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Architecture is perhaps the most complex discipline operating in more dimensions than any other coordinated human activity. However with the advancement of artificial intelligence, like every other profession, architects to are worried about the level of automation that has already taken away specific tasks from their roles.

While the ‘Humans are hooked and Machines are learning’, AI and ML are disrupting all manner of industries. Although AI has taken decades to go from crazy lab demos to a finished consumer product — today, there are immense possibilities for the industry to be augmented and enhanced by artificial intelligence. 

The earliest sense of advancement in the construction field came with Building Information Modelling (BIM) — a term that has existed since the 1970s, but came to its penultimate fore in the early 2000s, when Autodesk began popularizing the tag. 

The resulting by-product was the BIM software which is a type of intelligent 3D-modelling process used by architecture, engineering, and construction (AEC) practitioners to design and construct any kind of infrastructure. BIM software includes computer-aided design (CAD software) tools and libraries specifically targeted toward architectural design and construction and goes beyond traditional drawings to generate a fully digital model. 

Over several years the BIM (Building Information Modelling) software has had a huge influence on the day-to-day operations undertaken in an architectural firm

The Parametric design or the programming architecture can scrape through several design styles in no time and can come up with a perfect Zaha style building plan — that would otherwise take years to be designed. 

Over the last few decades, BIM has transformed the roles of engineers, contractors, architects, developers, and consultants by allowing them to communicate the same language and collaborate better. It has quite literally revolutionized both the design process itself and the designs themselves. 

BIM software produces an immense volume of big data, so much so that most architecture firms and their consulting partners don’t know what to do with them. Once AI permeated the technological landscape and bled over into every imaginable business use case — the industry learned to create value by collecting, organizing and storing building-related data (collected from models, simulations, etc.) It is now widely believed, that the scope for innovating the most optimal designs for each construction project becomes completely conceivable.

AI BIM = Optimized [Affinity]

When ‘parametric design’ technology is combined with AI that can actually use 6D BIM-models, and can record the whole life cycle of the building — it can come up with better decisions and insights into project execution by learning from the mistakes of the past.

Today, there are machines that can run through an infinite number of datasets, simulate for each model, pick the best option, verify its efficiency and continue to learn and communicate when introduced with the new autonomous building technology.

AI is the next frontier for architecture
Changes in the demographics, technology and business models have opened up a plethora of far-reaching opportunities for architects to explore areas like urban housing in more ecosystems than ever before.

Let’s have a look at some architectural products augmented and enhanced by AI.

Road Printers
The six meters wide machine that can pave entire streets at once. Naturally, the stones fall on the road directly into the appropriate pattern. The device is simple to handle and can finish the work in no time.

Concrete 3D Printers
3D printing as a core method to fabricate buildings or construction components. At a construction scale, it will have a wide variety of applications within the private, commercial, industrial and public sectors. The concrete 3D printers enable faster construction, lower labor costs, increased accuracy, greater integration of function and less waste produced.

Brick Laying Machine
The bot can lay between 300 to 400 bricks an hour, compared to a human which can only lay around 60 to 75 bricks an hour. It works 5 times faster than a human and can alleviate the labor shortage.

Brick Laying & 3D Printing Concrete Drone
Though in its infancy, researchers from Imperial College London have taken the first step towards making this a reality with their work on a drone that is able to ‘3D print’ while it is in flight.

However efficient bots may be, it will always lag in understanding the personality and the character of the customer — and this is where humans intervene.

Architects with the help of AI can create something different from the one-size-fits-all range of products already in the marketplace, to create more personalized solutions that perfectly align with user needs — but it is the imperfections in our creative decisions that truly makes something personal and truly unique.

What is your opinion about AI in architecture? Do you think AI will either augment or eliminate every profession in the near future?

Let us know by commenting.

To know us in person, reach us on hello@mantralabsglobal.com  

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A website’s page load time plays an important role in customer acquisition. Google states that if your website takes more than 3 seconds to load, over half of the visitors will leave it. Eventually, it leads to conversion and profits. Although there are online tools available to check your website loading time and performance (Lighthouse, for instance), it’s important to understand what affects your website’s page load time. You can then optimize your web page accordingly.

8 Factors that affect the page load time

#1 Web hosting

Today, no one would like to wait for a website to spin and load at its speed. Websites that load quickly perform more in user engagement, conversion rates, and user experience. Hence, it is very important to have a high-availability web hosting plans.

#2 Size of files

The page speed always depends on the size of the assets loaded on the browser. It is, therefore, good to have an optimum number of assets with the least possible file size. This will require lesser bandwidth.

#3 Number of HTTP requests

Greater the number of HTTP requests from a browser to server/server to server, the higher will be the bandwidth consumption. Therefore, keep the number of HTTP requests to the minimum possible.

#4 Absence of CDN

Using CDN will boost the performance of the web site. The absence of it will affect the load time. CDN is a content delivery/distribution network. It is a network of proxy servers and their data centres distributed across the globe to increase the performance and availability of services to the end-users.

#5 Mediocre coding

Bad coding will always affect the page performance and SEO ranking of the website. It is good to follow best practices starting from the initial stage of development.

#6 The number of redirections

The number of redirections impacts the DNS lookup time.

#7 Lack of Keep-Alive

If you’re using HTTP/1.0 protocol and have not configured Keep-Alive, then there’s a higher possibility that the browser to server connection will break. It will not load the page properly. 

#8 Hotlinking

Sourcing page content from other sites might affect the load time and performance of your website.

You might also like to read about 11 proven techniques to optimize website performance.

Strategies and checklist for website optimization

You can implement either bottom-up or top-down strategy for website optimization (discussed later). However, website optimization is an iterative process and you can repeat the following loop after completing a cycle.

How to optimize the website - Infographic
  1. Ideas: Prepare a checklist of all the possible strategies for the target website to optimize.
  2. Prioritize: Prioritize the prepared checklist strategies and act on them.
  3. Test: Test the applied strategies for enhanced performance.
  4. Analyze: Analyze the impact and performance of the website and check if any further strategies are required.
  5. Optimize: For further enhancement, perform the cycle again until you achieve the best.

#1 Bottom-up strategy

This strategy starts from planning to production (Proactive). It defines a set of rules and actions before/while starting the actual development.

Bottom up strategy for website optimization

The above infographic represents the lifecycle of Bottom-Up strategy in web page optimization.

#2 Top-down strategy 

It is a reactive method, which analyses the existing process to find the issue/lag, then reworks on behavioural grounds to accomplish the target. It is a reverse engineering process to identify the performance-issue gap and methods to fix them.

You can identify the resources which are affecting in maximum page load by considering the following-

  • Resource size
  • Asset positioning
  • Render blockers
  • Uncompressed contents
  • Bad requests

Once you’ve identified the sources, lay down the process of optimizing the content and keep iterating to achieve the desired results. 

Basic checklist for both bottom-up and top-down strategies 

  1. Layout performance principles
    1. Page load time
    2. Responsiveness
    3. Minimizing the number of requests
    4. Use Cache headers
    5. Minify CSS and JS contents
    6. Use CSS sprites
    7. Encourage Lazy loading on contents wherever possible
    8. Avoid iframes and redirects
  2. Executive performance principles
    1. During application design
    2. During application development

Consider the following aspects during the design and development phase.

#1 Application design optimizations

  1. Simple & lightweight: Include only key functionalities on load to keep it lightweight.
  2. Client side components: Adopt client side validation to catch errors.
  3. On demand data loading: Use on-demand data instead of pre-loaded data. (E.g. use paginations, pop-up contents on click instead of on load)
  4. Asynchronous calls: Adopt implementation of AJAX calls from the presentation tier and the business tier.

#2 Application development optimizations

  1. Include JS files at the bottom of the page (to avoid render blocking of page).
  2. Combine multiple CSS files and optimize unwanted rules as per page requirements.
  3. Avoid using external scripts at the beginning of the page.
  4. Combine smaller images/icons to sprite & have optimi.
  5. Use CSS rules/files in the head section of the document.
  6. Reduce the number of requests to server.
  7. Implement server/browser caching on possible sections.
  8. Implement Mobile-specific sections to avoid overloading on small screen devices.

Below are few improvisation observations which are affected by optimizing the Webpage and it’s assets.

UI performance optimization and the performance gains - Infographic

We’re technology tinkerers, experimentalists, and experts in customer experience consulting. Get in touch with us at hello@mantralabsglobal.com to know more about our ventures in website design and experience consulting. 

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In a country that ranks second in the world for video consumption, cheap data is often attributed as the primary driver behind it. Although data is cheapest in India (Rs. 18.5/GB in 2018, Rs. 3.4/GB in 2019), regional content curated and consumed by natives contributed a great deal to the adoption of digital in rural India. Digital content consumption is expected to double, with over a billion of the population having a smartphone by the next decade. Let’s see what will change in the coming decade? But before, a quick insight into the existing Indian digital landscape.

India’s Digital Demography

Users: 94% of the urban population in India has an internet subscription; which falls to a considerable low among the rural populace (only 24%), according to TRAI.

There are four categories of internet users – Digital sophisticates (3%): these are tech-savvy, wealthy, and urban and prefer global and original content; Digital enthusiasts (36%): these are mainly smartphone & TV streaming users with preference for Hindi and regional content; Digital mainstream (59%): these are predominantly smartphone users and seek free content available online or bundled TV packages; Fringe users (2%): these are irregular users belonging to remote areas where internet connectivity is poor. (India’s Digital Future, KPMG, 2019)

Temp-infographic

Preferences: Nearly 30% of google search in India is voice-driven (Business Standard, 2019), indicating voice assistance will further progress linguistic democratization.

In India, YouTube accounts for nearly 265 million unique, active users. 95% of these users watch videos in their regional languages (Economic Times, 2018).

Google and Facebook account for nearly 80% of the digital advertisement in India (KPMG India analysis). In 2018, Google reported INR 93 billion in revenues from its operations in India, with 67% accruing from its digital ads platform. Also, video ads contribute to most of ad-spent (53%).

In 2018, there were 340 million smartphone users in India, which is projected to reach 829 million by 2022, according to the CISCO VNI report.

New Trends in Digital Content Consumption

Today, video streaming services have more subscribers (613 million) than traditional cable connection (556 million), according to VentureBeat news.

The media consumption in India has grown at a CAGR 9% during 2012-18 (IBEF, 2019), which is almost nine times that of the US. Print media and television remains the largest platform for advertisement, however the future might witness a shift.

The Indian FMCG sector spends the most on digital advertising. However, considering its overall budget, it’s only 16%. Interestingly, the BFSI sector spends nearly 38% of its marketing budget on digital advertising. (Dentsu Aegis Digital Report, 2019) This indicates that industries have started to realize and invest in digital platforms.

Regional content: According to KPMG in India analysis, consumers spend 35-43% of their time on regional videos on digital platforms. Digital content and media platforms like Zee5, Hotstar, Voot, and Amazon Prime Video are keen on producing original and region-based content. According to Financial Express, the cost to develop regional content is 30-40% lower than that of Hindi and has a larger viewership. 

Original content: The increased digital content consumption also demands originality. Today, content generation is not limited to the media and entertainment industry. For instance, in September 2019, Zomato launched a video streaming service on its app. The primary goal remains the same- customer engagement. Addressing the fact that food is not the only thing people consume these days, businesses are penetrating the minds of youth through quality and original content. 

Hotstar reports 80% of its viewership from dramas and movies and plans to invest INR 120 crores in creating original content.

The Future of Content in India and APAC

The next significant disruption in content consumption will come from 5G technology. Because digital content needs internet and India’s still dangling between 2G and lower cap of the 4G network. Setting up a 5G network will require a $500 billion investment in the next 5-7 years. The government is expecting the initial deployment of the 5G network by 2020 and roll-out by 2022.

5G technology will be able to handle more traffic at a higher speed, satisfying the demand for high data and the growing number of mobile users. HD content will become a thing of the past and consumers will be interacting with augmented reality in their everyday life. It will not only enhance augmented reality and virtual reality experiences but will also support IoT, autonomous vehicles, and automation to name a few. However, India isn’t quite ready for 5G technology yet. The following graph illustrates the countries which are about to enter the 5G era.

5G-Adoption-across-the-world

An overview of digital behavior in Japan, Korea, and Singapore which are among the top 10 countries to deploy 5G.

 JapanRepublic of KoreaSingapore
Internet penetration93%99.5%84.0%
Mobile penetration89.9%95.8%147.3%
Preferred device to go onlineSmartphone (59.7%)Smartphone (94.3%)
Online activityEmail (80.2%), weather report (65.8%), transport (63.4%)Communication (95.2%), information search (94.0%)

Source: SourceSource: India’s Digital Future, KPMG

5G will also make technologies like Augmented Reality, Virtual Reality, cloud-based gaming, IoT and OTT services commercially available.

Apart from this, AI (Artificial Intelligence) will continue to retain customer engagement through predictive analytics, machine learning, and natural language processing capabilities.

For example, Hotstar uses machine learning algorithms for personalized movie recommendations. It predicts user preferences by calculating total watch time per user per month. The company is leveraging AI technology for translations, audio to text conversions, video compression, object detection, and scene classification.

Also read – Your Shopping Cart just got a whole lot Smarter, this festive season.

We’re an AI-first products and solutions firm with extensive experience in insurance and consumer internet domains. Feel free to reach us out at hello@mantralabsglobal.com for an intelligent digital solution to your business requirements.

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