[{"data":1,"prerenderedAt":287},["ShallowReactive",2],{"uc-hub-function-lending-and-credit":3},{"type":4,"typeLabel":5,"term":6,"includeUnpublished":10,"indexable":11,"stats":12,"useCases":21,"benchmarks":222,"topIndustries":223,"topFunctions":240,"topPatterns":241,"stageMix":259,"regionMix":271,"organizations":286,"other":46},"function","Business function",{"id":7,"label":8,"description":9},"lending-and-credit","Lending and credit","Loan origination, credit decisions, servicing and portfolio monitoring.",false,true,{"useCases":13,"publicDeployments":14,"blitsAiDeployments":15,"organizations":14,"countries":16,"outcomeDisclosureRate":17,"gradeMix":18},11,33,2,10,61,{"A":19,"B":16,"C":20,"D":19},0,23,[22,48,68,84,98,113,145,166,182,194,209],{"slug":23,"title":24,"shortTitle":25,"definition":26,"status":27,"industries":28,"functions":30,"patterns":33,"audience":38,"autonomy":39,"adoptionStage":40,"segment":41,"evidenceCount":15,"publicEvidenceCount":15,"organizations":42,"bestGrade":45,"headline":46,"lastVerified":47,"indexable":11},"credit-memo-drafting-agent","AI agent for corporate credit analysis and credit memo drafting","Credit underwriting and memos","An AI agent that gathers a corporate borrower's documents and data, spreads the financials into the bank's template, calculates ratios and covenant headroom, pulls bureau and news information, and drafts a committee ready credit memo in which every figure links to its source, for the relationship and credit teams to challenge, complete and sign.","published",[29],"banking",[7,31,32],"underwriting","risk-management",[34,35,36,37],"document-processing","agentic-workflow","rag-knowledge-assistant","content-generation","employee-facing","copilot","early-adopters","specialized-businesses",[43,44],"Banestes","DBS Bank","B",null,"2026-09-27",{"slug":49,"title":50,"shortTitle":51,"definition":52,"status":27,"industries":53,"functions":54,"patterns":55,"audience":58,"autonomy":59,"adoptionStage":40,"segment":60,"evidenceCount":61,"publicEvidenceCount":61,"organizations":62,"bestGrade":45,"headline":46,"lastVerified":67,"indexable":11},"sme-cash-flow-underwriting","AI cash flow underwriting for small business loans","SME cash flow underwriting","An underwriting engine that assesses a small business's repayment capacity from live bank transactions, point of sale and payment flows, receivables and accounting data instead of audited accounts, and returns a decision recommendation with the evidence and reasons behind it.",[29],[7,31,32],[56,34,35,57],"prediction-and-scoring","conversational-agent","back-office","supervised-agent","lending",4,[63,64,65,66],"MYbank","National Australia Bank","OakNorth Bank","Sumitomo Mitsui Banking Corporation","2026-09-26",{"slug":69,"title":70,"shortTitle":71,"definition":72,"status":27,"industries":73,"functions":75,"patterns":76,"audience":58,"autonomy":59,"adoptionStage":40,"segment":60,"evidenceCount":77,"publicEvidenceCount":77,"organizations":78,"bestGrade":45,"headline":46,"lastVerified":67,"indexable":11},"alternative-data-credit-scoring","AI credit scoring with alternative data for thin file applicants","Alternative data credit scoring","A machine learning credit model that adds consumer permissioned alternative data, such as bank account cash flow, rent, utility and telco payments or ecosystem data, to credit bureau data, so a lender can assess applicants with thin or no credit files and return a decision with specific reasons.",[29,74],"payments",[7,31,32],[56,34,57],5,[79,80,81,82,83],"Atlanticus","Golden 1 Credit Union","GXS Bank","Patelco Credit Union","Upstart Network",{"slug":85,"title":86,"shortTitle":87,"definition":88,"status":27,"industries":89,"functions":90,"patterns":93,"audience":38,"autonomy":39,"adoptionStage":94,"segment":60,"evidenceCount":15,"publicEvidenceCount":15,"organizations":95,"bestGrade":45,"headline":46,"lastVerified":47,"indexable":11},"adverse-action-explanations","AI drafted explanations for credit declines and adverse actions","Adverse action explanations","An assistant that turns the reason codes of a credit model into an accurate, specific and readable explanation of a decline, reduced limit or repricing for the customer, and a matching internal rationale for the file, without adding any reason the model did not produce.",[29,74],[7,91,92],"regulatory-compliance","customer-service",[37,36,57],"emerging",[96,97],"Discover Financial Services","Wells Fargo",{"slug":99,"title":100,"shortTitle":101,"definition":102,"status":27,"industries":103,"functions":104,"patterns":105,"audience":38,"autonomy":108,"adoptionStage":40,"segment":60,"evidenceCount":109,"publicEvidenceCount":109,"organizations":110,"bestGrade":112,"headline":46,"lastVerified":47,"indexable":11},"credit-early-warning-monitoring","AI early warning and covenant monitoring for loan portfolios","Credit early warning and covenants","A monitoring system that tracks covenant tests and borrower reporting across a loan book, reads financials, filings and news, and combines them with payment and sector signals to flag borrowers whose credit is deteriorating, with the evidence and a suggested next step for the relationship manager.",[29],[32,7],[106,34,35,107],"anomaly-detection","summarization","assist",3,[65,111,66],"PNC Financial Services","C",{"slug":114,"title":115,"shortTitle":116,"definition":117,"status":27,"industries":118,"functions":122,"patterns":125,"audience":58,"autonomy":59,"adoptionStage":40,"segment":127,"evidenceCount":128,"publicEvidenceCount":128,"organizations":129,"bestGrade":45,"headline":136,"lastVerified":67,"indexable":11},"application-and-identity-fraud-detection","AI for application and identity fraud detection","Application and identity fraud","AI that checks incoming account and loan applications for forged or AI generated documents, synthetic and stolen identities, and coordinated application rings, by analysing documents, device and application data across the whole queue and cross checking against bureau and official sources.",[29,74,119,120,121],"cross-industry","government","telecommunications",[123,124,7],"fraud-prevention","onboarding-and-kyc",[34,106,126,56],"computer-vision","front-office",6,[130,131,132,133,134,135],"BCU","Close Brothers Motor Finance","CNG Holdings","Department for Work and Pensions","Payoneer","Telstra",{"kpi":137,"label":138,"unit":139,"n":140,"nUpTo":19,"kind":141,"value":142,"qualifier":143,"claimant":144,"organization":133,"vendorReported":10},"detection-rate-improvement","Detection improvement","multiplier",1,"reported",2.5,"exact","organization",{"slug":146,"title":147,"shortTitle":148,"definition":149,"status":27,"industries":150,"functions":153,"patterns":155,"audience":58,"autonomy":59,"adoptionStage":40,"segment":58,"evidenceCount":109,"publicEvidenceCount":15,"organizations":157,"bestGrade":112,"headline":160,"lastVerified":47,"indexable":11},"account-servicing-execution","AI for back office account servicing execution","Account servicing execution","AI that executes the servicing requests that land in operations queues, such as address and mandate changes, standing instructions, beneficiary updates, reissues, payoff and reference letters and loan maintenance, by reading the request, checking it against policy and entitlements, and preparing or making the change in core systems under dual control.",[29,151,152],"insurance","wealth-and-asset-management",[154,7],"operations",[35,34,156],"classification-and-routing",[158,159],"Banco Supervielle","SS&C Technologies",{"kpi":161,"label":162,"unit":163,"n":15,"nUpTo":19,"kind":141,"value":164,"qualifier":143,"claimant":165,"organization":159,"vendorReported":11},"processing-time-reduction","Cycle time reduction","percent",95,"vendor",{"slug":167,"title":168,"shortTitle":169,"definition":170,"status":27,"industries":171,"functions":173,"patterns":175,"audience":177,"autonomy":59,"adoptionStage":40,"segment":127,"evidenceCount":109,"publicEvidenceCount":109,"organizations":178,"bestGrade":112,"headline":46,"lastVerified":47,"indexable":11},"home-loan-assistant-and-prequalification","AI home loan assistant with pre qualification","Home loan assistant","A customer facing assistant that answers home loan questions (rates, loan to value, fees, the documents needed), runs indicative affordability and borrowing estimates from the bank's published rules, and books the customer with a mortgage specialist, grounded in the bank's current, versioned product and policy documents.",[29,172],"real-estate",[7,174,92],"sales",[36,57,176],"voice-agent","customer-facing",[179,180,181],"Figure","Loft","Safe Rate",{"slug":183,"title":184,"shortTitle":185,"definition":186,"status":27,"industries":187,"functions":188,"patterns":190,"audience":38,"autonomy":39,"adoptionStage":94,"segment":60,"evidenceCount":15,"publicEvidenceCount":140,"organizations":192,"bestGrade":45,"headline":46,"lastVerified":47,"indexable":11},"loan-restructuring-recommendations","AI recommendations for loan restructuring and hardship arrangements","Restructuring recommendations","An assistant that assembles a stressed borrower's position, tests restructuring options such as a term extension, rate relief, payment holiday or due date change against policy and affordability, and recommends the best fit with a written rationale for a person to approve.",[29],[189,7,32],"collections-and-recovery",[35,36,34,191],"recommendation-and-personalization",[193],"Commonwealth Bank of Australia",{"slug":195,"title":196,"shortTitle":197,"definition":198,"status":27,"industries":199,"functions":200,"patterns":202,"audience":38,"autonomy":59,"adoptionStage":203,"segment":60,"evidenceCount":109,"publicEvidenceCount":109,"organizations":204,"bestGrade":45,"headline":46,"lastVerified":208,"indexable":11},"property-valuation-support","AI support for property valuation and appraisal","Property valuation support","AI, most often an automated valuation model, that estimates a property's market value from comparable sales, property characteristics and location data, and either offers to replace a full appraisal within set limits or gives a professional valuer a first pass estimate, the closest comparable sales and a reliability score, so the valuer's time goes to the properties that need a person's judgment.",[172,29,120],[7,201,154],"case-management",[56,156],"mainstream",[205,206,207],"Fannie Mae","Riverside County Assessor-County Clerk-Recorder","Valuation Office Agency","2026-09-28",{"slug":210,"title":211,"shortTitle":212,"definition":213,"status":27,"industries":214,"functions":215,"patterns":216,"audience":177,"autonomy":59,"adoptionStage":40,"segment":127,"evidenceCount":128,"publicEvidenceCount":77,"organizations":217,"bestGrade":112,"headline":46,"lastVerified":47,"indexable":11},"conversational-loan-application-intake","Conversational AI for loan application intake","Loan application intake","A conversational assistant on web, app, messaging or voice that explains loan products, captures the application through dialogue in the customer's language, checks documents and basic eligibility rules, and hands a complete, structured application to origination, without making the credit decision.",[29],[7,174,92],[57,34,36,176],[218,179,219,220,221],"Absa Bank","Lloyds Banking Group","Oper Credits","Rocket Mortgage",[],[224,226,228,230,232,234,236,238],{"id":29,"label":225,"count":13},"Banking",{"id":74,"label":227,"count":109},"Payments and cards",{"id":120,"label":229,"count":15},"Government and public sector",{"id":172,"label":231,"count":15},"Real estate",{"id":119,"label":233,"count":140},"Cross industry",{"id":151,"label":235,"count":140},"Insurance",{"id":121,"label":237,"count":140},"Telecommunications",{"id":152,"label":239,"count":140},"Wealth and asset management",[],[242,245,247,249,251,253,255,257],{"id":34,"label":243,"count":244},"Document processing",8,{"id":35,"label":246,"count":77},"Agentic workflow",{"id":57,"label":248,"count":77},"Conversational agent",{"id":36,"label":250,"count":77},"RAG knowledge assistant",{"id":56,"label":252,"count":61},"Prediction and scoring",{"id":106,"label":254,"count":15},"Anomaly detection",{"id":156,"label":256,"count":15},"Classification and routing",{"id":37,"label":258,"count":15},"Content generation",[260,262,264,267,269],{"stage":261,"count":15},"announced",{"stage":263,"count":15},"pilot",{"stage":265,"count":266},"production",19,{"stage":268,"count":16},"scaled",{"stage":270,"count":19},"paused",[272,275,278,280,282,284],{"region":273,"count":274},"north-america",14,{"region":276,"count":277},"asia-pacific",7,{"region":279,"count":128},"europe",{"region":281,"count":109},"latin-america",{"region":283,"count":15},"global",{"region":285,"count":140},"africa",[218,79,130,158,43,132,131,193,44,133,96,205,179,81,80,219,180,63,64,65,220,111,82,134,206,221,159,181,66,135,83,207,97],1790598324540]