Trustworthy AI for Sustainable Investing
Trustworthy AI products
Cameron. Sustainable Preferences Engine
A conversational AI to discover your sustainable investing preferences, build your profile, match to appropriate funds.
Read the underlying academic research paper here:
Benjamin Winter, Federico Castagna, Ross Baker and Andrew Tucker. March 2026. Cameron: An Interpretable Conversational AI Framework for Multi-Dimensional Sustainability Preference Assessment
Data-driven Materiality
A machine learning framework to quantify ESG financial materiality, so identifying which ESG factors most impact stock performance in an automated manner.
Read the underlying academic research paper here:
Majid Jangani, Paresh Date and Andrew Tucker. February 2026. A New Approach to Identifying Key Financial Materiality Drivers from Sentiment Data
Spotlight on Cameron
Watch our co-founder Andrew Tucker presenting Cameron at Innovate UK’s National Showcase on Next Generation Professional & Financial Services in November 2025
Join us for a small industry workshop on 'Fresh Approaches to Financial Materiality for Sustainability Reporting' on 8th May 2026 at Brunel, University of London.
Under Chatham House rules, we are bringing together reporters, auditors, investor and regulators. We think the standard approach to materiality assessment is slow, expensive, subjective and non-predictive. Not least, this is holding back more effective capital allocation towards UK's 2050 Net Zero commitments.
If you would like to attend, please use the Contact Us form below.
Our Team
Dr Andrew Tucker
Founder, ProductOriginally an academic specialising in the modeling of intangible assets like trust in organisations. For the last 14 years, Andrew has built fintechs solving real world business problems using evolving AI methodologies. Andrew holds a PhD (distinction) from Georgetown University in Political Theory.
Founder, EngineeringChris Bowles
Started out as a Theoretical Astrophysicist before focusing on software engineering and database development. Chris has 25 year’s experience, focused on data-driven systems and cloud technologies. Chris is a certified scrum master and a Welsh international hockey player.
Frequently Asked Questions
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We have built two products focused where they can drive sustainable investing the most.
Cameron is Uswitch for sustainable pensions. Cameron is an AI that talks with your about your sustainability preferences and matches your preferences to the best pension fund for you.
Our data-driven materiality tool is an api-first method of determining which sustainability drivers move a company’s share price. It is a four-part model using open sourced unstructured data.
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This refers to artificial intelligence systems designed to be safe, reliable, transparent and fair in order to respect ethical principles and legal regulations and so build users’ trust.
More than that, it is also an approach to interacting with users in a way that they can find the technology trustworthy in the same way as other real world systems, like government, academia and policing.
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An investment approach that generates long-term financial returns while actively supporting positive environmental, social and goverance (ESG) outcomes. It involves selecting companies with strong sustainability practices - such as low carbon emissions, good labour standards - to reduce risk and create a better world.
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Maxwell is based on published, peer-reviewed research, led by the founders. We believe in trustworthy AI so we make our methodologies publicly available. And we believe that the best way to build a more sustainable world is to surface the metrics that prove real world performance. In that way, capital will be allocated most efficiently to the most sustainable companies.
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Getting started is simple. Use our contact to set up an initial conversation. We will walk you through the next steps with Cameron or Data-driven Materiality and answer any questions along the way.
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You can reach us anytime via our contact page or email. We aim to respond quickly—usually within one business day.
Contact Us
Interested in working together? Fill out some info and we will be in touch within a day.