Tech

Demystifying AI for Personalisation

Demystifying AI for Personalisation

I originally wrote this article for MediaPost’s Marketing Insider section

What comes to mind when you think of Artificial Intelligence (AI) and Machine Learning (ML)? If you’re picturing HAL 9000 from sci-fi classic 2001: A Space Odyssey, you might be getting a bit ahead of yourself. AI and ML are hot topics these days, with some of the discourse centering around the potential negative consequences of unregulated AI advancements – computers gaining sentience and taking over the world While this is a scary thought, the reality of how this technology is being used in the real world is a little more prosaic.

The Reality of AI: Personalisation

While advanced use cases like image recognition and autonomous driving are often praised, the most common use cases for AI and machine learning from a commerce point of view revolve around personalisation. In this context, like many other types of personalisation, it basically comes down to taking signals from a particular data set or some past behaviour, and using that to inform a future action. For example, if a system finds out over time that the users that interact with content about car maintenance tend to end up buying more car insurance, then it can prioritize showing more car insurance product suggestions to users that interact with car maintenance content, thus streamlining the journey.

This action can also be done manually of course, but with the help of AI / ML it can be done without a human having to trawl through a sea of data to find the insights and action them. AI / ML can uncover patterns that humans may not see, and can be set-up to automatically action them without explicit go ahead. Look at it like a helping hand in implementing personalisation, letting you free up your marketing team to concentrate on other creative tasks like creating campaigns or copy.

Identifying Consumer Segments

Another particularly helpful role AI / ML can play is to detect customer segments and help create personas. This technology can be very effective at finding ways to group customers together that might not be overly apparent to the human eye. Creating personas can be a difficult thing for brands to get right. Much of the time, true insights can be hidden behind the data and marketers can end-up relying on basic demographic-based characteristics like age, gender, or geography when creating their personas. AI / ML can help discover nuanced segments that human analysts might have missed.

AI won’t work without data

When done well, personalisation can have an outsized benefit for retailers, increasing conversion, cross-selling and brand affinity, and AI / ML is making it easier for companies to get it right. All this comes with a caveat though. To really utilize AI / ML you need data. The more, the better. It’s never been more important for brands to take their first-party data strategy seriously and it’s not just to take advantage of AI / ML. Bolstering your first-party data can have benefits across your whole business – strengthening your ability to sell direct to your customers, increasing margins and lifetime customer value. In a post-third-party cookie world, brands that rely on middlemen to reach their customers will be increasingly at a disadvantage while brands that take their first-party data seriously and use technology like AI / ML to utilize it will be well placed for tomorrow.

Posted by Rob in Tech

My talk at the 7th Sitecore Strategy MVP webinar

I was delighted to present a Horizontal case study from a mobile app personalisation project that we worked on for one of our financial clients at the 7th Sitecore Strategy MVP Advisory Council (SMAC) webinar on 7th September.

Watch it below from 1:35 – 15:50 mins.

Posted by Rob in Speaking, Tech
Moderating Campaign Middle East’s AdTech Strategies 2021 Panel

Moderating Campaign Middle East’s AdTech Strategies 2021 Panel

I was delighted to moderate today’s AdTech Strategies 2021 panel for Campaign Middle East. The panelists were from Google, Huawei Ads and MMP WorldWide.

Find out more here and watch it here.

Programmatic after cookies

The cookie is dead. Long live … the what? As Google joins other technology game-changers in their move towards a pro-user-privacy and preference model, programmatic advertising continues to evolve to stay relevant in a world that is now increasingly leaning towards first-party data. Campaign’s panel of industry experts look at the latest updates to programmatic advertising and how clients can make the most of them.

Posted by Rob in Campaign Magazine, Speaking, Tech
The power of first-party data in a cookie-less world

The power of first-party data in a cookie-less world

I originally wrote this article for the May 31st 2020 issue of Campaign Middle East magazine

The humble web browser cookie doesn’t get much love these days. Despite being part of the fabric of the internet since web browsers took off in the mid-nineties, cookies still get a bad rap. While they may have been integral to the way digital advertising and e-commerce has worked for over twenty years, things are about to change with Google revealing plans to block third-party cookies on its Chrome browser from 2022 onwards. Not all cookies are the same however and it’s important to know the difference. First-party cookies can be helpful, enabling websites that you visit to remember who you are when you go back to them, keeping users logged into their accounts and remembering website preferences or shopping carts etc. Third-party cookies on the other hand can track user activity as you move from site to site across the web, letting advertisers record information about your web browsing history and behavior over an extended period of time. This type of cookie provides the foundation for programmatic advertising, ad targeting and retargeting – an essential element in the effort to serve relevant ads to each user. The digital ad ecosystem we see today would not exist in its current form without them. But change is coming. With third-party cookies being blocked, it will be harder to get people to your site in the first place, and also harder to get them to come back once they have already visited. Basically, it’s about to get a whole lot harder to create effective digital ad campaigns, which means that it’s even more important for brands to capitalize on every visitor that comes to their site in the first place.

Making the most of each visit to your website

While third-party cookies are about to go the way of the dodo, first-party cookies will remain alive and well. Indeed their value will increase, giving any brand that collects and truly utilizes their first-party data a big advantage in this new environment. Knowing who your website visitors are, where they are from and whether they have interacted with any of your campaigns or website elements before can be incredibly valuable, but it’s what you actually do with that information that is key. Too many brands today rely on retargeting as a safety net for not making a sale or conversion at the first time of asking rather than putting a system in place to take what they know about their users and using it to make the experience better and increase conversions. The onus is on you to make the most of the data that you have. And there is a whole lot that you can do with that data.

Offer a Personalised experience

  • Offering a more personalised experience to your website visitors will reduce the chance that they will bounce, letting you make the most of their initial visit and removing the need to retarget them with a message to revisit your site at a later time. To personalise your website, you can adapt elements like images, copy and calls-to-action based on what you know about your user, e.g. who they are, where they live and whether they reached your site from a campaign-specific source.

Nudge visitors along the Customer Journey

  • As visitors engage with your site, you can adapt the content based on their behaviour. For example, on the first page a user sees on your website you could use a designated element to showcase a brand video. If the visitor watches the video, the same module can update to feature a newsletter sign-up form, then a call-to-action to download an ebook or white paper and, after that, communicate a product offer. Showing sequential content lets you warm up a prospect with educational material before trying to close the sale.

Build a user profile based on behaviour over time

  • Offering a more personalised experience and nudging visitors through the Customer Journey will increase the chances of making a sale there-and-then. But it will also make it more likely that your visitors will return to your site of their own accord once they leave. And when they do, you can use the data you collect to build an ever-evolving user profile to help you better cater to them over time. You can track page views and interactions with site elements and calls-to-action etc. and use this to segment your website visitors into Personas and show them more relevant content based on their Persona over time. Having a full 360° view of your customer that includes email marketing and purchase history etc. will give you even more power to show them relevant stuff over time.

Future-proofing your business

In a cookie-less world, brands will be forced to rethink the way they communicate and interact with customers on digital channels. The tides are turning and brands that don’t adapt will be left behind. The good news is that there’s time to adjust. Data is power, but measuring and acting on it can be a challenge. If your CMS is not capable of any of the above it might be time to rethink your web platform. What are you waiting for?

Posted by Rob in Campaign Magazine, Tech
Can Careem become the SuperApp of the Middle East?

Can Careem become the SuperApp of the Middle East?

I originally wrote this article for Forbes Middle East

Hot on the heels of launching a new bike rental network across Dubai last month, ride-hailing app Careem has hinted at ambitious plans to further branch out from being a transportation and food delivery platform, and become an all-encompassing ‘SuperApp’ that offers users everything from digital payments to financial services.

Most of us think of Careem as primarily a taxi app, but the company has been steadily spinning off ancillary services over the last couple of years. Careem NOW, a food delivery and courier service, was launched in 2018, followed last year by Careem BUS, an on-demand bus service in Egypt and Saudi Arabia, as well as Careem PAY, a type of digital currency and payment platform that can be used within the Careem ecosystem. And just last month, phase one of Careem BIKE was launched, letting users rent from an almost 800-strong fleet of bicycles at 78 locations across Dubai. But this is just the tip of the iceberg.

Continue reading

Posted by Rob in Tech