Financial Services
Use Cases
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Showing 189 use cases in Financial Services
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NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Accelerate Credit Analysis with AI Balance Sheet Review
BankingFinance
Accelerate claims processing by automating processes
Accelerate claims processing by automating processes - this might including automated customer recognition or data capture to speed activity up
Insurance
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Achieve 10.5+ Hour Monthly Developer Productivity Gains at Financial Exchange
Investment banking and investment servicesInformation Technology
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Achieve 96% Employee AI Adoption in Workers Compensation Carrier
InsuranceOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Achieve 97% AI Adoption Through Measured Productivity Evidence
BankingHuman Resources
Analyse credit worthiness of under-banked individuals to provide banking services
Analyse credit worthiness of under-banked individuals to provide banking services. Typically this involves understanding and monitoring behavioural patterns.
BankingMarketing
Analyse legal documents and extract important data points and clauses
Analyse legal documents and extract important data points and clauses - potentially to inform further workflows or simply to focus legal experts on the most relevant areas of work.
BankingLegal and Compliance
Assess asset valuations in financial markets
Assess asset valuations (e.g. mark-to-market, regulatory capital assessment etc) for both internal risk and market control but also to ensure compliance with regulatory testing regime.
Banking
Assess building damage from weather or natural disasters with drones and satellite delivered imagery
Assess building damage from weather or natural disasters with drones and satellite delivered imagery. Especially useful for reinsurance markets in the aftermath of major events.
Insurance
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate AI-Driven Debt Collection and Recovery
BankingOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Bank Reconciliation and Financial Close with AI Startup
BankingFinance
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Client Call Documentation for Financial Advisers
BankingOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Digital Identity Verification and Customer Onboarding
BankingOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Insurance Claims for Near Real-Time Settlement
InsuranceOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Property Documentation and Real Estate Sales Content
Real estate development operationsOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Real Estate Document Management and Validation
Real estate development operationsOperations
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Retirement and Trust Accounting Data Processing
Fund and asset managementFinance
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate Tax Form Data Extraction and Auto-Fill
BankingFinance
NewMon May 04 2026 00:00:00 GMT+0000 (Coordinated Universal Time)
Automate VAT Assessment Achieving 400% Performance Improvement
BankingFinance
Automate and simplify ID process involved in Know Your Customer (KYC) process for banks
Automate and simplify data identification, aggregation, extraction, verification and capture involved in KYC (Know Your Customer) process for banks.
Banking
Automate assessment of claim through accessing photographic data
Automatically assess claim through accessing visuals of claimed damage. This might be ground or aerially sourced.
Insurance
Automate building systems to reduce energy costs through AI powered adaptive temperature and energy control
Automate building systems to reduce energy costs through AI-powered adaptive temperature and energy control. The challenge is to justify the investment costs against actual energy savings.
Electricity
Automate collection of banking data from non-standard documentation
Automate collection of banking data from non-standard documentation (e.g. in shipping paperwork) - this will typically be turned in to standardised banking documentation
BankingOperations
Automate credit risk profiling to support fundraising by small businesses through crowdfunding platform
Automate credit risk profiling to support fundraising by small businesses through crowdfunding platform (Funding Circle). This enables reduction in borrowing costs for eligible SMEs.
Banking
Automate document production
Law firms use software templates to create filled out documents based on data input from unstructured data sources
Insurance
All Financial Services AI Use Cases
Financial Services Case Studies
A large european bank identifies issues in post-trade operations by analysing mailboxes with the use of machine learningANZ bank identifies high risk loans and predicts customer defaults with deep learningAXA UK saves 18,000 people hours in six months by deploying bots to handle repetitive tasksAXA used deep neural networks to increase the predictability of a customer large traffic accident from 40% to 78%Admiral automobile insurance planned to offer discounts to drivers based on data in their Facebook profiles but were prevented by FacebookAegon monitors spokespeople, competitors and industry topics using machine learningAidyia fully automates hedge fund trading using genetic evolutionary and other algorithms claiming a 2% returnAllstate is offering pay-as-you-drive plans based on measurement and analysis of customer real-time driving behaviour resulting in up to 30% reduction in premiumsAmerican Express Australia used machine learning to identify 24% of customer accounts that would close within four months allowing them to take preventative save actionsAmerican Express identifies $2 billion in potential annual incremental fraud incidents with machine learningAmerican Express increased new online customer acquisition by 40% through machine learning targeted marketing savings significant direct mail costsAn Anonymous UK Insurance firm demonstrates that it can better assess the risk of insuring companies by automatically determining relevant UK court cases with deep neural networksAn anonymous global insurance company analysed customer contact recordings and claims data to drive sales yields using natural language processingAnt Financial automates vehicle damage assessment to assist automobile insurers using image recognitionAviva accelerates from 400 to 10 days post-merger organisational planning and employee data integration with the use of machine learningAviva offers up to 30% discounts on insurance premiums based on actual driving behaviour that is monitored and analysed through machine learningBaidu does underwriting for consumers with limited credit history using machine learningBaillie Gifford investigates the potential of AI to improve efficiencies through automating fund manager''s tasksBank of America enhances its published currency research with machine learningBank of America improved call centre completion time by 23% by tracking and analysing behavioural data with machine learning that identified employee performance increases when they network and share ideasBank of England analyses limit order book data using machine learningBank of NY Mellon reduces processing and trade entry turn around time by 88% and 66% respectively using robotic process automation.Bank of the West announced implementation of Pindrop''s machine learning fraud detection software in its call centresBankMobile approves loans for young banking customers based on non-traditional data measures using Upstart''s machine learningBarclays automates processing and reduces bad debt provisioning by millions using Robotic Provision AutomationBarclays reduces telephone banking user authentication time to under 10 seconds using voice identificationBlackRock chooses investment opportunities to add to its portfolio based on AI recommendationsBloomberg has piloted a short term market forecasting application which uses deep learning to make predictionsBlue Cross Blue Shield predicts individual propensity for opioid abuse with 85% accuracy to modify insurance pricing and support appropriate interventions using machine learning analyticsBradesco bank increases customer satisfaction and service efficiency by implementing a virtual agent to aid employees and automate responsesBranch grants loans to app users based on alternative data including contacts, social media, and call history and machine learning to assess credit riskCCC Information Services predicts repair requirements from vehicle collision photos using AICardlytics drives 15-20% response rates to personalised promotions by machine learning analysis of the purchase history of over 100m consumersCastle Ridge Asset Management identifies and rebalances portfolio investments among diverse asset classes using machine learningCenturyLink uses email based conversational agents to automatically contact, nurture, qualify and assign hot leads to sales reps with a 2000% ROIChime decreases basis point loss by 40% using a machine learning fraud detection platformCiti reduced cost, time and reliability issues in the delivery of the complex stress test models needed for regulatory compliance through deploying ML to support the processClearbank combats fraud and money laundering with the use of machine learningClick-Ins to detect and automatically assess car damage with the introduction of a visual recognition and matching toolClient post trade equity allocation automatically generated from client emails at UBSColumbia Business School researchers determine that unusual language in news stories can forecast future market stress through natural language processingCommerzbank attempts to cut research costs by automating analyst reports generationCommerzbank plans to automate 80% of pre-compliance checks for trade finance transactions using machine learningDBS automates responses to 82% of their Digibank customer questions using the KAI chatbotDGI improves customer service by providing portfolio commentary generated using natural language processingDNK protects its system from cyber threats and proactively defends it with a self-learning threat detection solutionDai-ichi Life enhances customer engagement and nudgee them towards healthy habits using app and machine learningDanish Danske Bank increases payment fraud detection by 60% and reduces false positives by 50% with machine learningDankse Bank identifies fraudulent online banking customers with 99.7% accuracy in a pilot with the BehavioSec behavioural biometrics systemDanske Bank improved marketing campaign hit rate by 400% by using machine learning to identify preferred means of communicationDanske Bank plans to determine liquidity risk using Bloomberg''s machine learning product LQADanske Bank prevents card fraud with the use of machine learningDataminr''s alerts its customers in real-time about events that could potentially impact the financial markets by using text mining to collect data from social mediaDeutsche Bank automates 30 to 70 percent of back- and mid-office processes using robotics process automationDeutsche Bank implements AI trading platform for predicting equity prices and volumeDirect Line Insurance uses machine learning to automatically flag fraudulent claims in automotive section with 75% hit rateEarnUp automates loan repayments by analysing customer needs and spending patterns using machine learningEarthport Payment Network reduces false positives of automated suspicious transaction detection using AML risk data in real-timeFSB saves loan application time for b2b lending using algorithms to match borrowers with lendersFord Credit improves customer loan risk predictions over traditional credit risk scoring using machine learningFreshfields Bruckhaus Deringer identifies discrepancies in rent contract documents and collections during real estate investment due dilligence using automated contract analysisFukoku Mutual Life Insurance expects to save $1.2m a year from salaries by replacing 34 employees with an AI system that calculates insurance payouts.Funding Circle provides the only access to finance for 21% of its SME users SMEs by using machine learning in loan underwritingGMI Insurance Services monitors employee activity to identify malicious activity and other sources of productivity decline using machine learningGV evaluates new and follow-on investments using machine learningGoldman Sachs has automated half of the 127 process steps in their IPO business process.Goldman Sachs unsuccessfully predicted participants of the World Cup 2018 finals by crunching team data with machine learningGoldman Sachs widens graduate interview pool, and streamlines the processing of them, with first round job interviews conducted using video analysisHSBC reduces false positives for money laundering detection by 20% using AI to automate the system rulesHSBC tests automated information extraction system for global trade contractsHSBC to implement Quantexa''s AI software to aid with compliance in identifying illegal and fraudulent customer profilesHSBC uses artificial intelligence to help spot money laundering, fraud and terrorist funding in its networkHang Seng Bank improves customer experience through chatbots using NLP to assist customersHolvi reduces time spent investigating false positives for customer risk using AI platform ComplyAdvantageING automates its compliance and sanction screening processes with optimal character recognitionING reduced trading costs by 25% and sped up pricing decisions for 90% of trades in a pilot implementing an AI system to analyse trade data and optimise price suggestionsInsurance company improves the previously manual mail sorting process with Dataiku''s deep learning systemInvestec achieved a 32% return on implementing an automated research platform from Squirro which generates insights from real-time dataJ.P. Morgan pilots an online virtual assistant for corporate clients to assist with queries and website navigationJD.com increases customer loan approval rate by 150% using Zest Finance''s machine learning platformJLL plans to roll out Leverton''s automated contract analysis and management to make its lease management system more efficientJP Morgan Asset Management, Credit Suisse and Pfizer are using smart search engine to scan through thousands of documents, generating reportsJP Morgan to cut hedging costs for commodity derivatives by up to 80% using machine learningJPMorgan Chase Research improves long/short performance by up to 0.5% by identifying sentiment and locating idiosyncratic risk in news itemsJPMorgan Chase sped up loan application and approval process for small businesses using AI-powered OnDeck to analyse a variety of online dataJPMorgan reduced lawyers'' hours by 360,000 annually by automating loan agreement analysis with machine learning software COINJPMorgan''s new AI program for automatically executing equity trades in real-time out-performed current manual and automated methods in trialKanetix increased auto insurance conversion transaction rates by 13% using a predictive platform to target usersKingsbridge Grand saves over $64,000 by reducing building energy consumption by using AI to make HVAC adjustmentsKreditech determines credit worthiness of thin file customers by analysing the way they use internet, social media data, location data and past behaviour, using machine learningLV= Brokers reduces the call volume from brokers by 91% by piloting a chatbot for queriesLapetus is tests a platform to assess smoking status and other health indicators using selfies for insurance purposesLendUp has built a machine learning driven platform to encourage debt holders to make payments using personalised reminders, offers and repayment plansLexSet is launching its platform of products using computer vision and AR for interior design to suggest new furnishings and demonstrate how they would lookLiquidnet assists fund managers in decision making by analysing market and past trading data with machine learningMS & AD Insurance Group detects 2.5 times more fraudulent claims than industry average using machine learningMan Group extends AI models to four large funds for predicting financial market pricing and riskMashreq to provide seamless digital customer experience and improve operational efficiency through robotic process automation and machine learningMastercard achieves 11% increase in transactions approval and a reduction in fraud with the use of deep learningMetLife