App review: Vipps

I’m always on the lookout for new payment apps and I recently came across Vipps. Vipps is a Norwegian peer to peer payments app, currently only available to Norwegian users.

Fig. 1 – Screenshot of Vipps – Taken from: https://www.vipps.no/

These are the main things I’ve learned about Vipps:

  1. Use the recipient’s mobile number – Similar to the way the likes of Monzo and Uber work, with the Vipps app all you need is the mobile number of the recipient. If you need to send money to someone else, your friend needs to download the Vipps app and the amount will be sent to his/her account registered with Vipps. Select the person you want to pay from your phone’s contact list or enter their mobile number.
  2. Use Vipps to split bills – For example, when you’re eating out with a group of friends, you can ask your friends for money when splitting the bill. Create a group name – e.g. Nando’s on Friday – and add the names of the group members. Now people in your group can enter all expenses that are to be shared between the group members. Once all the amounts have been entered and everyone has confirmed that there are no more outlays, it is easy to see who owes what.
  3. Personal account registered with Vipps – Vipps doesn’t have it’s own current account. Instead, users can send money through Vipps from any Norwegian bank, provided that they have a bank debit card and a bank account with the bank in question.
  4. Getting started with Vipps – To be able to use Vipps, users need to enter a Norwegian national identity number, a Norwegian mobile number, the details of their payment card (Visa or MasterCard), their Norwegian bank account number and an email address. Once you’ve created a four digit code, you can start paying or receiving money. When logging into Vipps, you can use your personal code or Touch ID.
  5. Vipps’ charges – Vipps doesn’t charge for amounts below NOK 5 000. For payments of NOK 5 000 or above, the charge is 1 per cent of the total amount. There is no charge for receiving money.

Main learning point: Love how apps like Vipps are making it easier and easier for people to pay and receive money. The splitting bills functionality is very welcome!

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Fig. 2 – Vipps’ peer-to-peer payments – Taken from: http://anti.as/news/vipps-by-dnb

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Fig. 3 – Screenshot of Vipps’ Android app; making a payment – Taken from: https://play.google.com/store/apps/details?id=no.dnb.vipps

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Fig. 4 – Screenshot of Vipps’ iOSapp; selecting a contact or a company that you want to pay – Taken from: https://www.appannie.com/en/apps/ios/app/vipps-by-dnb/

Related links for further learning:

  1. https://www.vipps.no/
  2. https://itunes.apple.com/us/app/vipps-by-dnb/id984380185?mt=8
  3. https://www.finextra.com/newsarticle/30131/dnb-spins-off-vipps-mobile-payment-service
  4. http://anti.as/projects/vipps-by-dnb
  5. https://en.wikipedia.org/wiki/Vipps
  6. http://www.lifeinnorway.net/living/money/mobile-payments/
  7. https://play.google.com/store/apps/details?id=no.dnb.vipps&hl=en_GB
  8. https://www.youtube.com/watch?v=_Mx5lsfs2d0
  9. https://www.vipps.no/vilkar.html
  10. https://www.microsoft.com/en-gb/store/p/vipps-by-dnb/9nblgggz9jv1

App review: THEO

Fig. 1 – Screenshot of THEO – Taken from: http://fintechnews.sg/3137/roboadvisor/robo-advisory-services-asia/

I recently came across THEO, a mobile, Japanese investment service offered by Money Design. THEO acts as a ‘robo-advisor’; enabling users to invest using their smartphone, and applying machine-based learning to offer users investment suggestions. The service allows users to start investment from 100,000 JPY. By answering nine questions (see Fig. 2 below), Money Design’s proprietary robo-advisor’s algorithm selects an optimum combination from about 6,000 Exchange-Traded Funds (‘ETFs’) in about two minutes and provides discretionary investment management to the user.

Fig. 2 – Screenshot of questions asked to THEO users to create their investment profile 

The user’s answers will trigger THEO’s underlying algorithms to deliver the most optimal money management plan for the user (see Fig. 3). At this point, we’ll need to consider the artificial intelligence aspect of THEO. This is where the accuracy of the proposed plan, as generated by THEO’s algorithms, comes into play (see Fig. 3 below). As one Japanese investor commented: “I am an aggressive investor with a long timescale so I was surprised to see how conservative the allocation ended up.”

 

Fig, 3 – Screenshot of sample diagnosis results based on answering THEO’s questions

Main learning point: The key point with apps like THEO is going to be the accuracy and personal fit of the investment plan its algorithms will suggest to investors. I wonder whether any manual ‘tweaking’ is involved in assessing investment profiles and subsequent recommendations.

Related links for further learning:

  1. http://jftoday.com/THEO,+the+robo-advisory+investment+app,+exceeds+5,000+users+for+100days/
  2. https://www.bloomberg.com/news/articles/2016-07-12/hedge-fund-founder-turns-robo-adviser-for-japan-s-cash-hoarders
  3. http://fintechnews.sg/3137/roboadvisor/robo-advisory-services-asia/
  4. http://www.retirejapan.info/blog/japan-robo-advisor-theo
  5. https://theo.blue/
  6. http://www.investopedia.com/terms/e/etf.asp
  7. http://fintechnews.sg/3137/roboadvisor/robo-advisory-services-asia/
  8. http://www.theasianbanker.com/updates-and-articles/robo-advisors-poised-to-take-off
  9. http://uk.reuters.com/article/us-china-wealth-roboadvisors-idUKKCN10S2GT
  10. http://finovate.com/drivewealth-brings-robo-advisory-china-new-partnership-creditease/
  11. https://medium.com/@Mosaic_VC/trust-in-a-robo-advisor-world-62397cbe75fe
  12. http://www.wired.co.uk/article/how-ai-is-transforming-the-future-of-fintech
  13. https://en.wikipedia.org/wiki/Artificial_intelligence

App review: Tide

How did Tide come to my attention? – I vaguely recall receiving an email from Tide a while ago about signing up for Tide, and a chance to learn about this new service before launch.

My quick summary of Tide (before using it)? – I expect a bank account exclusively geared towards to small to medium size businesses. A bit like Varo Money or Simple, but aimed at SMEs.

How does Tide explain itself in the first minute? – When I googled Tide, the top search result has “the Business Current Account that saves you time …” as its byline (see Fig. 1).

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Fig. 1 – Screenshot of top search result for Tide Banking

When I then go to Tide’s website, the homepage’s key messaging explains how Tide provide a small business current account (see Fig. 2). Speed and costs are the main things I take away from looking at Tide’s homepage at a first glance. I’m immediately intrigued to learn more about Tide’s “powerful tools that save you time and money.” This perception is reinforced by a “Sign up in 5 minutes” call to action button, just below the fold on Tide’s homepage.

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Fig. 2 – Screenshot of the homepage of https://www.tide.co/

Getting started, what’s the process like? – I click on the “Sign up in 5 minutes” button and a popup appears, telling me that Tide is available on Google and Android (see Fig. 3). I (wrongly) assumed that Tide’s services would also be available on my desktop, but I’m happy to go the App Store and download the Tide app.

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Fig. 3 – Screenshot of Tide’s popup message, directing me to Google Play and the App Store to start creating a Tide account

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Fig. 5 – Screenshot of the opening screen of the Tide iOS app

I click on the “Get started” button and land on a delightful screen that shows me upfront what I need to open a Tide account. I like how the app informs me upfront of the documents and information I need to open a Tide account (see Fig. 6). As a user, there’s nothing more infuriating than starting the account creation process and learning halfway through that I don’t have the right documents.

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Fig. 5 – Screenshot of the second screen of the Tide iOS app

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I use the camera to take a picture of my driving license. Doing this makes me realise again how my passport is still registered to my old address, and I wonder if and how that’s going to impact my application for a Tide account.
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Clearly, something isn’t right and I see a popup message which explains how Tide was unable to verify my details automatically. I now expect a phone call or an email from Tide about my identity verification. The good thing is that I can still continue with the account creation process, by simply clicking on the “Continue” button.

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The bit where Tide links to Companies House feels very seamless and it automatically picks up my company.

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This is the point where I hit a spanner in the works as the app doesn’t seem to accept the security photo that I’ve taken of myself. There’s a circular type button which enables me to take my picture again … and again … and again. Meanwhile, I’m unclear as to what I’m doing wrong and there’s no tooltip to explain what I need to ensure my picture meets Tide’s criteria. Clicking on the “next” button in the top right hand corner of the screen doesn’t help unfortunately, so I feel a bit stuck here.

After contacting Tide, the issue gets resolved and I continue the onboarding process. “Terms And Conditions” is the next step I’m presented with. The calls to action are clear and I like how I can easily read through Tide’s “Member Terms” and “Account Agreement” if I wish to.

 

After clicking both tick boxes, I receive a notification stating that my account has been opened, but that Tide needs to do some extra checks before creating a sort code and account number for me. I suspect this is due the fact that my driving license is still registered to my old address and doesn’t correspond with my company address.

The additional checks get carried out pretty swiftly and I can see a confirmation screen within the app, containing my account number, sort code and balance.

 

Did Tide deliver on my expectations? – Yes, apart from the issue with my security photo, onboarding with Tide felt intuitive for the most part. I believe that the app and the overall user experience would benefit from some simple tooltips (e.g. when submitting security details) to further simplify things.

 

 

App review: Plum

When I reviewed Cleo a few weeks ago, I also came across Plum. Plum describes itself as “your personal savings” assistant and lives in Facebook Messenger.

How did Plum come to my attention?  I came across Plum whilst reviewing Cleo, another virtual savings assistant. I then spoke to Victor Trokoudes, co-founder and CEO of Plum, who gave me a first introduction to Plum.

My quick summary of Plum (before using it) – I expect Plum to not only monitor my spending and saving habits, but to also do my saving for me and transfer savings directly to a savings account of my choosing.

How does Plum explain itself in the first minute? – From the headline to smaller print on the landing screen, it’s apparent that Plum is all about saving, helping me to save. Plum “monitors your daily spending and automagically sets money aside for you.”

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Getting started, what’s the process like?  After I’ve clicked on the “Sign up for free” button, I’m taken to Facebook Messenger where I see a landing page that explains about Plum; “I’m a robot. I was built to help you save money so you don’t have to worry about it.”

At this stage, I’m not entirely sure about how exactly Plum will help me to save money, but I decide to click on the “Get Started” button to find out.

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On the next screen, I’m presented with the choice between signing up and learning how Plum works. I decide to do the latter and click on “How it works”.

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And I’m pleased that I asked the Plum bot to explain how it all works, because I like the response that I get in return:

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I now feel more confident about how Plum works and how it can help me with saving money, so I decide to click on “Sign up”. After entering my email address, the Plum bot asks me for some more information to complete my setup. After clicking on the “Complete setup” button, I’m taken to separate page where I can enter my personal details.

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After I’ve entered my personal details, the next step is for me to link my bank account to Plum. I like how Plum is keeping me posted on progress by striking through the previous two steps of the onboarding process. There’s copy there to assure me that my bank login details will be treated securely by Plum; making it clear that Plum “will never, ever store it (my bank login, MA) on our system.”

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Did Plum deliver on my expectations? – Once I’ve managed to sync my bank account info, and have completed my Plum set up, the app starts helping me to save money. For me, Plum’s biggest draw is that I can add money to my Plum savings. Plum tells me how much of my cash is still available for withdrawal, and prompts to me decide on how much money I’d like to set aside.
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Similar to the standard account and transaction info that your traditional bank offers, Plum provides a neat overview of my monthly and total savings, and I can see my most recent transactions at a single glance. Ultimately, I feel I can only truly answer the question about Plum delivering on my expectations once why I’ve achieved a specific savings goal. In the meantime, I feel that Plum does offer a pretty smooth onboarding journey and a clear path to actually saving money. If you’re struggling to save or understanding how much you can save in the first place, definitely worth checking out Plum and start setting money aside!

App review: Cleo

I wrote about virtual assistants a few weeks ago, which made me realise that I hadn’t yet explored Cleo in more detail. Cleo is a virtual assistant that I believe can help me save money. However, my knowledge of Cleo ends there, so let’s have a closer look at Cleo and its onboarding process:

  1. How did Cleo come to my attention? – I came across Cleo a few months ago as I was looking at so-called ‘robo advisers’ like Betterment and Nutmeg.
  2. My quick summary of Cleo (before using it)? – When you search for Cleo, Google will tell you that it’s an “Intelligent assistant that helps you save money”. I therefore expect a virtual assistant that will give me a better view of my expenses and gives me tips on how to spend less. I expect an app that’s highly personalised, aiming to making saving fun. I guess a bit similar to Qapital, an app that I reviewed a few months ago.
  3. How does Cleo explain itself in the first minute? – I like how how the homepage of https://meetcleo.com/ talks about Cleo being “The simplest way to manage your money” (see Fig. 1 below). The page also mentions “bank level security” although I must admit that I’m not entirely sure what that means in the context of Cleo.
  4. Getting started, what’s the process like (1)? – Cleo’s onboarding process feels very intuitive and easy, particularly the part where Cleo syncs with my bank account (see Fig. 3 below). The messaging about how Cleo will treat my current account data instills trust and is clear, even to the point where I get a text from Cleo to say that banks are a bit slow when it comes to synching (see Fig. 8 below). However, when I’m asked to set my monthly income, I’m not sure what purpose this will serve and how I’ll benefit from sharing this data with Cleo (see Fig. 4 below).
  5. Getting started, what’s the process like (2)? – The simplicity of the onboarding process is reinforced by the text messages that I’m getting from Cleo on my mobile whilst onboarding on my laptop (see Fig. 8 below).
  6. Did Cleo deliver on my expectations (1) – After completing my onboarding with Cleo, I get a pretty comprehensive overview of my bills and spending (see Fig. 7 below). Perhaps I hadn’t fully set my own expectations when signing up with Cleo, but I’m left with a faint feeling of disappointment, expecting to receive more insights around my spending patterns or be able to ask Cleo specific questions about my balance. For example, when I ask Cleo about how to best increase my balance, she refers me to the generic balance call to action which she’d shared with me 3 seconds prior in the same exchange on Facebook Messenger (see Fig. 10 below).
  7. Did Cleo deliver on my expectations (2) – Some of the machine learning parts that underpin Cleo feel like they’re working pretty well, and getting started with Cleo felt very seamless and self-explanatory. I’m, however, keen to see how Cleo will develop further over the coming months, in becoming truly ‘intelligent’ about my spending habits and ways for me to save money.

 

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Fig. 1 – Screenshot of the homepage of https://meetcleo.com/

 

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Fig. 2 – Screenshot of the first step of the Cleo sign-up flow

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Fig. 3 – Screenshot of the second step of the Cleo sign-up flow

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Fig. 4 – Syncing a bank account with Cleo

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Fig. 5 – Screenshot of setting a monthly income in Cleo

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Fig. 6 – Screenshots of the workflow around adding bills

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Fig. 7 – Screenshot of the ‘outputs’ of the info entered into Cleo

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Fig. 8 – Text updates from Cleo throughout the onboarding process

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Fig. 9 – Chat message from Barney, CEO and Co-Founder of Cleo

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Fig. 10 – Chatting with Cleo through Facebook Messenger

How Alipay and WeChat are setting the tone for payments

I recently had to think back to the words of a well-known London-based Fintech CTO who talked about how in Asia, the Fintech playing field is miles ahead compared to some of the things that are happening in Europe and in the US. His comments came to mind when I overheard a conversation between two, ‘more traditional’ shall we say, senior financial service people, talking about  “definitely worth having a mobile app, since that’s what people want and expect.”

To be clear, I’m not trying to knock apps, especially if you look at the amazing apps that the likes of Revolut, Simple and Monzo have created. However, I can’t help try to look ahead and figure out what could be around the corner. For example, I recently looked at PayKey, which integrates payments with messenger apps. The likes of KakaoTalk and Line are already doing this successfully.

I do feel though that all these products are simple dwarfed by the scale with which WeChatPay and Alipay have been adopted, predominantly in Asia:

WePay by Tencent (Tencent is known as Weixin in China)

Even though the functionality of the continental version of WeChat feels quite limited, it’s easy to see how WeChat has evolved rapidly from just a messenger app to platform which incorporates gaming, shopping and payments. WeChatPay, the payment functionality built into WeChat, enables peer-to-peer money transfers, make payments online and with participating offline retailers.

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Fig. 1 – Screenshot of WeChat payment interface – Taken from: https://walkthechat.com/wechat-payment-5-reasons-tencent-might-kill-alipay/

There are a number of different types of WeChat payment applications:

  • App Payment – For Android / iOS apps wanting to include WeChat as a payment option
  • Offline Payment – WeChat Offline Payment is meant for brick-and-mortar stores wanting to add WeChat payment via QR codes
  • Official Account Payment – This application is used in order to embed WeChat payment within a mobile website

By integrating with WeChat messaging and payment functionality, brands are creating a very seamless user experience and are interacting where their (target) customers already are. Soapnut Republic and its integration with WeChat’s payment functionality is a good example (see Fig. 2 below).

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Fig. 2 – WePay screenshot, once a user has completed shopping, she can either use her card to pay or use WeChat’s mobile wallet – Taken from: https://www.clickz.com/how-coach-and-moleskine-use-wechat-for-ecommerce/100300/

JD.com – a big Chinese ecommerce platform – has got redirects with WeChat. For example, when customers following the Moleskine account on WeChat want to make a purchase, they are redirected (within the WeChat app) to the brand’s mobile-friendly store on JD.com (see Fig. 3 below).

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Fig. 3 – WePay screenshot, once a user has completed shopping, she can either use her card to pay or use WeChat’s mobile wallet – Taken from: https://www.clickz.com/how-coach-and-moleskine-use-wechat-for-ecommerce/100300/

I can imagine that when WeChat launches its new “mini-apps” service in a few days time, its market presence will increase even more. These mini-apps are a type of app that one can use immediately, without having to download or install anything. Users scan a QR code or search and can immediately open an app.

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Fig. 4 – Example of WeChat mini-app as created by Walkthechat – Taken from: https://walkthechat.com/wechat-mini-apps-look-like/

As WeChat has only launched a developer Beta version of its new mini-apps, I haven’t yet had a chance to play with the apps. However, I’ve learned that through mini-apps users and businesses will most probably be able to (1) do voice recording (through the WeChat API) (2) login (the app will also enable voice recognition) (3) send messages to users and (4) build web apps and services on top of the app.

One will be able to access mini-apps through a special panel, which will be accessible from the “Discover” section of a user’s WeChat account. These mini-apps enable storage of some of the data and code directly on one’s phone, which no doubt will help with app performance and speed.

 

Alipay by Ant Financial

Forget about traditional banks, Alipay’s ascension and reach has been incredible. Its parent company Ant Financial is controlled by Jack Ma, the founder of ecommerce platform Alibaba. This gives Ant Financial access to all of Alibaba’s ecommerce businesses and the merchants who sell through the platform. Through ownership of Alipay, Ant Financial plays a part in about 65 per cent of China’s online payments and about 80 per cent in the mobile space.

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Fig. 5 – Screenshot of Alipay’s mobile wallet – Taken from: https://www.techinasia.com/day-with-wechat-payments-in-stores

Given the role that Alipay plays in the ecosystem of online buyers and sellers, it’s interesting to look at how Alipay facilitates cross-border mobile payments and how it supports settlement with overseas merchants in 12 foreign currencies (see Fig. 6 below).

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Fig. 6 – Introduction to Alipay’s cross-border mobile payment capability – Taken from: https://global.alipay.com/product/mobilepayments.htm

Until writing this piece, I hadn’t realised that Ant Financial has a stake in Paytm, which is claimed to be India’s largest mobile and ecommerce platform (see Fig. 7 below).

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Fig. 7 – Screenshot of Paytm’s iOS mobile wallet

Main learning point: Call me a clairvoyant, but I can see how the likes of Alipay and WeChat will soon take over the world – from a payments perspective at least – purely because of the scale at which they operate and the way they’re nested in a large, diverse ecosystem of online services and users.

Related links for further learning:

  1. https://intheblack.com/articles/2016/07/01/alipay-and-wechat-are-making-china-a-global-payments-power
  2. https://news.ycombinator.com/item?id=11347387
  3. http://en.people.cn/n3/2016/0902/c98649-9109330.html
  4. http://www.fintechasia.net/alipay-vs-wechat-war-of-chinese-payments/
  5. https://walkthechat.com/wechat-payment-5-reasons-tencent-might-kill-alipay/
  6. http://www.beyondsummits.com/blog/alipay-vs-wechat-how-does-alipay-overturn-world-through-scenario-based-payment
  7. http://www.wsj.com/articles/china-mobile-payment-battle-becomes-a-free-for-all-1463945404
  8. http://a16z.com/2015/08/06/wechat-china-mobile-first/
  9. https://www.techinasia.com/kakaotalk-kakaopay-mobile-epayments-korea
  10. https://techcrunch.com/2016/11/16/tencent-q3-2016/
  11. https://techcrunch.com/2016/03/17/messaging-app-wechat-is-becoming-a-mobile-payment-giant-in-china/
  12. https://techcrunch.com/2016/03/08/alibabas-ant-financial-raising-new-funding-at-60b-valuation-ahead-of-ipo/
  13. https://www.techinasia.com/day-with-wechat-payments-in-stores
  14. https://intheblack.com/articles/2015/12/01/how-wechat-is-reshaping-facebooks-social-media-future
  15. https://walkthechat.com/wechat-payment-5-reasons-tencent-might-kill-alipay/
  16. https://www.clickz.com/how-coach-and-moleskine-use-wechat-for-ecommerce/100300/
  17. https://curiositychina.com/blog/archives/3095
  18. https://stripe.com/docs/alipay
  19. https://global.alipay.com/product/mobilepayments.htm
  20. http://blog.grata.co/new-wechat-mini-apps/
  21. https://walkthechat.com/wechat-mini-apps-look-like/

Some good conversational UI examples to learn from

It was Dennis Mortensen – CEO/Founder of x.ai – who made me aware a few years ago of the concept of ‘invisible interfaces’. He talked about applications no longer needing a graphical user interface (GUI), taking “Amy” – x.ai’s virtual personal assistant as a good example (see Fig. 1 below).

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Fig. 1 – Amy, x.ai’s virtual assistant – Taken from: http://www.agilenetnyc.com/business/x-ai/

Since then, I’ve been keeping more of an eye out for bots and virtual assistants, which can run on Slack, WeChat, Facebook Messenger or Amazon Echo. Like “Amy” these applications can be driven entirely by complex machine learning algorithms, or can be more ‘smoke and mirrors’ and operated entirely by humans. Let’s just have a look at some relevant examples to illustrate where I think some of these virtual assistants and chatbots are heading.

Example 1 – Nordstrom Chatbot and Operator offering personalised discovery:

US based Nordstrom recently launched its first chatbot for the 2016 holiday season. If you’re already on Facebook Messenger or Kik, Nordstrom’s virtual assistant is only a click away. Users who engage with Nordstrom’s bot will be asked a number of questions about who they’re shopping for. The bot will then respond with bespoke gift suggestions based on the user’s responses.

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Fig. 2 – Nordstrom Chatbot – Taken from: https://chatbotsmagazine.com/the-complete-beginner-s-guide-to-chatbots-8280b7b906ca#.l5e2i887r

You can get a similar experience using Operator, which is driven entirely by human experts who’ll provide you with personalised advice on what to buy (see Fig. 3 below).

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Fig. 3 – Operator’s experts providing tailored advice to its users – Taken from: https://www.operator.com/

Example 2 – KLM sharing flight information via Facebook Messenger:

KLM, the well known international airline, now enables customer to receive their flight documentation via Facebook Messenger. After booking a flight on KLM’s website, customers can choose to receive their booking confirmation, check-in details, boarding pass and flight status updates via Messenger. It’s built on a Messenger plug-in which customers only have to enable in order to receive ‘personalised’ messages from KLM (see Fig. 4 below).

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Fig. 4 – Screenshot of KLM’s Messenger app – Taken from: https://messenger.klm.com/

Example 3 – Telegram using buttons for discovery and shortcuts:

As much as it’s great to have a very simple ‘single purpose’ conversational user interface, there are messenger apps and virtual assistants out there that do offer user functionality that works better with buttons to click. A good example is the Telegram app, which has buttons for specific actions and shortcuts (see Fig. 5 below).

telegram-v1

Fig. 5   – Screenshot of the buttons in Telegram’s messenger app – Taken from: http://alistapart.com/article/all-talk-and-no-buttons-the-conversational-ui

Main learning point: I’ll no doubt learn more about conversational user interfaces over the coming months and years, but looking at simple examples like x.ai, Nordstrom’s Chatbot, Operator, Telegram and KLM’s Messenger feels like a very good starting point!

Related links for further learning:

  1. http://alistapart.com/article/all-talk-and-no-buttons-the-conversational-ui
  2. https://uxdesign.cc/10-links-to-get-started-with-conversational-ui-and-chatbots-3c0920ef4723#.yqpfdz5re
  3. https://chatbotsmagazine.com/the-complete-beginner-s-guide-to-chatbots-8280b7b906ca#.l5e2i887r
  4. http://www.geekwire.com/2016/new-nordstrom-mobile-chat-bot-ready-help-shoppers-find-perfect-holiday-gift/
  5. https://www.techinasia.com/talk/complete-beginners-guide-chatbots
  6. https://www.smashingmagazine.com/2016/07/conversational-interfaces-where-are-we-today-where-are-we-heading/
  7. http://www.theverge.com/2016/3/30/11331168/klm-facebook-messenger-boarding-pass-chat-integration
  8. https://messenger.klm.com/
  9. https://www.operator.com/