Theme

Risk Management

Credit risk, market risk, operational risk, stress testing

Filter in Explore

Cited evidence

Reported outcomes in this theme

Vendor case studyCross-industry

Google DeepMind / NHC

WeatherNext supports operational hurricane forecasting

5 days advance forecast in one hurricane case reported by DeepMind

68 researched workflows · provenance on each case

77 catalog records

Clara transaction-risk scoring and audit evidence assistanceKPMG UKKPMG UK uses Clara for full-population transaction scoring, risky-journal identification, walkthrough preparation and annual-report checks; its Australian register identifies the scorer as MindBridge ML.Scaled · reported stage
Legora first-pass structured-finance document reviewLinklatersLinklaters describes lawyers using Legora across the firm; structured-finance partners perform initial transaction-document review and identify issues before detailed team review.Scaled · reported stage
Novartis trial-operations risk and data-quality monitoringNovartisSENSE gives trial managers operational risk signals, missing/out-of-sequence activity checks and drill-down views.Scaled · reported stage
Snapshot telematics-based personalized insurance pricingProgressiveProgressive's Snapshot uses device or mobile driving data for personalized insurance rates. A historical executive case study explicitly connects this workflow to machine learning.Scaled · reported stage
Cyber Underwriting AI AssistantQBEReviews broker submissions for completeness, appetite and cyber risk controls in North America and Europe.Scaled · reported stage
Sanofi enterprise decision support and operational forecastsSanofiPlai combines internal data for what-if decisions; clinical and supply teams use it for recruitment and stock-disruption oversight.Scaled · reported stage
Shell monitors equipment using enterprise predictive maintenanceShellC3 AI reports an operating Shell predictive-maintenance program covering more than 13,000 equipment items. Shell's own case describes round-the-clock monitoring and replication across facilities. The 2026 agreement adds future agent-based diagnosis and remediation to an existing monitoring workflow.Scaled · reported stage
Nearmap roof scoring for US property underwritingZurichAI evaluates aerial roof imagery to flag damage and property exposures.Scaled · reported stage
Syndicate 2479 AI portfolio constructionAIGUses Foundry and multiple LLMs to compare Amwins portfolio risks with syndicate appetite during portfolio construction.Production · reported stage
AIG Underwriter Assistance: submission preparation and prioritizationAIGAIG uses generative AI to extract and synthesize submission data, augment it with internal and external information, and prioritize submissions for human underwriter review. Its 2025 investor presentation confirms production in selected U.S. Financial Lines and private not-for-profit segments, with expansion in progress.Production · reported stage
Explainable trade-credit underwriting recommendationsAtradiusAtradius deployed XAI predictive models for credit applications, providing underwriters with recommendations and plain-language explanations within their underwriting workflows.Production · reported stage
AI-supported credit reviews of banks and financial institutionsBank ABCBank ABC's 2025 report lists introduction of AI-driven credit reviews for bank and financial-institution counterparties among Group Credit & Risk achievements.Production · reported stage
CashPro Forecasting corporate cash predictionsBank of AmericaPredictive analytics forecasts corporate clients' cash positions.Production · reported stage
Corporate-client ESG assessment assistanceBNP ParibasGenAI proposes evidence-linked ESG questionnaire answers from client documents for relationship managers.Production · reported stage
Machine-learning credit scoring at BNP Paribas Personal FinanceBNP ParibasBNP Paribas Personal Finance says its credit-scoring models have evolved toward machine-learning algorithms since 2015, supporting credit decisions and risk analysis. The issuer describes AI as integrated into its credit processes.Production · reported stage
Employer covenant monitoring using Cardano Discover AICitrus Pension PlanCFA Institute's practitioner case reports that Discover AI moved from selected ndapt trustees to the full Citrus trustee board and employer oversight committee. ML supports covenant ratings; LLMs monitor sponsor-relevant news.Production · reported stage
Risk-policy copilot assistantsDBS BankRisk professionals query internal policy knowledge; tools also help complete ESG-risk questionnaires.Production · reported stage
Agent-assisted third-party control assessmentsDeutsche BankAssesses vendor evidence and proposes referenced control outcomes for human assessors.Production · reported stage
Agentic operational-resilience scenario generationDeutsche BankAgents use operational context to generate governed tabletop exercises and audit evidence for critical systems.Production · reported stage
OSICredit machine-learning inspection samplingECBInspectors use machine learning to select credit files for closer review.Production · reported stage
Operational AIFS deterministic and ensemble weather forecastingECMWFECMWF operates AI weather forecasts alongside physics-based services; its current dataset page confirms both models were upgraded to v2 in May 2026.Production · reported stage
EY Canvas integrated disclosure and control-understanding assistanceEYEY auditors use Canvas-integrated tools for disclosure checks, financial-statement consistency, code explanations and audit-risk research.Production · reported stage
Fannie Mae ML property valuationFannie MaeGAO reports Fannie Mae uses ML valuation models for appraisal checks and other property-risk workflows.Production · reported stage
Freddie Mac ML property valuationFreddie MacGAO reports Freddie Mac uses ML valuation models, including for appraisal checks, portfolio management and investor disclosures.Production · reported stage
FWD Japan agentic medical-underwriting supportFWDAn agentic AI tool assists medical underwriting in Japan.Production · reported stage
AI Blade Inspection Tool selects turbine-blade images for technician reviewGE AerospaceGE describes technicians capturing turbine-blade images and using AI to select which images need review. The tool has operated on GEnx engines for roughly three years and is beginning deployment for LEAP engine servicing.Production · reported stage
Lexis+ AI deposition synthesis and agreement analysisGibbonsGibbons implemented Lexis+ AI after committee evaluation for deposition summaries, agreement analysis and research supporting case strategy.Production · reported stage
GM robotic AI inspections flag weld and paint irregularitiesGMGM's manufacturing executive describes current use of robotics and proprietary AI to inspect welds and paint coats for irregularities. The company develops the solutions internally.Production · reported stage
HDFC ERGO vehicle break-in policy inspectionHDFC ERGOCustomers submit guided photos for AI assessment when arranging cover after a policy lapse.Production · reported stage
HDFC Life applicant information cross-verificationHDFC LifeAI cross-checks applicant information across sources for early fraud indicators.Production · reported stage
Multilingual adverse-news monitoring for membersHKEXTracks adverse news affecting exchange members.Production · reported stage
ICICI Prudential pre-issuance verification and evidence reviewICICI Prudential LifeAI assists video verification, medical-report summarization and identity/fraud risk screening.Production · reported stage
AI-enabled underwriting and credit decisions in Auto and Home LendingJPMorgan ChaseJPMorgan Chase's Consumer & Community Banking shareholder letter reports using data and AI-enabled techniques to enhance underwriting and credit decisions in its Auto and Home Lending businesses.Production · reported stage
RiskGPT risk analysis and credit-case evaluationKFHKFH unified subsidiary data and built an AI risk engine connected to Copilot interfaces, supporting credit-case evaluation, early warnings and risk-adjusted performance analysis.Production · reported stage
Manulife Canada automated life underwritingManulifeAdaptive application questions feed AI underwriting; cases not approved automatically go to human underwriters.Production · reported stage
MapBiomas Alerta validated deforestation-event mappingMapBiomasAnalysts validate satellite alerts, use supervised Random Forest classification to refine cleared-area boundaries, and publish geospatial reports linked to territorial data.Production · reported stage
Agent-driven software verification and post-launch regression investigationMetaForum engineering uses agents to implement, build, test and iterate, with navigation/stress-testing agents and recorded verification attached to changes. Post-launch agents investigate user feedback and supply structured findings to engineers. Shipped changes retain engineer sign-off.Production · reported stage
Data-column onboarding and pipeline migrations with isolated specialistsMetaMeta replaced an overloaded data-pipeline agent with deterministic workflow sequencing and 14 domain specialists. Checks precede delegation; templates coordinate schema, validation, population and testing across repositories. About two-thirds of changes reportedly land without significant human editing.Production · reported stage
National Grid moves autonomous aerial inspection into operationsNational GridNational Grid reports moving from trials to business-as-usual autonomous aerial inspections, piloted centrally near live transmission assets. AI/ML-assisted close-inspection data informs maintenance and investment programs.Production · reported stage
AI-assisted credit-union stress testingNCUAModels inform examiners' assessment of large credit unions' capital resilience.Production · reported stage
Operational AI and hybrid global weather guidanceNOAANOAA launched a suite of deterministic, AI ensemble and combined physics-AI ensemble weather models for operational forecaster guidance in December 2025.Production · reported stage
AI monitoring of portfolio sustainability incidentsPartners GroupPartners Group uses an AI-based tool to monitor daily news for sustainability-critical incidents affecting existing holdings.Production · reported stage
Financial-health and credit analysisPBGCGenAI extracts insights on distressed companies from reports, covenants and credit material.Production · reported stage
PGGM incident root-cause assistancePGGMAn AI chatbot analyzes incident causes and records them in Cerrix for Internal Control.Production · reported stage
ML credit-risk assessmentPKO Bank PolskiML combines multiple data sources to assess risk and forecast customer behavior.Production · reported stage
Continuous AI smoke detection and alerts to operators and emergency respondersPortland General ElectricPortland General Electric reports nearly 40 AI cameras continuously monitoring high-risk areas, trained to distinguish smoke from other visual patterns and send suspicious-event alerts to staff and responders. Its meteorology team separately guides staffing and equipment staging.Production · reported stage
Prudential Hong Kong preliminary underwriting supportPrudential HKConsultants use a Qwen/RAG chatbot for preliminary underwriting indications; human underwriters retain final decisions.Production · reported stage
Harvey initial M&A red-flag diligence reportingPwCPwC professionals use Harvey to analyse document sets and produce initial diligence reports highlighting red flags.Production · reported stage
Internal ML property valuationRaiffeisen SwitzerlandBank-developed hedonic property model supports valuations.Production · reported stage
AI vulnerable-exposure warningsSBIAI analyses sector and public information to flag credit exposures before delinquency.Production · reported stage
Sompo Brazil cargo-liability pricing assistanceSompoAI and data-integration software is embedded in pricing for Brazilian road-carrier cargo-liability insurance.Production · reported stage
TD Insurance predictive term-life application approvalsTD InsuranceA Layer 6 ML model reviews application answers and approves eligible term-life applications; others go to human underwriters.Production · reported stage
Flood Hub in humanitarian monitoring and flood-response planningWorld Vision BrazilWorld Vision Brazil incorporated Flood Hub into regular monitoring after its April 2024 partnership and reports using it for emergency assessment and response across seven states.Production · reported stage
Program IQ multinational policy comparisonZurichCompares local and master policies across languages, initially for property catastrophe coverage.Production · reported stage
Chevron pilots remote AI drone anomaly inspectionsChevronPercepto describes a six-month Chevron field trial near Midland, Texas, using remote drone missions and software alerts for anomalies. A second system was deployed in Colorado while further opportunities were being evaluated.Pilot · reported stage
Source-linked AI-policy guidance with exact-quote validationDepartment for Environment, Food and Rural AffairsDefra opened Ask the toolkit on 27 October. Claude Sonnet 4.6 receives the entire small guidance corpus, returns structured answers with source links, and the application removes quotations not found in the named page. It has no browsing/tools or agent loop; changes to pages, prompts or model trigger fixed-question regression tests.Pilot · reported stage
AI model guidance trial for tropical-cyclone forecastingHKOHKO's documented operational trial generates weather charts and cyclone-track guidance for forecasters; Fuxi products also appear on its public Earth Weather page.Pilot · reported stage
Shared-criteria visual packaging-damage assessment pilotHome Appliance SC CouncilThe council, Distribution Economics Institute of Japan, Fujitsu and SoftBank Robotics began a real-logistics pilot to assess damaged appliance packaging against common criteria using images.Pilot · reported stage
MAPFRE Spain SME cyber-risk assessmentMAPFREPilot assesses SMEs' cyber vulnerabilities and supplies risk information for cyberinsurance underwriting.Pilot · reported stage
Munich Re Cat AI damage-assessment researchMunich ReComputer vision analyzes post-disaster roof imagery; Google collaboration tests approaches requiring less labeled training data.Pilot · reported stage
AI screening linked to case follow-up and outcome trackingStamford HealthStamford's clinical pilot integrates AI ECG screening with a workflow tracking flagged patients through imaging, evaluation and treatment decisions.Pilot · reported stage
Plan, risk-check and prepare multi-step digital-asset transactions for human signatureSygnum BankSygnum tested an in-house MCP/Claude agent translating plain-text instructions into multi-step mainnet transactions. It planned steps, reviewed smart contracts and flagged risks, with each transaction requiring human approval and self-custodial signing.Pilot · reported stage
Port Arthur control-room assistant predicts process eventsTotalEnergiesTotalEnergies reports an active Honeywell AI pilot in its Port Arthur delayed coking unit. Operators receive predictive alerts and use them to take corrective action before process alarms.Pilot · reported stage
AI Pricing OptimizationAllstateAllstate applies machine learning to optimize insurance pricing across its product lines. The models analyze risk factors, competitive dynamics, and customer segments to set prices that balance profitability with market competitiveness and customer retention.Not assessed · legacy label
AI Market Risk AnalyticsBarclaysBarclays uses AI to enhance market risk analytics and stress testing across its investment banking operations. Machine learning models improve the accuracy of value-at-risk calculations and identify hidden risk concentrations in complex derivatives portfolios.Not assessed · legacy label
Noor independent financial-AI model assessmentBISBIS, HKMA, FCA and SAMA are developing explainability, fairness and robustness assessment methods for supervisors.Announced · reported stage
Gaia corporate climate-disclosure extractionBISBIS, Bundesbank and ECB built a proof of concept extracting comparable climate-risk indicators from corporate reports using LLMs.Not assessed · reported stage
Aladdin AI Risk AnalyticsBlackRockBlackRock's Aladdin platform incorporates AI-enhanced risk analytics that process vast quantities of market data and portfolio information. The AI capabilities improve risk factor modeling, scenario analysis, and stress testing for institutional investors managing trillions in assets globally.Not assessed · legacy label
AI Risk Management SystemsCitadelCitadel deploys AI-driven risk management systems that continuously monitor portfolio exposures, market conditions, and correlation structures. The system provides real-time risk analytics and early warning signals to protect the firm's multi-strategy investment operations.Not assessed · legacy label
AI Risk Model ValidationCitigroupCitigroup applies AI to automate and enhance the validation of quantitative risk models across the firm. The system assesses model performance, identifies potential weaknesses, and generates validation reports, improving the speed and rigor of the model risk management process.Not assessed · legacy label
AI Credit Portfolio AnalyticsDeutsche BankDeutsche Bank employs AI for advanced credit portfolio analytics, using machine learning to model correlations, concentration risks, and migration probabilities across its global loan book. The system enhances credit portfolio management and capital allocation decisions.Not assessed · legacy label
Cross-institution counterparty-exposure analysisFederal ReserveA planned predictive model scores financial-system counterparty exposures.Announced · reported stage
Dynamic Risk Assessment AIHSBCHSBC deploys AI models for dynamic risk assessment that continuously evaluate credit, market, and operational risks across the bank's global portfolio. The system adapts to changing economic conditions and emerging risk factors in near real-time.Not assessed · legacy label
John Hancock underwriting collaboration with Munich ReJohn HancockMunich Re names John Hancock as a partner for automated underwriting using its EHR/NLP risk-assessment platform.Announced · reported stage
AI Risk Analytics PlatformNomuraNomura deploys an AI-enhanced risk analytics platform that provides comprehensive risk measurement and monitoring across the firm's trading and investment activities. The system uses machine learning to improve risk factor modeling and stress testing capabilities.Not assessed · legacy label
SCOR terrorism underwriting AISCORAI assists terrorism-risk underwriting; leadership described the tool as close to launch.Announced · reported stage
Societe Generale AI Risk PlatformSociete GeneraleSociete Generale uses AI to enhance its enterprise risk management platform, incorporating machine learning into credit risk scoring, market risk monitoring, and operational risk assessment across the bank's global operations.Not assessed · legacy label