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Data quality: the make or break of AIs potential in business

Many industries are seeing sweeping changes with the introduction of Artificial Intelligence (AI). But leaders often disregard one of the most important elements of a successful AI implementation strategy – and that’s the quality of data.

If you’re looking to leverage AI for business growth, understanding the importance of data quality is a non-negotiable first step. In this piece, we’ll get to grips with why the quality of your data can truly make or break the potential of AI in business. We’ll look into the problems that come with poor data quality, how AI can step in to fix them, and why having data products is a big deal when it comes to training AI with high-quality data.

First and foremost: Data Quality

Poor quality data, characterised by incomplete fields, mismatched formats, or unrelatedness to business objectives, can trigger a whole host of issues for successful AI adoption. These could range from inaccurate predictions and decisions to, more destructively, generating biased algorithms – based on gender or race, for instance – leading to harmful consequences for those affected and ultimately damaging company reputation.

Take this example in healthcare, a study carried out at University College London UCL in July 2022 highlighted a significant gender bias in AI tools used for liver disease screening. The research findings revealed that the AI’s algorithms were less proficient at detecting liver disease in women as compared to men, highlighting an important disparity in their accuracy and effectiveness.

It’s not just organisations grappling with this issue. Consumers are also being affected. Bias within algorithms for insurance underwriting has been noted, as the UK Ministry of Housing‘s algorithm to determine house building allocation faced significant problems, and employees have also been affected by biased CV screening processes.

So, what’s the reason behind this? This occurs when the training data for AI is tainted with biases. Inevitably, these biases are inherited when the AI is fed dirty and low-quality data which then affects all of the AI’s outputs. AI that truly excels in performance is built on a foundation of exceptional data – data that has been cleansed using machine learning (ML) that learns and improves over time. And businesses can achieve this by investing in robust data strategies to help create and maintain clean training data.

Solving the data quality challenge with AI

While poor-quality data can undermine AI, AI itself can also provide a solution to this problem. AI-powered data products improve low-quality data by recognising and correcting errors. These data products are effective at filling in data gaps, removing duplicates, and ensuring data correctness and consistency, which maintains the data’s accuracy and reliability.

In addition, they can integrate data from different sources, transforming the unwieldy process of manual or traditional data cleaning into a streamlined, automated process. The role of human supervision in strengthening data quality, working alongside the AI that’s powering the data products, is paramount. AI, with a human in the loop to provide feedback, results in sharper and more precise systems.

Recognising a data product

The term ‘data product’ can often create confusion. This leads to different understandings of its meaning. In a plain sense, a data product is a consumption-ready set of high-quality, trustworthy, and accessible data that people across an organisation can use to solve business challenges. Sorted by business entities and governed by domain, data products are – simply put – the best version of data.

They are comprehensive, clean, curated, continuously updated data sets, aligned to key entities such as customers, patients or vendors, that humans and machines can consume broadly and securely across a business. Data products, powered by AI-driven efficiency with human oversight to provide feedback, play a vital role in the collection and management of data, guaranteeing its quality and reliability.

Establishing a solid groundwork

To become a part of the AI revolution, business leaders must first ensure data quality is at the heart of their AI implementation strategy. Without attention to the data which builds intelligent systems, there could be some very real risks to the real people who benefit from these systems, be those customers, staff, patients, or whomever else the system touches.

The ordered approach to mastering and amplifying data which AI-powered data products can offer will assist companies across industry in deflecting the dangers of skewed and biased AI models. With a solid groundwork established, teams can then concentrate their efforts on crafting cutting-edge applications tailored precisely to meet the demands of their end-users, ensuring powerful and impactful solutions for years to come.

Author: Suki Dhuphar, Head of International Business at Tamr

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Business

How can a payments strategy support business growth?

Source: Finance Derivative

Following the global economic upheaval brought on by the pandemic, businesses are once again prioritising growth on a global scale. While every business recognises the importance of expansion, their methods, obstacles, and risks differ greatly.

In the following article, Sonya Geelon, Chief Commercial Officer at Conferma, explores some of the most common challenges holding businesses back, and how by including innovative payments solutions in your payment strategy, you can successfully position your business to expand into global markets.

Barriers to global expansion

At Conferma, we wanted to know what businesses felt stood between them and their growth ambitions, so we spoke to 400 financial decision makers to find out.

The research, shared in our new Growth Ignition Index report, identified global expansion as a key priority for businesses looking to grow across all regions. Significant drivers included increasing customer demand (46 per cent), maintaining a consistent cashflow (36 per cent) and undertaking digital transformation (34 per cent.) Businesses also highlighted a number of barriers, such as identifying valuable markets to expand into (27 per cent) and navigating complex cross-border payment systems (13 per cent.) The following sheds light on some of the factors that businesses perceive to be hindering their growth.

Operational inefficiencies

It’s a well-known fact that operational efficiency is crucial for giving businesses the competitive edge. If your processes run smoothly and effectively, you’re likely in a good position to grow. However, a third (33 per cent) of businesses identified operational inefficiencies as a significant sticking point, particularly among small-and-medium sized organisations. This perhaps indicates that larger companies have already invested in boosting efficiency to a degree, however, the issue was noted across businesses of all sizes.

Complex cross-border payments

Successful growth relies heavily on being able to make fast, seamless transactions, however, recent research from Rapyd found that 38 per cent of businesses experience delays of five days or more when sending or receiving international payments.[1] Costs and delays in cross-border transactions can have a significant impact on growth, cutting into revenues, restricting cash flow and complicating financial planning. Our own research highlighted this, with 14 per cent of businesses reporting slow and/or complex cross-border payments as a significant barrier to expansion.

So how can businesses overcome these challenges and unlock global growth?

Taking your payments strategy virtual

Amid the array of payment options available in the market, virtual cards have emerged as a versatile solution, valued by users globally. According to Juniper Research, the global value of virtual cards will increase over threefold in just 5 years, climbing from $1.9 trillion in 2021 to a staggering $6.8 trillion by 2026.[2]

So how do they work?

Virtual cards are essentially digital versions of traditional credit cards. The technology generates a 16-digit card  number, allowing an employee to make payments without having to physically hand over a card. Instead, they provide the virtual card number, expiration date, and security code, just like they would with a regular credit or debit card.

Virtual cards come with built-in fraud and security features, enabling restrictions on usage. For instance, users can set a specific date range or limit usage to certain merchants. This ensures that any attempts to exceed the set amount, use the card at unauthorised merchants, or spend beyond the specified date range will result in a declined transaction.

Using a virtual card provider allows access to extensive, pre-existing payments ecosystems. For example, Conferma connects 75+ card issuers and banks across the world. This enables businesses to use virtual cards in 62 different currencies, making international payments frictionless while mitigating costly cross-border fees. Virtual cards can also help boost cashflow and improve operational efficiency, automating reconciliation and cutting lengthy processing times. By removing convoluted payment processes, virtual cards give businesses the freedom to grow in the markets they deem most valuable, not just most accessible.

Of those surveyed, four out of five  respondents (82 per cent) plan on expanding their virtual card usage in the next twelve months, with 64 per cent extending usage to additional payment needs. Businesses already using virtual cards also anticipate a substantial increase in the volume of payments they make virtually, with our data projecting a rise from 45 to 57 per cent of all payments being made using virtual cards in the next 12 months.

Virtual cards offer a compelling solution to the challenges limiting international growth by offering enhanced security, streamlined operational processes, and seamless cross-border transactions. By embracing virtual cards as a strategic tool, organisations can unlock opportunities for growth and innovation, empowering them to navigate the complexities of international commerce with ease.


[1] The 2023 State of Cross-Border Payments, Rapyd, 2023.

[2] Virtual Cards: B2B and B2C Applications, Competitive Analysis & Market Forecasts 2021-2026, Juniper Research

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Business

How can businesses make the cloud optional in their operations?

Max Alexander, Co-founder at Ditto

Modern business apps are built to be cloud-dependent. This is great for accessing limitless compute and data storage capabilities but when connection to the cloud is poor or shuts down, business apps stop working, impacting revenue and service. If real-time data is needed for quick decision-making in fields like healthcare, a stalled app can potentially put people in life-threatening situations.

Organisations in sectors as diverse as airlines, fast food retail, and ecommerce that have deskless staff who need digital tools accessible on smartphones, tablets and other devices to do their jobs. But because of widespread connectivity issues and outages, these organisations are beginning to consider how to ensure these tools can operate reliably when the cloud is not accessible. 

The short answer is that building applications with a local-first architecture can help to ensure that they remain functional when disconnected from the internet. But then, why are not all apps built this way? The simple answer is that building and deploying cloud-only applications is much easier as ready-made tools for developers help expedite a lot of the backend building process. The more complex answer is that a local-first architecture solves the issue of offline data accessibility but does not solve the critical issue of offline data synchronisation. Apps disconnected from the internet still have no way to share data across devices. That is where peer-to-peer data sync and mesh networking come into play.

Combining offline-first architecture with peer-to-peer data sync

In the real world, what does an application like this look like?

  • Apps must prioritise local data sync. Rather than sending data to a remote server, applications must be able to write data using its local database in the first instance, and then listen for changes from other devices, and recombine them as needed. Apps should utilise local transports such as Bluetooth Low Energy (BLE) and Peer-to-Peer WiFi (P2P Wi-Fi) to communicate data changes in the event that the internet, local server, or the cloud is not available.
  • Devices are capable of creating real-time mesh networks. Nearby devices should be able to discover, communicate, and maintain constant connections with devices in areas of limited or no connectivity.
  • Seamlessly transition from online to offline (and vice versa). Combining local sync with mesh networking means that devices in the same mesh are constantly updating a local version of the database and opportunistically syncing those changes with the cloud when it is available.
  • Partitioned between large peer and small peer mesh networks to not overwhelm smaller networks if they try to sync every piece of data. In order to do this, smaller networks will only sync the data that it requests, so developers have complete control over bandwidth usage and storage. This is vital when connectivity is erratic or critical data needs prioritising. Whereas, the larger networks sync as much data as they can, which is when there is full access to cloud-based systems.
  • Ad-hoc to enable devices to join and leave the mesh when they need to. This also means that there can be no central server other devices are relying on.
  • Compatible with all data at any time. All devices should account for incoming data with different schemas. In this way, if a device is offline and running an outdated app version, for example, it still must be able to read new data and sync.

Peer-to-peer sync and mesh networking in practice

Let us take a look at a point-of-sale application in the fast-paced environment of a quick-service restaurant. When an order is taken at a kiosk or counter, that data must travel hundreds of miles to a data centre to arrive at a device four metres away in the kitchen. This is an inefficient process and can slow down or even halt operations, especially if there is an internet outage or any issues with the cloud.

A major fast-food restaurant in the US has already modernised its point of sale system using this new architecture and created one that can move order data between store devices independently of an internet connection. As such, this system is much more resilient in the face of outages, ensuring employees can always deliver best-in-class service, regardless of internet connectivity.

The vast power of cloud-optional computing is showcased in healthcare situations in rural areas in developing countries. By using both peer-to-peer data sync and mesh networking, essential healthcare applications can share critical health information without the Internet or a connection to the cloud. This means that healthcare workers in disconnected environments can now quickly process information and share it with relevant colleagues, empowering faster reaction times that can save lives.

Although the shift from cloud-only to cloud-optional is subtle and will not be obvious to end users, it really is a fundamental paradigm shift. This move provides a number of business opportunities for increasing revenue and efficiencies and helps ensure sustained service for customers.

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Business

When something personal fills an important gap in the market 

by Cécile Mazuet-Eller, founder of NameSwitch

There aren’t many business ideas that go from a personal experience to filling an important gap in the market. However, this is certainly the case for NameSwitch, the UK’s pioneering and only name changing support service launched in 2018. But what inspired its inception and what challenges did it face? Here, Cécile Mazuet-Eller, the founder of the company, in its seventh year, explains.

My entrepreneurial journey is a bit unusual in that it started from my own experience of going through a divorce, which became a pivotal turning point for me not only emotionally, but practically too. I wanted to remove my married name, and I had a visceral reason to do so as I really didn’t want to keep it. Feeling extremely frustrated at still receiving letters and official documents featuring my previous name, I was desperate to change it but like for so many people it became a stop-start, arduous task.

Once I started the process, I realised it was taking up far too much time I didn’t have; being a single mum to two young children and working full-time is no mean feat, so when I embarked on the name changing process I realised it wasn’t going to be easy.  Searching for a solution to help, all I came up with was a service covering the US and Canada, but nothing that worked for the UK, so in the end, I spent a whole year to get everything changed that had to be, which proved long and stressful to say the least.

Nurturing the idea

In the early days I was fortunate enough to be surrounded by positive people who had good contacts, and who saw the viability of my idea. Living in a small community filled with intelligent and well-rounded people, I wasn’t short of encouragement from them and friends, who recognised as well as I did there was a definite gap in the market. Working with a web development team in Serbia which was also recommended, I enlisted additional help from a university student on some research.

I always wanted to run my own business, and there were several reasons why I needed to embark on something new. As the only breadwinner in the house, there were mounting bills while balancing the demands of motherhood and other financial responsibilities. Cash was limited but what little I had was used carefully which I put into the business.

In the early stages, which included the development of the unique technology that underpins the service, I carved pockets of time at night and on weekends to create a strong foundation for the business. Creating something completely from scratch was like a form of healing, which is why it was and remains such a personal project.

Mulling over the idea for at least two years following the original lightbulb moment, the business was registered in 2015, with time needed for building the robust platform in order to  create a viable product. Drawing on my previous experience, I investigated overseas equivalents, financials and marketing intelligence ensuring there was a genuine need for the service in the UK. Fortunately enough I was able to share my plans with my employer at the time, who turned out to be my biggest supporters, becoming my first paying customer who purchased a NameSwitch for his ex-wife, who was getting married to someone else!

With a career in telecommunications and a degree in marketing, I was already used to hard work and having the support and encouragement from my telecoms team was extremely helpful.   

Support and coaching

Coaching was an important element of the start-up process, obtained through a wider network and some financial support from family,  with no other funding or investment being available.

The challenges

Presented with certain obstacles like all businesses are, there was a lot to juggle and at times it felt like too much but I managed to navigate the complexities involved. When Covid hit that was a huge set-back, given that our biggest target market was and still is, newly-weds. With all weddings being banned, it hit NameSwitch hard, but our saving grace were the people who used the time to change their name’s in lockdown, by doing something they previously didn’t have time for. Being 100% employed by the business by this stage, it turned into a year of survival and another big challenge.  

In 2022-2023 we concentrated on growth for NameSwitch, when me and my dedicated team were satisfied with the service, it was time to consider investment into PR, advertising and partnerships to increase brand awareness to reach the revenues that were needed.

In 2022-2024, it was forecast that 285,000 – 415,000 weddings will take place resulting from the pandemic, which has reflected well on the business in recent years. And amidst the trials and tribulations it’s proved to be both exhilarating and exhausting in equal measure.

With hindsight, there are certain things I’d have done differently, such as bringing in a partner early on to put us in a stronger position sooner, and adding more resource  to improve growth, but I know that’s all part of the steep learning curve and something to take with me to projects in the future.

Advice for aspiring entrepreneurs

For anyone contemplating their own entrepreneurial endeavours, I’d recommend to ‘one hundred percent go for it’ – but do not bet the house on it and whatever happens, embrace the journey.

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