src="https://squarefeatindia.com/wp-content/uploads/2022/12/image.png" alt="" class="wp-image-5809" srcset="https://squarefeatindia.com/wp-content/uploads/2022/12/image.png 786w, https://squarefeatindia.com/wp-content/uploads/2022/12/image-300x98.png 300w, https://squarefeatindia.com/wp-content/uploads/2022/12/image-768x252.png 768w" sizes="(max-width: 786px) 100vw, 786px" /></figure>



<p><strong>Note: Data pertains to the top 7 cities: Bengaluru, Delhi-NCR, Mumbai, Pune, Hyderabad, Chennai &amp; Kolkata</strong> <strong>Source: Colliers</strong></p>



<p>Mumbai accounts for the largest share of data centers at 49%, benefitted from the presence of a landing station and submarine cable connectivity. Delhi-NCR has about 17% of the total data center capacity, followed by Bengaluru. While metro cities remain core hubs for data centers, Tier-II cities are also witnessing traction. Currently, Tier-II cities hold only 3% of the total data center stock in India. However, key data center operators are eyeing cities like Vijayawada, Nagpur, Raipur, Kochi, Patna, and Mangalore as potential locations for setting up edge data centers and as disaster recovery sites.</p>



<p><strong>City-wise share of data center capacity&nbsp;</strong></p>



<figure class="wp-block-image"><img decoding="async" src="https://mail.google.com/mail/u/1?ui=2&amp;ik=6e8b81c5e7&amp;attid=0.0.2&amp;permmsgid=msg-f:1750983010248157938&amp;th=184cbdc54d95eaf2&amp;view=fimg&amp;fur=ip&amp;sz=s0-l75-ft&amp;attbid=ANGjdJ8fYlvLr1HmlHHN93h_wqMuvDvHOtJE6Gi3BstfL2VgyDmpa04rwhL3vTN6-lutP2PCS3NcXYfd3c1UmJAsvPcQCKk_led8XW7uND-Q8PVP2w4fnBMRo6-5swI&amp;disp=emb&amp;realattid=ii_lb3bex2c2" alt="image.png"/><figcaption><strong>Source: Colliers</strong></figcaption></figure>



<p><strong>Investments in data centers remain unfazed; cross USD10 bn since 2020</strong></p>



<p>Since 2020, data centers have received cumulative investments of USD10 bn, and have seen surging partnerships between developers and global operators. The investments are from global data center operators looking to expand into India, investments from corporates and real estate developers, and private-equity funds. Rising data consumption, coupled with favorable government policies have spurred investments in the sector in the last 2-3 years.</p>



<p>“Data centers are capital intensive and investors with a long-term horizon are exploring this asset class. While real estate costs are only about 25%, there is ample opportunity for developers and investors in this space. At the same time, there is now a greater need to make data centers more sustainable. At present, only 22% of the existing data center stock is LEED-certified. Global operators are increasingly investing in low-carbon and energy efficient technologies to reduce the impact on the environment and achieve optimum efficiency. Edge data centers are the next big opportunity in India, as these data centers support the sustainable transition of data centers through smaller footprint, and lower energy consumption,” said&nbsp;<strong>Ramesh Nair, Chief Executive Officer, India and Managing Director, Market Development, Asia, Colliers.</strong></p>



<p>“The data center Industry is at a breakneck pace at the moment, poised to double up the built space to 20 mn sq ft by 2025. India is getting positioned as a hub for data centers across APAC. With the challenge of expansion in other developed markets like Singapore, India is taking a steady growth linked expansion, connected directly with the end user consumption. With two landing station hubs connecting the country on the west coast and east coast, India managed to create a better fiber penetration into the country, which is leading to increased internal consumption. Edge data centers coupled with 5G launch is going to create additional opportunities in expanding the data center footprint across the country. These Edge data centers are going to create a huge opportunity in the rural employment in India, added&nbsp;<strong>Rao Srinivasa, Managing Director, Data Centers, Project Management at Colliers India.</strong></p>



<p>“Indian data center industry has witnessed robust growth between 2012-22 growing at 21% CAGR, led by increased adoption of smartphones, e-commerce and cloud services. Hyperscalers are also rapidly gaining ground and ramping up their investments in India as they plan to set up multiple data centers across key cities. Realizing the market potential and abundance of opportunities in India, investments in data centers are likely to remain popular amongst investors.”&nbsp;<strong>says Vimal Nadar, Senior Director, Research, Colliers India.</strong></p>



<p>Also Read: <a href="https://squarefeatindia.com/amazon-to-pay-rs-1-4k-crore-rent-over-15-years-for-a-data-center-in-thane/">Amazon to pay Rs 1.4k Crore rent over 15 years for a data center in Thane</a></p>
<p>The post <a href="https://squarefeatindia.com/data-center-stock-to-double-in-next-3-years-to-20-million-sq-ft/">Data center stock to double in next 3 years to 20 million sq ft</a> appeared first on <a href="https://squarefeatindia.com">Square Feat India</a>.</p>
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