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# causaLens

Pioneer of Causal AI

## Sitemaps

- [XML Sitemap](http://dev-causalens.pantheonsite.io/sitemap.xml): Contains all public & indexable URLs for this website.

## Posts

- [Blog](http://dev-causalens.pantheonsite.io/resource-hub/blogs/)

## Pages

- [Homepage - Sept24](http://dev-causalens.pantheonsite.io/) - causaLens is the leader in Data Science agents - AI Agents that accelerate the end-to-end data science workflow, delivering AI and data projects 10x faster.
- [Causal AI for Innovation Leaders](http://dev-causalens.pantheonsite.io/causal-ai-innovation-leaders/) - Business leaders use Causal AI to empower their organization to go discover the cause-effect in their data to drive better decisions at scale.
- [Demo hub](http://dev-causalens.pantheonsite.io/demo-hub/) - decisionOS - accelerating your data science teams
- [Product Overview (Sept24)](http://dev-causalens.pantheonsite.io/product-overview/)
- [AI Agents](http://dev-causalens.pantheonsite.io/ai-agents/)
- [Why Causal AI (Sept24)](http://dev-causalens.pantheonsite.io/why-causal-ai2/) - "To build truly intelligent machines, teach them cause & effect", Judea Pearl, Turing Award Winner. Causal reasoning is the foundation for deep quantitative analysis.
- [Contact us](http://dev-causalens.pantheonsite.io/contact-us/) - Contact causaLens, the leader in Causal AI. We review every inquiry and will respond upon review of your request.
- [GenAI & Causal AI](http://dev-causalens.pantheonsite.io/causalai-genai/) - Empowering LLMs with causal reasoning enables your organisation to master quantitative data and unlock accurate and reliable business decision-making.
- [Book a demo](http://dev-causalens.pantheonsite.io/book-a-demo/)
- [Resource Hub](http://dev-causalens.pantheonsite.io/resource-hub/) - Our Resource Hub contains whitepapers, research papers, blogs, events, and more! Dive deeper into causaLens and Causal AI.
- [Decision Agents](http://dev-causalens.pantheonsite.io/decision-agents/)
- [decisionOS](http://dev-causalens.pantheonsite.io/decision-os/) - decisionOS is a decision-making operating system powered by Causal AI. Giving you actionable and explainable insights for your business.
- [Start your free trial of decisionOS now](http://dev-causalens.pantheonsite.io/decisionos-free-trial/) - Start your Free Trial of the world's most advanced Causal AI platform, decisionOS. See for yourself why the most innovative businesses are adopting Causal AI.
- [Test page of new modules](http://dev-causalens.pantheonsite.io/test-page-of-new-modules/)
- [Free Trial Terms and Conditions](http://dev-causalens.pantheonsite.io/free-trial-terms-and-conditions/) - These Terms and Conditions together with any documents incorporated by reference, including our policies (together, the “Terms”) form a binding contract between you (“you”, “your”, or “yours”) and Impulse Innovations Limited, a company incorporated in England & Wales with company number 10237978 and registered office 3rd Floor Lyric House, 149 Hammersmith Road, London, England, W14 0QL (“we”, “our”, “us”,“causaLens”).
- [About us](http://dev-causalens.pantheonsite.io/about-us/) - Learn about causaLens, the leader in Causal AI. We help the largest Enterprises to transform their decision making and ground their AI systems in causal reasoning.
- [Customer retention for data scientists with Causal AI](http://dev-causalens.pantheonsite.io/customer-retention-for-data-scientists-with-causal-ai/) - Predictive insights don't help customer retention unless combined with data-driven recommendations for where to engage, what to offer, and how to message.
- [Manufacturing Root Cause Analysis for Data Scientists](http://dev-causalens.pantheonsite.io/manufacturing-rca-for-data-scientists/) - Manufacturing leaders use Causal AI to optimize the Overall Equipment Effectiveness (OEE) levels, as it can provide fast root cause analysis of faults.
- [Pricing and Promotion for Data Scientists](http://dev-causalens.pantheonsite.io/pricing-and-promotion-for-data-scientists/) - 70% of pricing and promotion investments deliver a negative return. There is a need to improve pricing and promotion resource allocation.
- [Causal AI for Data Science Teams](http://dev-causalens.pantheonsite.io/causal-ai-for-data-science-teams/) - We empower Data Science teams to solve decision-making problems by capturing the underlying cause-effect mechanisms. See how Causal AI can transform your business
- [decisionOps](http://dev-causalens.pantheonsite.io/decisionops/) - Use decisionOps to orchestrate workflows, trust your process and measure the causal impact of your decision-making.
- [Build decisionApps](http://dev-causalens.pantheonsite.io/decisionapp-building/) - Give recommendations to stakeholders as expressive, tailored and interactive applications focused on decision-making with Causal AI.
- [Why Causal AI?](http://dev-causalens.pantheonsite.io/why-causal-ai/) - Causal AI is the only technology that can reason like humans do. Enhance your decision-making capabilities with enterprise AI by causaLens.
- [Enterprise Causal AI](http://dev-causalens.pantheonsite.io/causal-ai-product/) - Access a state-of-the-art Causal AI toolbox allowing you to answer the toughest business questions in a trusted and explainable way.
- [GenAI & Causal AI for Data Scientists](http://dev-causalens.pantheonsite.io/causalai-genai-ds/)
- [Book a demo](http://dev-causalens.pantheonsite.io/weekly-demo/) - We offer tailored demos to suit your requirements. Alternatively, you can request a free trial and start using decisionOS- the most advanced Causal AI platform.
- [Causal AI for Time Series Data](http://dev-causalens.pantheonsite.io/time-series/) - Our platform helps data scientists efficiently address the nuances of working with Time Series data across the modeling pipeline.
- [Root Cause Analysis](http://dev-causalens.pantheonsite.io/root-cause-analysis/) - Causal AI and Causal methods are perfectly placed to enable you to perform root cause analysis and identify the true causal drivers in your business challenges.
- [Request a Demo](http://dev-causalens.pantheonsite.io/request-demo/) - Request a demo of the leading Causal AI platform. We'll cover how it applies to your industry, the platform itself, and workflows that your team can implement.
- [causaLens Partner Request](http://dev-causalens.pantheonsite.io/partner-request-contact/) - causaLens partner with leading organizations to transform their client's decision-making. Differentiate your offering today and join the Causal Revolution.
- [Careers - Join Us](http://dev-causalens.pantheonsite.io/join-us/) - We’re on a mission to enhance decision-making in the enterprise. We’re always looking for the best and brightest scientists and engineers to join us.
- [Interactive Demo - Supply Chain Optimization](http://dev-causalens.pantheonsite.io/demo-supply-chain-optimization-interactive/) - Supply chain leaders use Causal AI to empower their team's supply chain optimization initiatives. Use this interactive demo to see it in practice.
- [Interactive Demo - Root Cause Analysis](http://dev-causalens.pantheonsite.io/demo-root-cause-analysis-interactive-demo/) - Empowering Manufacturing Leaders to perform root cause analysis of low Overall Equipment Effectiveness (OEE) and reduce the manufacturing cost.
- [Interactive Demo - Pricing and Promotion Strategi](http://dev-causalens.pantheonsite.io/demo-pricing-and-promotions-interactive/) - Revenue leaders use Causal AI to optimize their pricing and promotion strategies. Use this demo to see pricing and promotion optimization in practice.
- [Interactive Demo - Customer Churn](http://dev-causalens.pantheonsite.io/demo-customer-churn-interactive/) - Customer success leaders use Causal AI to optimize their customer churn. Use this interactive demo to see how this works in practice.
- [Develop Causal Models with causaLens Decision Trees](http://dev-causalens.pantheonsite.io/decision-trees/) - Develop a causal model with causaLens' Decision Trees. Tree-based models are some of the most popular algorithms today. See decision trees in action.
- [Decision Optimization](http://dev-causalens.pantheonsite.io/decision-optimization/) - Determine the actions required to achieve your desired outcomes while respecting your business constraints, and enhance your decision optimization processes.
- [CausalNet: State of the Art Structural Causal Modeling](http://dev-causalens.pantheonsite.io/causalnet-state-of-the-art-structural-causal-modeling/) - CausalNet is an advanced structural causal model (SCM) allowing you to push beyond the limitations of traditional machine learning algorithms.
- [causaLens Partners](http://dev-causalens.pantheonsite.io/causalens-partner-program/) - We partner with leading organizations that want to transform their client's decision-making. Differentiate your offering today and join the Causal revolution.
- [Causal Fairness](http://dev-causalens.pantheonsite.io/causal-fairness/) - Causal AI carefully monitors model inputs and outputs and uses the 18 fairness metrics, preventing discrimination and ultimately de-risking decision-making.
- [Causal AI & Gen AI Synergies](http://dev-causalens.pantheonsite.io/causal-ai-gen-ai-synergies/) - In contrast to Gen AI, Causal AI offers transparent reveals cause-and-effect relationships and offers actionable recommendations that decision-makers can trust.
- [Algorithmic Recourse](http://dev-causalens.pantheonsite.io/algorithmic-recourse/) - Algorithmic recourse determines actions for desired outcomes within given business constraints, this is only possible with causality. causaLens is the leader in Causal AI.
- [Home (old)](http://dev-causalens.pantheonsite.io/home/) - causaLens uses Causal AI to develop decision-making AI that organizations trust with their complex enterprise Initiatives.
- [Book Your Scoping Call Now](http://dev-causalens.pantheonsite.io/book-your-free-trial-scoping-call/) - Learn more about what's possible with decisionOS, its impact on your use cases, and how it helps Enterprises improve their KPIs, just book a scoping call
- [Privacy Policy](http://dev-causalens.pantheonsite.io/privacy-policy/) - Impulse Innovations Limited (trading as “causaLens”) collects data from you through 1) direct interactions with you and 2) through your interactions, use and experience with the causaLens product. We value your trust and we place the highest priority on protecting and managing your data privacy. Please read the following to learn more about our privacy
- [Demo - Profit Margin Optimizer Storylane](http://dev-causalens.pantheonsite.io/demo-profit-margin-optimizer-interactive/) - Empowering enterprises to optimize their Profit Margins by exploring key 'What-if' scenarios using a fully explainable causal model.
- [Interactive Demo - Credit Risk](http://dev-causalens.pantheonsite.io/demo-credit-risk-interactive/) - Empowering financial institutions to understand the root causes of loan defaults, and provide optimal actions to mitigate credit risk and risk of defaults.
- [causaLens at NRF Conference](http://dev-causalens.pantheonsite.io/nrf-conference-causalens-pre-event/) - Join us at the NRF Conference to discover why Causal AI is the chosen technology for AI pioneers, Fortune 10, 500, and 1000 companies.
- [Human-Guided Causal Discovery](http://dev-causalens.pantheonsite.io/human-guided-causal-discovery/) - Capturing cause-effect relationships in enterprise data is an essential step to trusted decision-making. Human-Guided Causal Discovery makes this possible.
- [Trustworthy AI](http://dev-causalens.pantheonsite.io/trustworthy-ai/) - Trustworthy AI is fundamental for enterprises to function and thrive. Causal AI facilitates trust and paves the way for truly explainable AI.
- [Cookie Preferences](http://dev-causalens.pantheonsite.io/cookie-preferences/) - This website uses cookies. We use cookies to personalise content and ads, to provide social media features and to analyse our traffic. We also share information about your use of our site with our social media, advertising and analytics partners who may combine it with other information that you’ve provided to them or that they’ve
- [Third Parties](http://dev-causalens.pantheonsite.io/third-parties/) - causaLens uses the third party entities below to process personal data on behalf of causaLens customers and in accordance with contract terms between causaLens and the third party to uphold causaLens' commitments in causalens' Privacy Policy. causaLens carries out annual compliance reviews of its third parties, and where the engagement of a sub-processor requires the
- [Recruitment Privacy Notice](http://dev-causalens.pantheonsite.io/recruitment-privacy-notice/) - A few things to note, before you apply Thank you for your interest in applying for a position at causaLens! Before you provide us with your CV, application form or personal information, we want to tell you about what we will do with the personal information you give us throughout the application and recruitment process.
- [Default page](http://dev-causalens.pantheonsite.io/default-page/)

## Solution by use case

- [Pricing and Promotion](http://dev-causalens.pantheonsite.io/case/pricing-and-promotion/) - Enterprises use Causal AI to optimise their pricing and promotion strategies. Traditional ML approaches aren't sufficient, see why Causal AI could be the answer
- [Manufacturing Root Cause Analysis](http://dev-causalens.pantheonsite.io/case/manufacturing-root-cause-analysis/) - Manufacturing leaders trust Causal AI to improve their manufacturing processes. decisionOS is the leading Causal AI platform used by Manufacturers globally.
- [Marketing Mix Modeling](http://dev-causalens.pantheonsite.io/case/marketing-mix-modeling/) - Marketing leaders use Causal AI to improve their marketing mix, attribution, and modeling. decisionOS is the leading Causal AI platform used by marketers globally.
- [Supply Chain Optimization](http://dev-causalens.pantheonsite.io/case/supply-chain-optimization/) - Enterprises use Causal AI for Supply Chain Optimization. Traditional predictive ML is often not sufficient, see why Causal AI could be the answer for you.
- [Customer Retention](http://dev-causalens.pantheonsite.io/case/customer-retention/) - Customer success leaders use Causal AI to improve their customer retention. decisionOS is the leading Causal AI platform used by Enterprises globally.

## Solution by industry

- [Causal AI for Manufacturing](http://dev-causalens.pantheonsite.io/industry/manufacturing/) - Leaders in manufacturing use Causal AI to address the most crucial questions across process engineering, quality control, supply chain, procurement, & complexity management.
- [Causal AI for Retail and Consumer Goods](http://dev-causalens.pantheonsite.io/industry/retail-consumer-goods/) - Leaders in Retail and Consumer Goods use Causal AI to address crucial questions across pricing and promotions, supply chain, marketing, and merchandising.
- [Causal AI for Marketing, Media & Entertainment](http://dev-causalens.pantheonsite.io/industry/media-entertainment/) - Leaders in Media & Entertainment use Causal AI to address some of the biggest challenges across marketing, branding, customer journey & pricing.
- [Telecommunications](http://dev-causalens.pantheonsite.io/industry/telecommunications/) - Causal AI enable telecommunications providers to make more informed investment decisions. Whether it’s acquiring new towers, upgrading a network or network traffic optimization.
- [Energy & Utilities](http://dev-causalens.pantheonsite.io/industry/energy-utilities/)
- [Causal AI for Financial Services](http://dev-causalens.pantheonsite.io/industry/financial-services/) - Leading Financial Services organizations use Causal AI to address the most crucial questions across customer journeys, credit portfolios, model risk, claims & policies.
- [Healthcare](http://dev-causalens.pantheonsite.io/industry/healthcare/)
- [Insurance](http://dev-causalens.pantheonsite.io/industry/insurance/)
- [Capital Markets](http://dev-causalens.pantheonsite.io/industry/capital-markets/)

## Case studies

- [Customer Case Study: Manufacturing Root Cause Analysis](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-manufacturing-root-cause-analysis/) - $15M annual value unlocked through reduced downtime for a leading commodity manufacturer
- [Customer Case Study: Reduction in Downtime](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-reduced-downtime/) - Oil Services Company sees $30mn in annual value through reduced downtime
- [Partnering with causaLens -   5 Customer Stories and their perceived Value Propositions](http://dev-causalens.pantheonsite.io/resources/case-studies/partnering-with-causalens-5-customer-stories-and-their-perceived-value-propositions/) - We take you through 5 different customer stories, who all understood the value of Causal AI differently. See Causal AI through the eyes of different customers.
- [Customer Case Study with McCann Worldgroup: Causal Drivers of Purchasing Behavior](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-with-mccann-worldgroup-causal-drivers-of-purchasing-behavior/) - McCann Worldgroup & causaLens partner to deliver 5-10% uplift in brand purchase intent for a leading Confectionary Company
- [Customer Case Study: Early Fault Detection](http://dev-causalens.pantheonsite.io/resources/case-studies/early-fault-detection/) - $50bn Global Electronics Company chooses causaLens to revolutionize its early warning system for faulty parts with Causal AI
- [Customer Case Study: Order Delays Reduction](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-order-delays-reduction/) - Textile manufacturer sees a 10% reduction in order delays by adopting Causal AI
- [Customer Case Study: Manufacturing Downtime Reduction](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-manufacturing-downtime-reduction/) - $10bn Metals Enterprise sees an expected return of $4M from maximal throughput while reducing downtime
- [Customer Case Study: Reduction in Auto Claim Costs](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-leading-global-insurer-reduction-in-autoclaim-costs/) - Leading Global Insurer sees a multi-million $ reduction in auto claim costs when using Causal AI to reduce auto claim costs.
- [Customer Case Study: Client Retention](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-client-retention/) - North American pension plan improved beneficiary satisfaction and increased retention by 17% using decisionOS powered by Causal AI
- [Customer Case Study: Scrap Parts Reduction](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-manufacturing-optimization/) - A global manufacturer sees 10x ROI from enhancing their manufacturing processes by comprehending the underlying reasons behind failures in their production lines
- [Customer Case Study: Inventory Optimization](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-inventory-optimization/) - A leading manufacturer of IT products and equipment sees $19mn in savings from matching inventory levels to customer demand more accurately
- [Customer Case Study: Deposit Modeling](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-deposit-modeling-for-asset-and-liability-management/) - A large European bank with over €400bn in aggregate deposits wanted sees a return of €12mn using decisionOS to better understand and manage deposit risk.
- [Customer Case Study: Marketing Mix Modeling](http://dev-causalens.pantheonsite.io/resources/case-studies/customer-case-study-marketing-mix-modeling/) - A leading Mobile App company sees a projected 15x ROI through a reduction of 5% in annual marketing spend using decisionOS to optimise marketing allocation

## Events

- [CMO Network UK](http://dev-causalens.pantheonsite.io/resources/events/cmo-network-uk/) - Creating cutting edge marketing programs by implementing new technologies, data and insights is at the top of every CMO’s agenda. The CMO of the future will get closer to their customers than ever before, driving.
- [Hands-on with Causal AI: Causal Discovery](http://dev-causalens.pantheonsite.io/resources/events/hands-on-with-causal-ai-causal-discovery/) - Welcome to the first of our new meetup series: Hands-on with Causal AI! In this first event you will tackle the challenge of causal discovery. Causal discovery is the process of uncovering the cause and effect relationships within your data, allowing you to gain an understanding of how the data was generated. You will learn:
- [Meetup: Causal Effect Estimation: Methods & Lessons](http://dev-causalens.pantheonsite.io/resources/events/causal-effect-estimation-methods-lessons/) - One of the great challenges in causal inference is to estimate the magnitude of the effect that a treatment has on the outcomes. This can be quite challenging, especially in situations in which the data wasn't generated in a randomized control trial. Despite the usual nomenclature, causal effect estimation isn't limited to medicine - every
- [Gartner Data & Analytics Summit](http://dev-causalens.pantheonsite.io/resources/events/gartner-data-analytics-summit/) - Come see us at the Gartner Data and Analytics Summit in Orlando, FL and see a live demo of decisionOS, our decision-making operating system powered by Causal AI. All over the world, organizations are harnessing the true power of data and analytics strategies to optimize decision-making during this time of ever present disruption. As a
- [National Retail Federation Show 2023](http://dev-causalens.pantheonsite.io/resources/events/national-retail-federation-show-2023/) - causaLens will be attending NRF 2023! Come see us at Booth #633. Get inspiration from the biggest names in retail, experience breakthrough tech firsthand, forge partnerships that break you away from the pack and make a plan for action that not only sets you up for success but sets you apart.
- [Digital Transformation in Wealth & Asset Management](http://dev-causalens.pantheonsite.io/resources/events/digital-transformation-in-wealth-asset-management/) - Wealth and asset management firms are facing a turbulent landscape of new digital competitors, shifting client expectations, new regulations and evolving investment trends.Wealth managers of the future will need to embrace new technology, focus on customer-centricity, and streamline processes in order to remain competitive. Join 30+ industry leading speakers for Wealth Management Transformation Summit and
- [NeurIPS 2022](http://dev-causalens.pantheonsite.io/resources/events/neurips-2022/) - NeurIPS 2022 will be a Hybrid Conference with a physical component at the New Orleans Convention Center during the first week, and a virtual component the second week.Monday November 28th through Friday December 9th Members of the causaLens team will presenting throughout the conference: Hana Chockler will present "A Causal Analysis of Harm" on 30
- [The Causal AI Conference 2022](http://dev-causalens.pantheonsite.io/resources/events/the-causal-ai-conference-2022/) - The first global conference for the Causal AI community, causaLens hosts The Causal AI Conference 2022, live in London, 10th of November.
- [New York CDO Executive Summit](http://dev-causalens.pantheonsite.io/resources/events/new-york-cdo-executive-summit/) - This event has been providing a unique platform for IT decision-makers and data innovators. Big Data and AI Toronto allows them to explore and discuss insights, showcase the latest innovative projects, and connect with other data and analytics professionals
- [Big Data & AI Toronto](http://dev-causalens.pantheonsite.io/resources/events/big-data-ai-toronto/) - This event has been providing a unique platform for IT decision-makers and data innovators. Big Data and AI Toronto allows them to explore and discuss insights, showcase the latest innovative projects, and connect with other data and analytics professionals
- [FX Markets Europe 2022](http://dev-causalens.pantheonsite.io/resources/events/fx-markets-europe-2022/) - Bringing together risk management and risk transfer professionals from across the capital markets industry, Risk Live combines four events under one roof. The hottest topics affecting all risk management professionals will be covered in the morning sessions on the main stage. In the afternoon, select the event track most relevant to you and join drill-down
- [Actual Causality, Explanations, and Fairness](http://dev-causalens.pantheonsite.io/resources/events/actual-causality-explanations-and-fairness/) - Dr. Hana Chockler introduces the theory of actual causality as defined by Halpern and Pearl. This theory turns out to be extremely useful in various areas of computer science due to a good match between the results it produces and our intuition.
- [Big Data LDN](http://dev-causalens.pantheonsite.io/resources/events/big-data-ldn/) - Big Data LDN (London) is the UK’s leading free to attend data & analytics conference and exhibition, hosting leading data and analytics experts, ready to arm you with the tools to deliver your most effective data-driven strategy.
- [AI & Big Data Expo](http://dev-causalens.pantheonsite.io/resources/events/ai-big-data-expo/) - Topics covered include Business Intelligence, Deep Learning, Machine Learning, AI Algorithms, Data & Analytics, Virtual Assistants & Chatbots
- [An Intro to Causal AI for Asset Management](http://dev-causalens.pantheonsite.io/resources/events/an-intro-to-causal-ai-for-asset-management/) - causaLens' Ben Steiner will be speaking on Causal AI and its uses in asset management.
- [AI in Finance Summit](http://dev-causalens.pantheonsite.io/resources/events/ai-in-finance-summit/) - A financial industry event to discover cutting-edge advancements in AI & Machine Learning and their adoption in financial services to increase efficiency & solve challenges.
- [Actual causality, responsibility, explanations, and fairness – a bird’s eye view](http://dev-causalens.pantheonsite.io/resources/events/actual-causality-responsibility-explanations-and-fairness-a-birds-eye-view/) - causaLens' own Hana Chockler speaks on her leading research on actual causality, and its relationship to core concepts such as responsibility, explanation, and fairness.
- [AI Humans Can Trust](http://dev-causalens.pantheonsite.io/resources/events/ai-humans-can-trust/) - Leaders who make the most transcendent decisions for our society are unable to trust current AI systems to help them make those decisions.
- [BattleFin](http://dev-causalens.pantheonsite.io/resources/events/battlefin/) - With the market valued at over $1B currently and expected to continue growing at 40% yearly, the world of alternative data is changing rapidly.
- [London AI Summit: Meet the scaleups shaping the future of AI](http://dev-causalens.pantheonsite.io/resources/events/london-ai-summit/) - The AI Summit is the world's foremost event to look at the practical implications of AI for enterprise organizations: the actual solutions that are transforming business productivity.
- [Quantitative Finance Conference - Why Causal AI Prevents Overfitting](http://dev-causalens.pantheonsite.io/resources/events/quantitative-finance-conference-mar-2021/) - The current state of the art in machine learning relies on past patterns and correlations to make predictions of the future.
- [QuantMinds - Why Causal AI Prevents Overfitting](http://dev-causalens.pantheonsite.io/resources/events/quantminds-nov-2020/) - The current state of the art in machine learning relies on past patterns and correlations to make predictions of the future.
- [Advanced Alpha Testing Techniques](http://dev-causalens.pantheonsite.io/resources/events/advanced-alpha-testing-techniques/) - Our CEO Dr. Darko Matovski gives a presentation on Causal AI powered alpha testing techniques and participate in a panel with fellow industry leaders.
- [Adapting ML strategies during a pandemic](http://dev-causalens.pantheonsite.io/resources/events/adapting-ml-strategies-during-a-pandemic-why-causality-is-key/) - The current state of the art in machine learning relies on past patterns and correlations to make predictions of the future. This approach can work in static environments and for closed problems with fixed rules.
- [CDO Exchange 2023](http://dev-causalens.pantheonsite.io/resources/events/cdo-exchange/) - Come see us at CDO Exchange 2023 to learn how we can help your business decision-making with decisionOS our decision-making operating system, powered by Causal AI. Businesses sit on a prospective goldmine of data, and leaders like you have the challenge of extracting meaning and value to aid company growth through increased efficiencies, improved customer
- [Shoptalk](http://dev-causalens.pantheonsite.io/resources/events/shoptalk/) - Come see us at Shoptalk 2023 to see a demo of our Retail Pricing and Promotion use case powered by Causal AI. The world’s biggest and most influential retailers and brands unite at Shoptalk for unrivaled business-critical connections, conversations, insights and extraordinary shared experiences to reimagine the future together. Shoptalk has always been ahead of the curve in providing
- [Category Management & Shopper Insights Conference](http://dev-causalens.pantheonsite.io/resources/events/category-management-shopper-insights-conference/) - The 2023 Conference will focus on Activating Insights for a Dynamic Future. With 5 incredible tracks framing the conference, they are providing a mix of workshops, breakout sessions and other learning opportunities. The 50,000 sq ft ballroom will be the center for the Tech Expo Hall and the home for all meals and networking opportunities.
- [The Causal AI Conference 2023](http://dev-causalens.pantheonsite.io/resources/events/the-causal-ai-conference-2023/) - Why now? “Causality is very important for the next steps of progress of machine learning.” Yoshua Bengio As the pioneers of Causal AI, over the last 6 years we've watched closely as academics and global technology leaders began to talk about Causal AI at the forefront of their research, their voices growing in strength and
- [A Revolution in AI: AI That Understands Cause and Effect Podcast](http://dev-causalens.pantheonsite.io/resources/events/a-revolution-in-ai-ai-that-understands-cause-and-effect-podcast/) - causaLens' Andre Franca, PhD, VP of R&D joined Ravit Jain on the Ravit Show to discuss AI that understands cause and effect. Andre explains Causal AI and how it is being used today.
- [CLeaR (Causal Learning and Reasoning) 2023](http://dev-causalens.pantheonsite.io/resources/events/clear-causal-learning-and-reasoning-2023/) - We are excited to sponsor and attend CLeaR 2023!Causality is a fundamental notion in science and engineering. In the past few decades, some of the most influential developments in the study of causal discovery, causal inference, and the causal treatment of machine learning have resulted from cross-disciplinary efforts. In particular, a number of machine learning
- [The Causal Bandits Podcast: Causal AI, Modularity & Learning](http://dev-causalens.pantheonsite.io/resources/events/causal-bandits-causal-ai-modularity-learning/) - causaLens' Andrew Lawrence, PHD, Director of Research joined Aleksander Molak on the Causal Bandits podcast to discuss Causal AI at scale!
- [How Causal AI Can Be Used to Enhance Enterprise Decision Making?](http://dev-causalens.pantheonsite.io/resources/events/causal-ai-used-to-enhance-enterprise-decision-making/) - Enhance Enterprise decision making with Causal AI. This webinar discusses how causal AI mitigates the limitations of AI/ ML-based predictive analytics.
- [The Causal AI Conference 2024](http://dev-causalens.pantheonsite.io/resources/events/the-causal-ai-conference-2024/) - The world's leading Causal AI Conference is back for 2024 cAI brings together experts in Causal AI, including business leaders from renowned brands, data scientists, leading researchers, and academics driven by a shared passion for shaping the future of Causal AI. Engage in thought-provoking discussions, exchange insights on successful implementations and use cases, and learn

## White papers

- [Incoming EU AI regulations on Enterprise AI: why you need to prioritize the adoption of Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/incoming-eu-regulations-on-ai-a-new-case-for-causality/) - Incoming EU AI regulations on Enterprise AI call for more explainable AI. Here's why it's time to prioritise the adoption of Causal AI.
- [Empower Experts with Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/empower-experts-with-causal-ai/) - Causal AI empowers experts by utilising causal inference to make decisions based on cause and effect. Harness causality in your enterprise AI.
- [AI that SME lenders can bank on](http://dev-causalens.pantheonsite.io/resources/white-papers/ai-that-sme-lenders-can-bank-on/) - SME lenders must be able to evaluate loan default risk rapidly and accurately, amid volatility and crises. CausalAI delivers 5x better performance than conventional machine learning systems during crises, and 13% more PnL under normal conditions.
- [Why Correlation-Based Machine Learning Leads to Bad Predictions](http://dev-causalens.pantheonsite.io/resources/white-papers/why-correlation-based-machine-learning-leads-to-bad-predictions/) - Machine learning models often fail in production due to spurious correlations. Causal AI can fix this problem.
- [Explaining the News: Why Capital Markets Need Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/explaining-the-news-why-capital-markets-need-causal-ai/) - Nearly all players in capital markets believe that AI is critical to their future success. However, AI adoption also poses serious, even existential, risks for enterprises that misapply the technology.
- [How Financial Institutions Can Reduce AI Regulation Risk](http://dev-causalens.pantheonsite.io/resources/white-papers/how-financial-institutions-can-reduce-ai-regulation-risk/) - Regulations, proposals and guidance on the use of artificial intelligence (AI) for financial institutions are arriving thick and fast.
- [How Human-Machine Teams Can Out-Think Fraudsters](http://dev-causalens.pantheonsite.io/resources/white-papers/how-human-machine-teams-can-out-think-fraudsters/) - Causal AI, a new form of human-centered AI, gives banks an extra layer of intelligence in the fight against payment scams and novel fraud tactics.
- [Certifying AI Fairness](http://dev-causalens.pantheonsite.io/resources/white-papers/certifying-ai-fairness/) - causaLens’ research sets out an actionable framework that enables businesses and regulators to test AI systems for bias and discrimination.
- [The Next Chapter in AI for Marketing](http://dev-causalens.pantheonsite.io/resources/white-papers/the-next-chapter-in-ai-for-marketing/) - Legacy Machine learning (ML) is designed to make predictions. It finds correlations and projects them into the future.
- [AI that Actually Works for Real Estate](http://dev-causalens.pantheonsite.io/resources/white-papers/ai-that-actually-works-for-real-estate/) - Real estate investors have been slow to adopt AI, and understandably so. Machine learning algorithms can’t function with small datasets that are ubiquitous in real estate, and they can’t incorporate investors’ deep domain knowledge. Causal AI solves these challenges
- [Why data providers need Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/why-data-providers-need-causal-ai/) - To compete in a crowded market, data providers must be able to move up the data value chain, delivering not just raw data but signals and solutions.
- [Causal Portfolio Optimization: Modern Portfolio Theory 2.0](http://dev-causalens.pantheonsite.io/resources/white-papers/portfolio-optimization-beyond-machine-learning/) - Leading portfolio managers are leveraging Causal AI to boost risk-adjusted returns. Find out how.
- [How to Connect Business Teams and Data Scientists](http://dev-causalens.pantheonsite.io/resources/white-papers/how-to-connect-business-teams-and-data-scientists/) - Increase the relevance of data science to the business! Causal AI models are premised on business insight, and directly enhance decision-making. Data science teams that leverage Causal AI enjoy radically increased influence on the enterprise. Many clients come to us with sophisticated AI projects that are failing to make an impact. They aren’t alone. 60%
- [Truly Explainable AI: Putting the “Cause” in “Because”](http://dev-causalens.pantheonsite.io/resources/white-papers/truly-explainable-ai/) - Truly explainable AI (XAI), can be achieved through Causal AI. Causal AI models are both highly accurate and inherently explainable
- [5 Steps to Prepare for AI Regulations](http://dev-causalens.pantheonsite.io/resources/white-papers/5-steps-to-prepare-for-ai-regulations/) - AI regulations are arriving, and rapidly. Abstract frameworks and guidelines are crystallizing into binding regulations with big penalties for noncompliance.
- [Why machine learning "succeeds" in development but fails in deployment](http://dev-causalens.pantheonsite.io/resources/white-papers/why-machine-learning-succeeds-in-development-but-fails-in-deployment/) - 87% of ML projects never make it beyond an experimental phase, and the pandemic has exposed weaknesses in conventional machine learning (ML) algorithms.
- [Towards Artificial Imagination](http://dev-causalens.pantheonsite.io/resources/white-papers/towards-artificial-imagination/) - This paper introduces how, via artificial imagination, Causal AI supercharges business' insight-generation and diagnostic capabilities
- [Causal AI: from predicting to shaping the future](http://dev-causalens.pantheonsite.io/resources/white-papers/from-predicting-to-shaping-the-future/) - Causal AI allows organizations to easily run virtual experiments, facilitating risk-free learning and optimal decisions.
- [The Real AI Revolution: Machines That Learn Like Scientists](http://dev-causalens.pantheonsite.io/resources/white-papers/the-real-ai-revolution-machines-that-learn-like-scientists/) - An understanding of causality takes machines beyond learning towards having abilities that mean they might reasonably be described as machine scientists.
- [Can AI be Fair?](http://dev-causalens.pantheonsite.io/resources/white-papers/can-ai-be-fair/) - Machine learning systems amplify human biases. Find out how Causal AI de-biases algorithms and promotes fairness.
- [Next-Best-Action with Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/next-best-action-with-causal-ai/) - Suppose that your marketing team has identified that one of your business’s key demographics (18-25 year-olds) are at risk of “churning” (abandoning the service).
- [Why Causal AI Models Outrun Bayesian Networks](http://dev-causalens.pantheonsite.io/resources/white-papers/why-causal-ai-models-outrun-bayesian-networks/) - Both types of models have some similarities, but they also have significant differences. BNs simply describe patterns. Causal AI models capture the underlying processes that drive those statistical relationships.
- [I Need Causal AI- Now What? Build vs Buy](http://dev-causalens.pantheonsite.io/resources/white-papers/i-need-causal-ai-now-what/) - Should you develop Causal AI capabilities in-house, or buy the technology off-the-shelf? We think “build versus buy” is a false dilemma.
- [Optimizing Pricing & Promotion Powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/white-papers/optimizing-pricing-promotion-powered-by-causal-ai/) - Investments, strategies, and experiments are powerful tools for increasing revenue, margin, and category leadership.
- [How Can AI Discover Cause and Effect?](http://dev-causalens.pantheonsite.io/resources/white-papers/how-can-ai-discover-cause-and-effect/) - Causal AI autonomously finds causes, using “causal discovery algorithms”, while boosting experimentation and human intuition.
- [The Causal AI Revolution is Underway](http://dev-causalens.pantheonsite.io/resources/white-papers/the-causal-ai-revolution-is-happening-now/) - Enterprises such as Microsoft and Amazon are adopting Causal AI to revolutionise AI decision making. Here's why you should consider it too.
- [AI that speaks the Language of Executives and is aligned to their Objectives](http://dev-causalens.pantheonsite.io/resources/white-papers/ai-that-speaks-the-language-of-executives-and-is-aligned-to-their-objectives/) - Causal AI is an AI technology that speaks the Language of Executives and is aligned to their Objectives. Read more to see why.

## Knowledge hub

- [What is Causal AI?](http://dev-causalens.pantheonsite.io/resources/knowledge-hub/what-is-causalai/) - What is Causal AI? Learn what Causal AI is, the inherent advantages over traditional ML methods, and core capabilities that your organization can use.
- [From Models to Decisions](http://dev-causalens.pantheonsite.io/resources/knowledge-hub/from-models-to-decisions/) - Learn how to go from models to decisions, with detailed overviews of models including: Root Cause Analysis and Algorithmic Recourse.
- [Estimating Causal Effects](http://dev-causalens.pantheonsite.io/resources/knowledge-hub/estimating-causal-effects/) - Learn more about estimating causal effects, such as Structural Causal Models, Causal Effect Estimation, Synthetic Controls, DoubleML, Meta-Learners, and more!
- [Causal AI Foundational Concepts](http://dev-causalens.pantheonsite.io/resources/knowledge-hub/causal-ai-foundational-concepts/) - Explore Causal AI foundational concepts such as: Confounders, Mediators, Conditional Independence, Interventions, and Counterfactuals.
- [Discovering Causal Relationships](http://dev-causalens.pantheonsite.io/resources/knowledge-hub/discovering-causal-relationships/) - All base UI elements are made using Nested Symbols and shared styles that are logically connected with one another.

## Research Papers

- [Explanations for Occluded Images](http://dev-causalens.pantheonsite.io/resources/research/explanations-for-occluded-images/) - Principal Investigator Hana Chockler's research paper "Explanations for Occluded Images" has been accepted to ICCV, the premier computer vision conference.
- [Ranking Policy Decisions](http://dev-causalens.pantheonsite.io/resources/research/ranking-policy-decisions/) - causaLens’ NeurIPS paper introduces a novel method based on root cause analysis to rank states of the environment of a given reinforcement learning policy according to the importance of decisions made in those states. The ranking is used to explain RL policies and to create new, simpler policies by pruning the lower-ranked decisions. Our own
- [On Testing for Discrimination Using Causal Models](http://dev-causalens.pantheonsite.io/resources/research/on-testing-for-discrimination-using-causal-models/) - causaLens’ own Hana Chockler in collaboration with Cornell’s Joe Halpern set out novel causal methods for detecting discrimination. The paper, which will be presented at top AI conference AAAI’22, also suggests a regulatory framework for the causal analysis of AI systems to determine fairness. As AI systems are playing a larger and larger role in
- [A Causal Analysis of Harm](http://dev-causalens.pantheonsite.io/resources/research/a-causal-analysis-of-harm/) - Defining harm is essential for dealing with the many legal and regulatory issues around the growing integration of autonomous systems in society. Consider, for example, the question of harm in accidents involving self-driving cars.
- [Causal Analysis of the TOPCAT Trial: Spironolactone for Preserved Cardiac Function Heart Failure](http://dev-causalens.pantheonsite.io/resources/research/causal-analysis-of-the-topcat-trial-spironolactone-for-preserved-cardiac-function-heart-failure/) - Causal Analysis of the TOPCAT Trial: Spironolactone for Preserved Cardiac Function Heart Failure. We dive into the research paper and its outcomes.
- [Equality of Effort via Algorithmic Recourse](http://dev-causalens.pantheonsite.io/resources/research/equality-of-effort-via-algorithmic-recourse/) - AI systems are increasingly used in many socially significant applications, such as loan approval, hiring decisions, legal processes, and healthcare, sometimes encoding existing human
- [An Overview of the Methodologies of Causal Discovery](http://dev-causalens.pantheonsite.io/resources/research/an-overview-of-the-methodologies-of-causal-discovery/) - Until recently, discovering cause-and-effect relationships involved conducting a carefully controlled experiment or else relying on raw human intuition. Technological breakthroughs mean that AI can now help with causal discovery. Causal AI autonomously discovers causes in observational data, while also boosting human intuition and experimentation. This paper is part of our tech reports series, in which
- [Unsuitability of NOTEARS for Causal Graph Discovery](http://dev-causalens.pantheonsite.io/resources/research/unsuitability-of-notears-for-causal-graph-discovery/) - Many popular causal discovery algorithms have significant limitations in applied settings. causaLens’ Marcus Kaiser and Maksim Sipos show how one such algorithm, NOTEARS, is not suitable for identifying truly causal relationships from data. The paper is published in Neural Processing Letters. Our own Marcus Kaiser and Maksim Sipos demonstrate that the NOTEARS algorithm lacks scale-invariance
- [Domain Knowledge in A*-Based Causal Discovery](http://dev-causalens.pantheonsite.io/resources/research/domain-knowledge-in-a-based-causal-discovery/) - Causal discovery has become a vital tool for scientists and practitioners wanting to discover causal relationships from observational data. While most previous approaches to causal discovery have implicitly assumed
- [Data Generating Process to Evaluate Causal Discovery Techniques for Time Series Data](http://dev-causalens.pantheonsite.io/resources/research/data-generating-process-to-evaluate-causal-discovery-techniques-for-time-series-data/) - causaLens researchers introduce a novel framework for evaluating and benchmarking causal discovery methods for time series data.
- [Mayo Clinic x causaLens: Towards Causal Analysis of Genetic Factors for Colorectal Cancer](http://dev-causalens.pantheonsite.io/resources/research/mayo-clinic-x-causalens-towards-causal-analysis-of-genetic-factors-for-colorectal-cancer/) - Mayo Clinic and causaLens researchers leveraged Causal AI techniques to discover causal drivers of Colorectal Cancer.

## Webinars & Videos

- [Ensuring a Successful Data Driven Transformation that Delivers Value Right from the Start- AI Leader's Perspective](http://dev-causalens.pantheonsite.io/resources/webinars/ensuring-a-successful-data-driven-transformation-that-delivers-value-right-from-the-start-ai-leaders-perspective/) - Firms that achieve a consistent, scalable and efficient data driven transformation develop compelling new products and value props that drive profitable growth.
- [AI Capital Markets Can Trust: Success Stories](http://dev-causalens.pantheonsite.io/resources/webinars/ai-capital-markets-can-trust-success-stories/) - Capital Markets participants can’t trust black-box machine learning that overfits to past data. Why do 87% of AI projects fail to make it beyond the experimental phase? Darko, Andre and Max discuss the limitations of current approaches and share some cutting-edge success stories from causaLens clients. Andre and Max present a technical demo discussing execution
- [From Predicting to Influencing: The Next Chapter in AI for Marketing](http://dev-causalens.pantheonsite.io/resources/webinars/from-predicting-to-influencing-the-next-chapter-in-ai-for-marketing/) - Only 17% of marketers use AI today, despite AI being touted as the ultimate marketing optimizer for the past decade. What is stopping us from harnessing this technology to better understand our customers? Can AI truly give us insights that help us attract and retain customers and increase ROI? The world’s leading marketing teams are
- [The Future of AI in Banking](http://dev-causalens.pantheonsite.io/resources/webinars/the-future-of-ai-in-banking/) - Agenda including a live demo of our Fraud, Credit Risk, and Stress Testing apps The Future of AI in Banking Problems with ML - what got us here won’t get us there Regulatory convergence and the way forward Measures of Explainability, Trust, Fairness and Bias Causal AI as a 10X accelerator in Financial Services Examples
- [An Introduction to Causal AI for Asset Management](http://dev-causalens.pantheonsite.io/resources/webinars/an-introduction-to-causal-ai-for-asset-management/) - causaLens’ own Ben Steiner spoke on Causal AI for Asset Management on March 31st. This Webinar Covers: What we mean by Causal AI Foundational concepts in Causal AI Current state & existing approaches to Causal AI modeling Examples in asset management that can be viewed differently through a causal lens: portfolio optimisation discovery of orthogonal
- [How Causal AI is Empowering Advancements in Marketing](http://dev-causalens.pantheonsite.io/resources/webinars/how-causal-ai-is-empowering-advancements-in-marketing/) - causaLens at MarTech 2022: Marketing Mix Optimization & Customer Retention Only 17% of marketers use AI today, despite AI being touted as the ultimate marketing optimizer for the past decade. What is stopping us from harnessing this technology to better understand our customers? Can AI truly give us insights that help us attract and retain
- [Macroeconomic research powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/webinars/macroeconomic-research-powered-by-causal-ai/) - Institutional investors that enhance their research process can achieve transformational results: they are 2x more likely to achieve top quartile performance and can realize cost efficiencies of 25%. Are you thinking about or asking your teams questions like: How should we increase our research bandwidth to uncover more insights? How can we more efficiently combine
- [Maximizing Customer Retention with Causal AI](http://dev-causalens.pantheonsite.io/resources/webinars/maximizing-customer-retention-with-causal-ai/) - Are you still trying to prevent churn? It's time to reframe how we are thinking about the churn problem. We suggest starting with: Who are the customers that are more likely to stay, and how can we find or foster more of them? While conventional AI systems can predict likely churners, they don’t recommend a
- [Transforming AI in Marketing](http://dev-causalens.pantheonsite.io/resources/webinars/transforming-ai-in-marketing/) - causaLens at Advertising Week 2022 Only 17% of marketers use AI today, despite AI being touted as the ultimate marketing optimizer for the past decade. What is stopping us from harnessing this technology to better understand our customers? Ca Today's world for marketers is as noisy, interconnected and complex as it has ever been, making
- [Reimagine Marketing Attribution with Trustworthy AI](http://dev-causalens.pantheonsite.io/resources/webinars/reimagine-marketing-attribution-with-trustworthy-ai/) - CMOs that boost marketing attribution can achieve transformational results: they are 2x more likely to achieve double-digit sales growth and can realize cost efficiencies of 25%. Are you thinking about or asking your teams questions like: How should I allocate my marketing budget when customer behaviour and preferences are radically shifting? How can I achieve
- [Human-Guided Causal Discovery: the future of Human-Machine Partnerships](http://dev-causalens.pantheonsite.io/resources/webinars/human-guided-causal-discovery-the-future-of-human-machine-partnerships/) - We unveil our unique human-machine approach where domain experts & scientists/engineers collaborate to discover causal graphs.
- [Causal AI: Fueling a smarter pricing strategy](http://dev-causalens.pantheonsite.io/resources/webinars/causal-ai-fueling-a-smarter-pricing-strategy/) - Now is the time when organizations are turning to causal ai to inform an understanding of the causal drivers.
- [Supply Chain Root Cause Analysis with Causal AI](http://dev-causalens.pantheonsite.io/resources/webinars/supply-chain-root-cause-analysis-with-causal-ai/) - Prediction is at the core of running an efficient supply chain. Whether it’s forecasting demand or the weather; prediction enables our vastly complex global supply chains to operate in real-time and deliver on customer needs. However, the current approach to machine learning relies on past patterns and correlations to make predictions about the future -
- [Causal Effect Estimation](http://dev-causalens.pantheonsite.io/resources/webinars/causal-effect-estimation/) - Watch the webinar now | We explore the great challenges in causal inference when estimating the magnitude of the effect a treatment has on the outcomes.
- [Causal Model Building with decisionOS](http://dev-causalens.pantheonsite.io/resources/webinars/causal-model-building-with-decisionos/) - In this video we demonstrate Causal Model Building with causaLens' decisionOS platform. These causal models are predictive models built using the constrains set by a causal graph. Why do Causal Models Matter? Explainable Models Resilient to regime shifts Can optimize decisions
- [Causal Discovery with decisionOS](http://dev-causalens.pantheonsite.io/resources/webinars/causal-discovery-with-decisionos/) - In this video we demonstrate Causal Discovery with causaLens' decisionOS platform. Causal Discovery is the way we go from raw data to a causal graph that describes the causal relationship found within the system and modeling. Why does Causal Discovery matter? Ignore spurious relationships and account for cofounders Intuitively explainable models Use interventions and counterfactuals
- [Causal Decision Intelligence Engines with decisionOS](http://dev-causalens.pantheonsite.io/resources/webinars/causal-decision-intelligence-engine-with-decisionos/) - In this video we demonstrate Causal Decision Intelligence Engines with causaLens' decisionOS platform. The Causal decision intelligence engines can be used to optimize business decisions. Why do Causal Decision Intelligence Engines matter? They provide recommended actions They allow counterfactual exploration They give explainable insights
- [decisionOS - the first operating system for decision-making, powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/webinars/decisionos-the-first-operating-system-for-decision-making-powered-by-causal-ai/) - decisionOS is an operating system that transforms raw data into trusted decision-making workflows, powered by Causal AI.
- [Manufacturing Optimization powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/webinars/manufacturing-optimization-powered-by-causal-ai/) - This webinar explains how Causal AI can help optimize manufacturing processes, featuring Root Cause Analysis that can deliver benefits of reduced downtime, reduced defects, as well as increased efficiency & throughput. It will feature a live demo of a manufacturing decisionApp, and will answer questions at the end. Historic approaches to manufacturing optimization are manual
- [decisionOS 2.0: The Next Leap Forward for Enterprise Decision Making](http://dev-causalens.pantheonsite.io/resources/webinars/decisionos-2-webinar/) - decisionOS is evolving with a whole new set of features- all designed to make it easier, faster, and enhance your decision making

## Blogs

- [causaLens Launches Revolutionary AI Agents Platform](http://dev-causalens.pantheonsite.io/resources/blog/causalens-launches-revolutionary-ai-agents-platform/) - causaLens, the London-based AI scale-up and causal AI pioneer, launched its groundbreaking AI agent platform for decision-making at the Causal AI Conference.
- [LLMs and Causal AI: The Power Duo Revolutionizing Business Decision-Making](http://dev-causalens.pantheonsite.io/resources/blog/grounding-llms-your-competitive-advantage-in-the-genai-revolution/) - Fortune 1000 companies face unprecedented decision-making challenges. The power duo of GenAI and Causal AI is reshaping their approach to complex problems.
- [New grounding service for quantitative data with Google Cloud](http://dev-causalens.pantheonsite.io/resources/blog/new-grounding-service-for-quantitative-data-with-google-cloud/) - causaLens, a leader in causal AI technologies, announces an exciting new collaboration with Google Cloud to offer a grounding service for quantitative data.
- [Grounding LLMs: Your Competitive Advantage in the GenAI Revolution](http://dev-causalens.pantheonsite.io/resources/blog/grounding-llms-your-competitive-advantage/) - Understand the allure and risks of GenAI, how to avoid failure by understanding the limitations of LLMs, and strategies for maximizing their usefulness.
- [causaLens recognized by the Gartner® Hype Cycle™ for AI, 2024](http://dev-causalens.pantheonsite.io/resources/blog/causalens-recognized-in-the-gartner-hype-cycle-for-ai-2024/) - causaLens has again been recognized in the Gartner Hype Cycle™ for Artificial Intelligence 2024. causaLens is cited as a Sample Vendor for Causal AI, with causal AI listed at the “Innovation Trigger” stage.
- [Decoding Retail Success: Why Causal AI is the Future of Decision-Making](http://dev-causalens.pantheonsite.io/resources/blog/decoding-retail-success-why-causal-ai-is-the-future-of-decision-making/) - By adopting Causal AI, move beyond the limitations of traditional analytics and gain a competitive edge through deeper understanding and better decision-making.
- [Why machine learning "succeeds" in development but fails in deployment](http://dev-causalens.pantheonsite.io/resources/blog/why-machine-learning-succeeds-in-development-but-fails-in-deployment/) - At a glance... The pandemic has exposed weaknesses in conventional machine learning (ML) algorithms, which have been unable to adapt to the new normal. However, even in periods of relative stability, these algorithms are liable to fail. 87% of ML projects in industry never make it beyond an experimental phase, according to one estimate.Google research
- [causaLens featured in The Fintech Times](http://dev-causalens.pantheonsite.io/resources/blog/causalens-featured-in-the-fintech-times/) - Dr. Hana Chockler, previously an Associate Professor at King’s College London with more than two decades of research experience in causality, recently joined us as Principal Investigator to lead one of our research teams. Dr Chockler brings a powerful vision of advancing towards universal causal and explanation mechanisms which will contribute to further scientific development
- [causaLens discusses the new EU proposal on AI regulation](http://dev-causalens.pantheonsite.io/resources/blog/causalens-featured-in-the-wall-street-journal/) - The Wall Street Journal on their coverage of the new EU proposal on AI regulation featured a significant section from Dr. Franca. He talked about how the new EU proposal on AI regulation would force a broader range of companies to follow in the footsteps of large banks— who have pioneered the art of scrutinizing
- [causaLens discusses the benefits of interpretable AI systems, like Causal AI, in the context of new AI regulations](http://dev-causalens.pantheonsite.io/resources/blog/causalens-featured-in-fortune/) - Dr. Franca talks about how the existing machine learning systems act as "black-boxes"— in which the exact reasons for a particular decision made by the model are unclear even to its creator. He further adds that the new EU proposal on AI regulations could give an edge to companies—such as causaLens—that are working on new
- [Incoming EU regulations on Enterprise AI: why you need to prioritize the adoption of Causal AI](http://dev-causalens.pantheonsite.io/resources/blog/incoming-eu-regulations-on-enterprise-ai-why-you-need-to-prioritize-the-adoption-of-causal-ai/) - Incoming EU regulations on Enterprise AI: why you need to prioritize the adoption of Causal AI The EU has just released a new regulatory proposal meant to tackle the usage of ML/AI models within the union. Any company that deploys models that are considered high risk will fall within the scope of the regulations.One of
- [causaLens wins grants to accelerate deployment of breakthrough AI for social good](http://dev-causalens.pantheonsite.io/resources/blog/causalens-wins-grants-to-accelerate-the-deployment-of-its-breakthrough-ai-technology-for-social-good/) - Tuesday 1 June 2021 - causaLens, the creator of the world’s first causal AI platform, has won two consecutive grants from Innovate UK and Erasmus+. Innovate UK, the UK’s innovation agency, awarded the grant to causaLens to help retailers recover from the economic disruption of the COVID-19 pandemic and to optimize their businesses with dynamic
- [Deep learning has a small data problem](http://dev-causalens.pantheonsite.io/resources/blog/deep-learning-has-a-small-data-problem/) - Deep learning has had flagship successes over the past decade in image and speech recognition, text generation, and gaming, and is now one of the leading AI paradigms. Whatever one thinks about the prospects of deep learning achieving general intelligence in the long run (we’re unpersuaded), it is falling short when it comes to helping
- [Zillow — A Cautionary Tale of Machine Learning](http://dev-causalens.pantheonsite.io/resources/blog/zillow-a-cautionary-tale-of-machine-learning/) - Real estate listing platform Zillow has been making headlines for the wrong reasons — $10B of market capitalization wiped out and one in four of its staff let go.What went wrong? Zillow tried venturing into house flipping, using machine learning algorithms to value properties to buy, but the algorithms were broken.We hate to say to
- [The Attribution Dilemma](http://dev-causalens.pantheonsite.io/resources/blog/the-attribution-dilemma/) - Today’s marketing attribution models aren’t good enough and that’s not ok. Correlation is not causation, we get it already... We’ve all seen the familiar graphs preaching to the choir that “correlation is not causation.” As marketers and data scientists, we know this, it isn’t a novel concept and has long since had its time as
- [4 Reasons Your Organization Doesn’t Trust Artificial Intelligence](http://dev-causalens.pantheonsite.io/resources/blog/4-reasons-your-organization-doesnt-trust-artificial-intelligence/) - Chances are your organization doesn’t trust AI systems to support business-critical decisions. Why not? In a nutshell, today’s stock of machine learning systems are not trustworthy. Causal AI is the only technology that reasons about the world like humans do — through cause-and-effect relationships, imagining counterfactuals, and creating optimal interventions. We set out why humans
- [Maximizing Customer Retention with Causal AI](http://dev-causalens.pantheonsite.io/resources/blog/maximizing-customer-retention-with-causal-ai/) - Retention Optimization: State of Play The last two years have thrown the digital customer experience into the spotlight. From e-commerce to telecommunications, banking, and the latest subscription-based fitness company, the COVID-19 pandemic has forced everyone to take a hard look at the way their customers engage with their brand. As consumer expectations have changed, customer
- [London to host the first Causal AI conference](http://dev-causalens.pantheonsite.io/resources/blog/london-to-host-the-first-causal-ai-conference/) - London, UK, 22 September 2022 - The Causal AI revolution is gathering speed and for the first time, the global causal community is coming together under one roof - in London, on the 10th of November for The Causal AI Conference 2022 (cAI22). Recognised by Gartner in its Hype Cycle for Emerging Technologies 2022, the
- [causaLens highlights security credentials with HIPAA compliance and a clean SOC 2 report](http://dev-causalens.pantheonsite.io/resources/blog/causalens-highlights-security-credentials-with-hipaa-compliance-and-a-clean-soc-2-report/) - London, November 17, 2022 — causaLens, the UK-based Causal AI pioneer, has confirmed its HIPAA compliance and high levels of overall data security with a clean SOC 2 Type 1 report. HIPAA, the American Health Insurance Portability and Accountability Act, requires high levels of compliance for data handlers in relation to privacy, security, and breach
- [causaLens launches the first operating system for decision-making - powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/blog/causalens-launches-the-first-operating-system-for-decision-making-powered-by-causal-ai/) - London, 24 January 2023. causaLens, the London deep tech company and pioneer of Causal AI, today announced the launch of decisionOS, the first operating system using cause-and-effect reasoning for all aspects of an enterprise’s decision-making. Causal AI is the technology that identifies the underlying web of causes, to provide critical decision-making insights that current machine
- [causaLens expands Security Credentials With SOC 2 Type 2 Report for HIPAA Compliance](http://dev-causalens.pantheonsite.io/resources/blog/causalens-expands-security-credentials-with-soc-2-type-2-report-for-hipaa-compliance/) - causaLens, the UK-based Causal AI pioneer, has achieved an enhanced level of HIPAA compliance for high levels of data security, following an independent audit for a SOC 2 Type 2 Report.In November 2022, causaLens was awarded a clean SOC 2 Type 1 Report, effectively a snapshot of an organization's data security controls. Developed by the
- [How to Understand the World of Causality](http://dev-causalens.pantheonsite.io/resources/blog/how-to-understand-the-world-of-causality/) - Introduction The world of causality is broadly split into two main domains: Mainland of causal inference: Causal inference is concerned with understanding the effect of the actions you take. Causal inference provides tools which allow you to isolate and calculate the effect of a change within a system- even if that change never happened in practice.
- [Causal Inference for Decision-Making](http://dev-causalens.pantheonsite.io/resources/blog/causal-inference-for-decision-making/) - Causal Inference Understanding cause and effect is critical for strategic and organizational decision-making. Current machine learning approaches remain purely based on correlation and prediction, and are limited to analytical insights that only partially address various management decision-making problems. To generate and evaluate alternative strategic actions in terms of their effect on central business metrics, managers
- [Time-series analysis: why causality is the only way](http://dev-causalens.pantheonsite.io/resources/blog/time-series-analysis-why-causality-is-the-only-way/) - Introduction Elisa is absent-mindedly glancing through the Research Spotlights column of her favorite eco-blog when a graph grabs her attention: The graph reveals an interesting pattern: the peaks in ozone levels coincide with drops in human deaths, right when summer comes. Does this mean that ozone helps reduce deaths? Or is it the summer season
- [causaLens is building the world’s largest Causal AI lab and appoints Dr Hana Chockler as Principal Investigator](http://dev-causalens.pantheonsite.io/resources/blog/causalens-is-building-the-worlds-largest-causal-ai-lab-and-appoints-dr-hana-chockler-as-principal-investigator/) - London, 24 February 2021: causaLens, a deep-tech company which recently released the world’s first Causal AI platform, is set to build the world’s largest Causal AI research lab. Causal AI is the next step in AI as it understands cause and effect as opposed to current Machine Learning techniques which are based on historical datasets.
- [causaLens featured alongside other leading AI scaleups](http://dev-causalens.pantheonsite.io/resources/blog/causalens-featured-alongside-other-leading-ai-scaleups/) - Information Age have featured causaLens alongside many other leading UK-based AI startups and scaleups, in an article that highlights the realities of running an AI business. causaLens co-founder and CEO Darko Matovski discusses the challenges of talent acquisition in a high-demand sector and the importance of creating the right work environment to empower high-performing people.
- [Finance leaders deploy causaLens to boost profitability](http://dev-causalens.pantheonsite.io/resources/blog/finance-leaders-deploy-causalens-pioneering-causal-ai-platform-to-discover-key-causal-insights-and-generate-more-profitable-trading-strategies/) - The world’s first causal AI platform, created by deep-tech scaleup causaLens, is being leveraged by financial services companies (including Aviva Investors, 2IQ, TIAA, CLS Group and a plethora of prominent hedge funds), to automatically extract valuable causal insights from financial data and therefore boost the profitability of their trading strategies. The technology understands and explains
- [Has GBP Trading Changed?](http://dev-causalens.pantheonsite.io/resources/blog/has-gbp-trading-changed-2020/) - The coronavirus crisis has caused the most turbulent year for financial markets in decades, putting pressure on currencies across the globe. However, with the continuing uncertainty surrounding Brexit the pound faces some unique challenges (chart 1). Shining light on investor sentiment with CLS FX Spot Flow Have the twin shocks of Covid and Brexit uncertainty
- [Causal AI in financial markets: Causal drivers of FX Volume](http://dev-causalens.pantheonsite.io/resources/blog/causal-drivers-fx-volume-dec-2020/) - CLS provides granular data on FX transactions, which is fundamental to understanding the investment flow within different currencies. Using the causaLens platform to apply Causal AI in financial markets, we can test a comprehensive library of macroeconomic data for their causal relationships with FX volume. The drivers vary from country to country, ranging from treasury
- [Towards Artificial Imagination](http://dev-causalens.pantheonsite.io/resources/blog/towards-artificial-imagination/) - At a Glance... In certain very narrow contexts, conventional machine learning (ML) systems can make predictions about the immediate future. But Causal AI, a new generation of AI technology, can travel more freely through spacetime —and outside of it.Beyond just making predictions, Casual AI can explore potentialities that never actually happened— “counterfactuals”— while still maintaining
- [causaLens featured as a top ML company by Welp Magazine](http://dev-causalens.pantheonsite.io/resources/blog/causalens-featured-as-a-top-ml-company-by-welp-magazine/) - In a recent article, Welp magazine analysts selected companies - including both private and state ventures that are providing the most value within the Machine Learning industry. causaLens features on this list, as a disruptor to conventional machine learning. As stated in the article , causaLens is "leading Causal AI research" enabling it to build
- [causaLens featured as a top ML company by Welp Magazine](http://dev-causalens.pantheonsite.io/resources/blog/welp-magazine-top-ml-companies-dec-2020/) - In a recent article, Welp magazine analysts selected companies - including both private and state ventures that are providing the most value within the Machine Learning industry. causaLens features on this list, as a disruptor to conventional machine learning. As stated in the article , causaLens is "leading Causal AI research" enabling it to build
- [causaLens in top 20 of startups100](http://dev-causalens.pantheonsite.io/resources/blog/causalens-selected-to-be-in-the-top-20-of-the-startups100-2020-list/) - "causaLens has unlocked billions in value for its clients, working with some of the largest US hedge fund companies, as well as some of the biggest European banks" Startups.co.uk Startups, a leading independent business advice platform, reveals its top 100 startups of 2020. Startups features causaLens in its Top 20, describing how the company "has
- [Causal AI: from predicting to shaping the future](http://dev-causalens.pantheonsite.io/resources/blog/causal-ai-from-predicting-to-shaping-the-future/) - Introduction Businesses ultimately want to do more than just predict the future — they also want to actively shape it. To do so they need intelligence tools to make the right decisions, plans and strategies. Perhaps surprisingly, this is beyond what’s achievable with today’s predictive analytics or state-of-the-art machine learning (ML) systems. While these systems
- [causaLens CEO explains causality in finance to The FinTech Times](http://dev-causalens.pantheonsite.io/resources/blog/causalens-ceo-explains-how-causality-helps-finance-in-the-fintech-times/) - In this spotlight on Artificial Intelligence in financial services, causaLens CEO Darko Matovski explains to The FinTech Times the enormous economic potential of truly understanding of the causal structure of the economy. Given the complexity of the global economy, it is no surprise that sophisticated financial services organizations have turned to large teams of data
- [causaLens CEO writes for Global Banking & Finance Review](http://dev-causalens.pantheonsite.io/resources/blog/causalens-ceo-writes-for-global-banking-finance-review/) - In this feature on Causal AI, causaLens CEO Darko Matovski explains that traditional machine learning is unable to adapt to environmental changes. In the case of predictions, they will severely overfit to the historical data. This is particularly true in the world of finance – the ultimate dynamic system. Matovski outlines how enabling algorithms to
- [causaLens launches the first causal AI platform](http://dev-causalens.pantheonsite.io/resources/blog/launch-first-ai-platform-oct-2020/) - LONDON--(BUSINESS WIRE)--causaLens, a deep-tech company predicting and optimising the global economy, has released the World’s first causal Artificial Intelligence (causal AI) enterprise platform. Businesses no longer have to rely on curve-fitting machine learning platforms unable to handle the complexity of today's world. They are invited to join the real AI revolution with a platform that
- [causaLens' supply chain solution featured in TechTarget](http://dev-causalens.pantheonsite.io/resources/blog/causalens-supply-chain-technology-featured-in-tech-target/) - As coronavirus disrupts business operations, enterprises need to pivot their supply chains and are looking to AI for help. In this article, causaLens CEO Darko Matovski talks to TechTarget about the shortcomings of traditional machine learning when faced with big disruptions like coronavirus. Machine learning and many predictive technologies rely on historical data to make
- [causaLens recognized as a pioneer in causal inference](http://dev-causalens.pantheonsite.io/resources/blog/forbes-causal-inference-may-2020/) - A Forbes story explains there are some generally accepted factors which determine if a human or machine is capable of artificial general intelligence, one of which is causal inference. can more accurately and robustly model trends in time-series - such as indices for the global economy -Ed Stacey in Forbes Causal inference enables businesses to
- [causaLens founders' story](http://dev-causalens.pantheonsite.io/resources/blog/causalens-founders-story/) - "We found something we don’t think anyone was even close to thinking about.” Darko Matovski, causaLens co-founder and CEO In this in-depth interview, co-founders Darko Matovski and Maksim Sipos trace back their original motivations for starting causaLens. They explain how no single human, machine or team could possibly hope to understand the complexity of the
- [causaLens' potential to fight against coronavirus](http://dev-causalens.pantheonsite.io/resources/blog/causalens-fight-against-coronavirus-featured-in-the-telegraph/) - In an article in The Telegraph, Gerard Greph explains how causaLens, along with other innovative scale-up technology companies, could help in the fight against coronavirus. Greph suggests a number of innovative technology companies will become household names over the course of this year. As he points out, causaLens could offer significant benefits to healthcare organizations. Read the
- [causaLens CEO on why causality is the only way to alpha](http://dev-causalens.pantheonsite.io/resources/blog/trend-analytics-traders-magazine-jan-2020/) - In this feature on trend analytics, Michael Mollemans explains how in contrast to pre-trade reports that traders often ignore, traders can make use of the predictive signals across all names to optimize trade timing by using trend analytics. In order to consistently produce statistically significant alpha-generating signals, big data sets need to be scanned for quality
- [causaLens selected to join UK government scale-up programme](http://dev-causalens.pantheonsite.io/resources/blog/causalens-selected-to-join-uk-government-scale-up-programme/) - causaLens numbers a cohort of companies chosen by Tech Nation to join their scale-up programme. Tech Nation, the UK's growth platform for tech companies and leaders, chose the companies on the basis of their ability to provide AI-driven solutions to real world problems, applying artificial intelligence to create a tangible impact on society. The judging panel
- [Causal AI in Telecom: AT&T's Journey Beyond Predictive Analytics](http://dev-causalens.pantheonsite.io/resources/blog/causal-ai-in-telecom-atts-journey-beyond-predictive-analytics/) - Causal AI has emerged as a critical tool for telecom giants like AT&T, especially when addressing complex issues such as customer churn. Read more to see why.
- [How Kaiser Permanente is Using Causal AI to Revolutionize Patient Care](http://dev-causalens.pantheonsite.io/resources/blog/how-kaiser-permanente-is-using-causal-ai-to-revolutionize-patient-care/) - Causal AI has the potential to make healthcare more efficient, personalized, and more effective in improving patient outcomes and overall public health.
- [How Sam's Club is Using Causal AI for Smarter Retail Decision-Making](http://dev-causalens.pantheonsite.io/resources/blog/how-sams-club-is-using-causal-ai-for-smarter-retail-decision-making/) - At the Causal AI Conference, Sharath Gokula, Director of Data Science & Analytics at Sam's Club, shared insights into how this retail giant is using causality.
- [Judea Pearl on the Future of AI, LLMs, and Need for Causal Reasoning](http://dev-causalens.pantheonsite.io/resources/blog/judea-pearl-on-the-future-of-ai-llms-and-need-for-causal-reasoning/) - Judea Pearl explores the limitations of deep learning, the transformative potential of causal reasoning, and his vision for the future of AI development.
- [Explainable AI (XAI) doesn't explain enough](http://dev-causalens.pantheonsite.io/resources/blog/xai-doesnt-explain/) - Why does explainable AI matter? Explainable AI (“XAI” for short) is AI that humans can understand. To illustrate why explainability matters, take as a simple example an AI system used by a bank to vet mortgage applications. There are a wide range of stakeholders that have an interest in this model being explainable: End users
- [causaLens raises $45m Series A to scale human-centered AI that understands cause and effect](http://dev-causalens.pantheonsite.io/resources/blog/startup-series-a-funding-round-45-million/) - causaLens, the pioneer of Causal AI, is the only AI that quantifies cause-and-effect relationships. They announce raising $45m Series A to scale adoption.
- [Next Generation A/B Testing powered by Causal AI](http://dev-causalens.pantheonsite.io/resources/blog/next-generation-a-b-testing-powered-by-causal-ai/) - Introduction Causal AI makes A/B tests and randomized controlled trials more efficient and more generative of rich insights. Causal AI replaces A/B tests when it’s infeasible to run an experiment Experimentation is needed, but a challenge Remember Digg? If you don’t, you’re not alone! Digg was once one of the leading online social networks, until
- [Incoming EU Regulations on AI: FAQs](http://dev-causalens.pantheonsite.io/resources/blog/incoming-eu-regulations-on-ai-faqs/) - The EU published a draft proposal for its new legislation that aims to tackle the usage of artificial intelligence and machine learning models within the union. Any company that deploys models that are considered high risk will be held accountable. Companies breaching the rules face fines of up to 6% of their global turnover or
- [Go beyond predictive modeling : Accurately compute interventions and counterfactuals with Double Machine Learning](http://dev-causalens.pantheonsite.io/resources/blog/go-beyond-predictive-modeling-with-double-machine-learning-accurately-compute-interventions-and-counterfactuals/) - decisionOS by causaLens offers the only package for training SCMs using Double Machine Learning. Go beyond predictive modeling with Causal AI.
- [Gartner lists Causal AI as a flagship emerging technology](http://dev-causalens.pantheonsite.io/resources/blog/gartner-lists-causal-ai-as-a-flagship-emerging-technology/) - Preeminent technology analysis firm Gartner has included Causal AI in its 2023 Hype Cycle for Emerging Technologies. The breakthrough technology was picked from a set of 2000+ candidates that run the gamut from metaverse and Web3 to artificial intelligence. Based on deep research, surveys, and conversations with 12,000 organizations globally, Gartner’s Hype Cycle provides an
- [Enterprise decision making needs more than LLMs](http://dev-causalens.pantheonsite.io/resources/blog/enterprise-decision-making-needs-more-than-chatbots/) - Large language models are taking the world by storm thanks to the success of ChatGPT. Its success is undoubtedly remarkable: it’s helping everyone - teachers, students, developers, salespeople - every day there seems to be a new use-case which highlights another profession that can be completely transformed thanks to the use of LLMs. Another change
- [Discovering Causal Drivers at Scale](http://dev-causalens.pantheonsite.io/resources/blog/discovering-causal-drivers-at-scale/) - Executive Summary For high-quality enterprise decision making, it's crucial to have effective methods for discovering cause-and-effect relationships within data. A significant number of business decisions require understanding cause-and-effect across a large number of variables. As such, scaling causal discovery, so that it works for high-dimensional datasets, is one of the key challenges within the field
- [Confounders: machine learning's blindspot](http://dev-causalens.pantheonsite.io/resources/blog/confounders-machine-learnings-blindspot/) - Nine out of every ten machine learning projects in industry never make it beyond an experimental phase and into production. One key factor that accounts for this alarming statistic is that machine learning algorithms can’t identify "confounders". We explore why blindness to confounders is a big hindrance for AI, before showing why Causal AI, a
- [causaLens & MayoClinic discover causal biomarkers of cancer](http://dev-causalens.pantheonsite.io/resources/blog/causalens-partners-with-mayo-clinic-to-discover-biomarkers-of-cancer-using-causal-ai/) - causaLens partnered with Mayo Clinic to discover potential Causal Biomarkers of Cancers, a step towards noninvasive screening and understanding cancer.
- [causaLens named a Cool Vendor by Gartner](http://dev-causalens.pantheonsite.io/resources/blog/causalens-named-a-cool-vendor-in-ai-core-technologies-by-gartner/) - causaLens, the pioneer of Causal AI, today announced they have been recognized by Gartner as a Cool Vendor in its December 2022 report on AI Core Technologies.
- [Andre France, Applied Data Science Director, on BBC Newsday](http://dev-causalens.pantheonsite.io/resources/blog/causalens-in-bbc-newsday/) - Dr. Franca was invited to the BBC programme Newsday to speak about the new EU regulations on AI. He talked about the widespread use of AI in our daily lives and how, even though regulation might increase compliance costs in the short term, it would mitigate accidental bias in the long run. Listen to the
- [AI in retail requires cause-and-effect reasoning](http://dev-causalens.pantheonsite.io/resources/blog/ai-in-retail-requires-cause-and-effect-reasoning/) - Doing more with less is becoming a mantra for the retail industry as 2023 progresses with more global economic challenges than it imagined even months ago. The key questions are echoing around boardrooms of both bricks-and-mortar groups and e-commerce businesses: What pricing and promotional strategies will deliver the greatest ROI without compromising brand equity or
- [AI Fairness and Causality](http://dev-causalens.pantheonsite.io/resources/blog/ai-fairness-and-causality/) - Advances in the science and technology of Causal AI—a new category of machine intelligence that can mirror human reasoning—are helping organizations to ensure their AI systems are aligned with human values. In this two-part piece we offer a brief introduction to the problem of fairness in an age of algorithms, and show how Causal AI

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