A three-step approach for businesses adopting AI
Since the 30th of November 2022, the day OpenAI launched ChatGPT, the AI race has been on. The pace of development and capability has been phenomenal. Never have we seen another technology developing at such a pace. As with the launch of public cloud which democratised access to large scale compute, access to AI is easier than ever, with only a credit card being needed to start using the vast array of AI services.
Many organisations and individuals have experimented, some with great results, but the majority are still seeking their eureka moment.
A government report states that around “15% of all businesses have adopted at least one AI technology, which translates to 432,000 companies”. So, there are still a lot of organisations out there that are yet to take the leap.
Keeping pace with the unrelenting advances in AI makes it difficult to comprehend and apply in an organisational context. Coupled with the fear of doing the wrong thing even when the intention is to do the right thing, it can be hard to know where to start. Two reports, published early in 2024, reveal that AI adoption has slowed in some cases, “as business and IT leaders consider the legal and practical ramifications”.
Responsible AI is a term that has gained prominence, at its core is the idea of making sure that AI usage is ethical and safe. But what does it mean to do the right thing? Whilst not exhaustive, we believe the following three steps are important to consider in the adoption and application of AI.
1) Setting a North Star
As an organisation it’s important to work out your goals and values around AI. What are you hoping to achieve? What are your non-negotiables in terms of human and environmental impact?
There is power in creating a code of ethics that captures the values and principles that AI use in your organisation should adhere to. New use cases can be held against this code and those cases that are ambiguous can be discussed via an ethics board or committee. Supplement this with an AI usage policy that explains the hard do's and don'ts in language that your people can understand and then give people the freedom to experiment within the guardrails.
2) Guide the development AI comes
with inherent risks that need to be managed. When algorithms are trained on biased data, they become biased. AI models can be complex and multi-layered, making it difficult to understand how a specific conclusion was reached. Human oversight and accountability are needed to avoid scenarios where decisions are made without those impacted being able to understand or contest it. When developing and deploying AI solutions, teams need to manage such risks. Bias can be limited by ensuring representative training data, together with testing models for fairness and continual monitoring. Human oversight should be defined before a model is brought to deployment. Foreseeable harms should be identified and mitigated from the very beginning of the AI development life cycle, for example via an algorithmic impact assessment or harms workshops.
The multitude of actions needed to make AI ethical and safe can best be covered in the form of a framework that guides your AI development teams in a step-by-step manner. This makes it digestible for them to embed an ethics-by-design approach.
3) Scale the approach
To truly mature and unleash the opportunity of AI at scale, adherence to your code of ethics, AI usage policy and AI development framework should be monitored. It should be embedded in the wider governance approach. Often, this does not require introducing a range of completely new methods, tools and processes. Instead, existing processes such as those that manage security, data protection or data governance can be extended to also manage AI risk at an enterprise level.
To get AI governance set up, it is key to ensure accountability is allocated at an enterprise level and to get the right people involved. With responsible AI principles and themes making their way into UK regulation and EU law, one of the groups you must involve is your legal team.
The AI journey can be daunting and exciting at the same time, we encourage you to take it a step at a time. Working through the above three steps will help you to navigate the journey and do your version of the right thing. Lean on experienced partners to help you where you can, it can make all the difference. If you’d like to find out how Kainos can accelerate your AI journey and assist you on embedding a responsible AI approach, contact us today.
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techUK – Unleashing UK Tech and Innovation
The UK is home to emerging technologies that have the power to revolutionise entire industries. From quantum to semiconductors; from gaming to the New Space Economy, they all have the unique opportunity to help prepare for what comes next.
techUK members lead the development of these technologies. Together we are working with Government and other stakeholders to address tech innovation priorities and build an innovation ecosystem that will benefit people, society, economy and the planet - and unleash the UK as a global leader in tech and innovation.
For more information, or to get in touch, please visit our Innovation Hub and click ‘contact us’.
Tech and Innovation Summit, 6 Nov (rescheduled date)
Emerging technologies will be debated and explored at our annual Tech and Innovation Summit, taking place on 6 November. This campaign week will directly feed into the themes discussed at the Summit.
techUK’s flagship Tech and Innovation Summit returns to traverse the extraordinary and ground-breaking discoveries made possible by the application of emerging and transformative technologies.
Upcoming events:
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Sign-up to get the latest updates and opportunities from our Technology and Innovation and AI programmes.
Learn more about our Unleashing Innovation campaign:
Sprint Campaigns
This campaign explored how the UK can lead on the development, application and commercialisation of space technologies and ultimately realise the benefits of the New Space Economy.
These technologies include AI, quantum, lasers, robotics & automation, advanced propulsion and materials, and semiconductors.
Activity has taken the form of roundtables, panel discussions, networking sessions, Summits, thought leadership pieces, policy recommendations, and a report.
Get in touch below to find out more about techUK's ongoing work in this area.
Event round-ups
Report
Insights
Get in touch
Rory Daniels
Rory Daniels
Rory joined techUK in June 2023 after three years in the Civil Service on its Fast Stream leadership development programme.
During this time, Rory worked on the Government's response to Covid-19 (NHS Test & Trace), school funding strategy (Department for Education) and international climate and nature policy (Cabinet Office). He also tackled the social care crisis whilst on secondment to techUK's Health and Social Care programme in 2022.
Before this, Rory worked in the House of Commons and House of Lords alongside completing degrees in Political Economy and Global Politics.
Today, he is techUK's Programme Manager for Emerging Technologies, covering dozens of technologies including metaverse, drones, future materials, robotics, blockchain, space technologies, nanotechnology, gaming tech and Web3.0.
- Email:
- [email protected]
- LinkedIn:
- https://www.linkedin.com/in/rorydaniels28/
This campaign has explored how the UK can lead on the development, application and commercialisation of the technologies set to underpin the Gaming & Esports sector of the future.
These include AI, augmented / virtual / mixed / extended reality, haptics, cloud & edge computing, semiconductors, and advanced connectivity (5/6G).
Activity has taken the form of roundtables, panel discussions, networking sessions, Summits, and thought leadership pieces. A report featuring member case studies and policy recommendations is currently being produced (to be launched in September 2024).
Get in touch below to find out more about contributing to or collaborating on this campaign.
Event round-ups
Insights
Get in touch
Rory Daniels
Rory Daniels
Rory joined techUK in June 2023 after three years in the Civil Service on its Fast Stream leadership development programme.
During this time, Rory worked on the Government's response to Covid-19 (NHS Test & Trace), school funding strategy (Department for Education) and international climate and nature policy (Cabinet Office). He also tackled the social care crisis whilst on secondment to techUK's Health and Social Care programme in 2022.
Before this, Rory worked in the House of Commons and House of Lords alongside completing degrees in Political Economy and Global Politics.
Today, he is techUK's Programme Manager for Emerging Technologies, covering dozens of technologies including metaverse, drones, future materials, robotics, blockchain, space technologies, nanotechnology, gaming tech and Web3.0.
- Email:
- [email protected]
- LinkedIn:
- https://www.linkedin.com/in/rorydaniels28/
Running from July to December 2024, this campaign will explore how the UK can lead on the development, application and commercialisation of web3 and immersive technologies.
These include blockchain, smart contracts, digital assets, augmented / virtual / mixed / extended reality, spatial computing, haptics and holograms.
Activity will take the form of roundtables, workshops, panel discussions, networking sessions, tech demos, Summits, thought leadership pieces, policy recommendations, and reports.
Get in touch below to find out more about contributing to or collaborating on this campaign.
Upcoming events
Get in touch
Rory Daniels
Rory Daniels
Rory joined techUK in June 2023 after three years in the Civil Service on its Fast Stream leadership development programme.
During this time, Rory worked on the Government's response to Covid-19 (NHS Test & Trace), school funding strategy (Department for Education) and international climate and nature policy (Cabinet Office). He also tackled the social care crisis whilst on secondment to techUK's Health and Social Care programme in 2022.
Before this, Rory worked in the House of Commons and House of Lords alongside completing degrees in Political Economy and Global Politics.
Today, he is techUK's Programme Manager for Emerging Technologies, covering dozens of technologies including metaverse, drones, future materials, robotics, blockchain, space technologies, nanotechnology, gaming tech and Web3.0.
- Email:
- [email protected]
- LinkedIn:
- https://www.linkedin.com/in/rorydaniels28/
Campaign Weeks
Our annual Campaign Weeks enable techUK members to explore how the UK can lead on the development and application of emerging and transformative technologies.
Members do this by contributing blogs or vlogs, speaking at events, and highlighting examples of best practice within the UK's tech sector.
Summits
Tech and Innovation Summit 2023
Tech and Innovation Summit 2024
Laura Foster
Laura Foster
Laura is techUK’s Head of Programme for Technology and Innovation.
She supports the application and expansion of emerging technologies, including Quantum Computing, High-Performance Computing, AR/VR/XR and Edge technologies, across the UK. As part of this, she works alongside techUK members and UK Government to champion long-term and sustainable innovation policy that will ensure the UK is a pioneer in science and technology
Before joining techUK, Laura worked internationally as a conference researcher and producer covering enterprise adoption of emerging technologies. This included being part of the strategic team at London Tech Week.
Laura has a degree in History (BA Hons) from Durham University, focussing on regional social history. Outside of work she loves reading, travelling and supporting rugby team St. Helens, where she is from.
- Email:
- [email protected]
- LinkedIn:
- www.linkedin.com/in/lauraalicefoster
Rory Daniels
Rory Daniels
Rory joined techUK in June 2023 after three years in the Civil Service on its Fast Stream leadership development programme.
During this time, Rory worked on the Government's response to Covid-19 (NHS Test & Trace), school funding strategy (Department for Education) and international climate and nature policy (Cabinet Office). He also tackled the social care crisis whilst on secondment to techUK's Health and Social Care programme in 2022.
Before this, Rory worked in the House of Commons and House of Lords alongside completing degrees in Political Economy and Global Politics.
Today, he is techUK's Programme Manager for Emerging Technologies, covering dozens of technologies including metaverse, drones, future materials, robotics, blockchain, space technologies, nanotechnology, gaming tech and Web3.0.
- Email:
- [email protected]
- LinkedIn:
- https://www.linkedin.com/in/rorydaniels28/
Tess Buckley
Tess Buckley
Tess is the Programme Manager for Digital Ethics and AI Safety at techUK.
Prior to techUK Tess worked as an AI Ethics Analyst, which revolved around the first dataset on Corporate Digital Responsibility (CDR), and then later the development of a large language model focused on answering ESG questions for Chief Sustainability Officers. Alongside other responsibilities, she distributed the dataset on CDR to investors who wanted to further understand the digital risks of their portfolio, she drew narratives and patterns from the data, and collaborate with leading institutes to support academics in AI ethics. She has authored articles for outlets such as ESG Investor, Montreal AI Ethics Institute, The FinTech Times, and Finance Digest. Covered topics like CDR, AI ethics, and tech governance, leveraging company insights to contribute valuable industry perspectives. Tess is Vice Chair of the YNG Technology Group at YPO, an AI Literacy Advisor at Humans for AI, a Trustworthy AI Researcher at Z-Inspection Trustworthy AI Labs and an Ambassador for AboutFace.
Tess holds a MA in Philosophy and AI from Northeastern University London, where she specialised in biotechnologies and ableism, following a BA from McGill University where she joint-majored in International Development and Philosophy, minoring in communications. Tess’s primary research interests include AI literacy, AI music systems, the impact of AI on disability rights and the portrayal of AI in media (narratives). In particular, Tess seeks to operationalise AI ethics and use philosophical principles to make emerging technologies explainable, and ethical.
Outside of work Tess enjoys kickboxing, ballet, crochet and jazz music.
- Email:
- [email protected]
- Website:
- tessbuckley.me
- LinkedIn:
- https://www.linkedin.com/in/tesssbuckley/
Usman Ikhlaq
Usman Ikhlaq
Usman joined techUK in January 2024 as Programme Manager for Artificial Intelligence.
Prior to joining techUK, Usman worked as a policy, government affairs and public affairs professional in the advertising sector. He has also worked in sales and marketing and FinTech.
Usman is a graduate of the London School of Economics, BPP Law School and Queen Mary University of London.
When he isn’t working, Usman enjoys spending time with his family and friends. He also has a keen interest in running, reading and travelling.
Authors
Gareth Workman
