{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_finfloh","slug":"finfloh","name":"FinFloh","type":"product","url":"https://finfloh.com","page_url":"https://unfragile.ai/finfloh","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_finfloh__cap_0","uri":"capability://finance.autonomous.payment.prediction","name":"autonomous-payment-prediction","description":"AI model predicts which invoices are likely to be paid on time, late, or at risk of default based on historical payment patterns and customer behavior. Enables proactive intervention before payment delays occur.","intents":["I want to know which customers are likely to pay late so I can follow up early","I need to identify high-risk accounts before they become bad debt","I want to prioritize my collection efforts on accounts most likely to default"],"best_for":["AR teams at mid-market B2B companies","companies with 30+ day payment terms","organizations with historical payment data"],"limitations":["requires 6+ months of historical payment data to train effectively","accuracy depends on data quality and consistency","may not account for sudden market disruptions or customer bankruptcies"],"requires":["clean historical invoice and payment data","customer master data integrated with ERP/accounting system","minimum transaction volume to establish patterns"],"input_types":["structured invoice data","payment history records","customer metadata"],"output_types":["risk scores","probability percentages","payment likelihood classifications"],"categories":["finance","predictive-analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_1","uri":"capability://finance.intelligent.dunning.sequence.automation","name":"intelligent-dunning-sequence-automation","description":"Automatically generates and executes personalized payment reminder sequences based on customer payment behavior, communication preferences, and payment prediction scores. Reduces manual follow-up work by 60-70%.","intents":["I want to stop manually sending payment reminders to customers","I need to customize follow-up timing based on customer payment patterns","I want to send the right message at the right time to maximize payment likelihood"],"best_for":["AR teams handling 50+ active customer accounts","companies with diverse customer payment behaviors","organizations wanting to reduce manual administrative work"],"limitations":["requires initial configuration of dunning rules and templates","may need adjustment for highly customized customer relationships","effectiveness depends on accurate customer contact information"],"requires":["customer contact information (email, phone)","communication preference data","payment prediction scores","customizable message templates"],"input_types":["overdue invoice data","customer communication history","payment behavior profiles"],"output_types":["automated reminder emails","SMS notifications","dunning sequence execution logs"],"categories":["finance","automation","workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_10","uri":"capability://finance.ar.team.workload.reduction.automation","name":"ar-team-workload-reduction-automation","description":"Automates routine AR tasks including invoice tracking, payment status updates, reminder generation, and basic customer inquiries, freeing AR staff to focus on complex collections and customer relationships.","intents":["I want to reduce the time my AR team spends on manual administrative tasks","I need to free up staff capacity for high-value collection activities","I want to eliminate repetitive work and improve team morale"],"best_for":["AR teams with 2+ staff members","companies processing 50+ invoices monthly","organizations with high manual workload"],"limitations":["automation effectiveness depends on process standardization","complex or non-standard situations still require manual intervention","requires initial process mapping and configuration"],"requires":["standardized AR processes","clear business rules for automation","staff training on new workflows"],"input_types":["invoice data","payment records","customer inquiries"],"output_types":["automated task execution logs","workload reduction metrics","exception reports"],"categories":["finance","automation","workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_11","uri":"capability://finance.bad.debt.risk.identification","name":"bad-debt-risk-identification","description":"Identifies customers and invoices at high risk of becoming uncollectible based on payment behavior deterioration, industry trends, and financial indicators. Flags accounts for write-off consideration or legal action.","intents":["I want to identify customers likely to default before they do","I need to flag accounts for potential write-off or legal collection","I want to reduce bad debt losses through early intervention"],"best_for":["companies with significant bad debt exposure","organizations with large customer bases","B2B companies with long payment terms"],"limitations":["cannot predict unexpected bankruptcies or market shocks","requires sufficient payment history to identify deterioration","legal/regulatory requirements vary by jurisdiction"],"requires":["historical payment data","customer financial indicators","industry/market data"],"input_types":["payment history","customer data","market indicators"],"output_types":["bad debt risk scores","account flags","write-off recommendations"],"categories":["finance","risk-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_12","uri":"capability://finance.collection.performance.analytics.and.dashboards","name":"collection-performance-analytics-and-dashboards","description":"Provides comprehensive dashboards and analytics showing collection performance metrics including collection rates, average days to payment, dunning effectiveness, and team productivity metrics.","intents":["I want to see how well our collection efforts are performing","I need to track metrics that matter to leadership (collection rates, DSO, etc.)","I want to identify trends and areas for improvement in our AR process"],"best_for":["AR managers","finance leaders","companies focused on continuous improvement"],"limitations":["dashboard insights are only as good as underlying data quality","requires sufficient data history to identify meaningful trends","may need customization for industry-specific metrics"],"requires":["collection data","payment records","dunning activity logs"],"input_types":["AR transaction data","collection activity logs","payment records"],"output_types":["performance dashboards","trend reports","KPI summaries","analytics visualizations"],"categories":["finance","analytics","reporting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_2","uri":"capability://finance.real.time.cash.flow.forecasting","name":"real-time-cash-flow-forecasting","description":"Generates forward-looking cash flow projections by combining payment predictions with outstanding invoice data and historical collection patterns. Updates dynamically as new invoices are issued and payments are received.","intents":["I need to forecast cash available for operations over the next 30-90 days","I want to predict when we'll have enough cash to cover payroll or expenses","I need to communicate cash position to finance leadership and investors"],"best_for":["CFOs and finance teams","companies with variable payment cycles","organizations managing tight cash positions"],"limitations":["accuracy decreases beyond 90-day forecast horizon","does not account for unexpected customer defaults or bankruptcies","requires integration with accounting system for real-time data"],"requires":["current accounts receivable data","historical payment timing patterns","outstanding invoice pipeline","ERP/accounting system integration"],"input_types":["invoice register","payment history","customer payment terms"],"output_types":["cash flow projections","probability distributions","scenario analyses","forecast charts"],"categories":["finance","forecasting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_3","uri":"capability://finance.multi.currency.invoice.processing","name":"multi-currency-invoice-processing","description":"Handles invoice creation, tracking, and payment processing across multiple currencies with automatic exchange rate management and currency-specific payment term handling.","intents":["I need to invoice customers in their local currencies without manual conversion","I want to track payments in multiple currencies and consolidate reporting","I need to manage payment terms that vary by currency or region"],"best_for":["companies with international customer bases","B2B SaaS with global operations","organizations with cross-border transactions"],"limitations":["exchange rate fluctuations can impact forecasting accuracy","requires currency conversion rules configuration","may have regulatory compliance requirements per currency"],"requires":["multi-currency accounting system integration","exchange rate data source","currency-specific payment processing capabilities"],"input_types":["invoices in multiple currencies","customer location/currency preferences","payment instructions"],"output_types":["multi-currency invoice records","consolidated reporting in base currency","currency-specific payment tracking"],"categories":["finance","internationalization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_4","uri":"capability://finance.multi.language.communication.generation","name":"multi-language-communication-generation","description":"Automatically generates payment reminders, dunning notices, and customer communications in multiple languages based on customer location or preference settings.","intents":["I want to send payment reminders in customers' native languages","I need to maintain professional communication standards across different language regions","I want to improve payment response rates by communicating in local languages"],"best_for":["globally distributed companies","organizations with diverse customer bases","companies prioritizing customer experience"],"limitations":["quality depends on translation accuracy","cultural nuances may not be captured in automated translations","requires language preference data for each customer"],"requires":["customer language preferences","multi-language message templates","translation capability or service"],"input_types":["customer language preferences","communication templates","customer location data"],"output_types":["localized payment reminders","translated dunning notices","multi-language communication logs"],"categories":["finance","internationalization","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_5","uri":"capability://finance.erp.system.integration.and.sync","name":"erp-system-integration-and-sync","description":"Bi-directional integration with major ERP and accounting systems (SAP, NetSuite, QuickBooks) that automatically syncs invoice data, payment records, and customer information without requiring manual data migration or entry.","intents":["I want to connect FinFloh to our existing accounting system without manual data entry","I need invoice and payment data to stay synchronized across systems in real-time","I want to avoid duplicate data entry and maintain single source of truth"],"best_for":["companies with established ERP/accounting systems","organizations wanting to minimize implementation effort","teams with limited IT resources"],"limitations":["integration complexity varies by ERP system version","requires API access and proper authentication setup","data mapping must be configured correctly to avoid sync errors"],"requires":["active ERP/accounting system subscription","API credentials and access permissions","data mapping configuration","IT support for initial setup"],"input_types":["ERP system data","accounting records","customer master data"],"output_types":["synchronized invoice records","payment data","customer information","sync status logs"],"categories":["finance","integration","data-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_6","uri":"capability://finance.dso.reduction.tracking.and.reporting","name":"dso-reduction-tracking-and-reporting","description":"Monitors and reports on Days Sales Outstanding (DSO) metrics, showing impact of automation on collection efficiency. Provides dashboards and reports tracking DSO trends, collection rates, and AR aging.","intents":["I want to measure how much our DSO has improved since implementing FinFloh","I need to report AR metrics to leadership and investors","I want to identify which customers or regions have the longest payment cycles"],"best_for":["finance leaders","AR managers","companies focused on cash flow optimization"],"limitations":["DSO improvements depend on successful implementation and adoption","external factors (customer financial health) can impact DSO independent of tool","requires consistent data quality for accurate calculations"],"requires":["historical AR data","payment data","invoice issuance dates"],"input_types":["invoice records","payment records","customer data"],"output_types":["DSO metrics","trend reports","AR aging reports","collection rate analytics"],"categories":["finance","analytics","reporting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_7","uri":"capability://finance.customer.payment.behavior.profiling","name":"customer-payment-behavior-profiling","description":"Builds detailed profiles of each customer's payment behavior including average payment delay, payment method preferences, communication responsiveness, and seasonal payment patterns.","intents":["I want to understand each customer's typical payment behavior and patterns","I need to know which customers respond to email vs phone vs other communication methods","I want to identify seasonal payment patterns to adjust forecasting"],"best_for":["AR teams with diverse customer bases","companies with long payment histories","organizations wanting to personalize collection strategies"],"limitations":["requires sufficient historical data per customer (6+ months)","patterns may change due to customer business changes","small customer accounts may not have enough data for reliable profiles"],"requires":["historical payment data","communication interaction logs","customer transaction history"],"input_types":["payment records","communication history","invoice data"],"output_types":["customer behavior profiles","payment pattern summaries","communication preference data"],"categories":["finance","analytics","customer-intelligence"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_8","uri":"capability://finance.collection.priority.ranking","name":"collection-priority-ranking","description":"Intelligently ranks outstanding invoices and customers by collection priority based on payment risk, invoice age, customer value, and payment probability scores.","intents":["I want to know which invoices to focus on first to maximize collections","I need to prioritize high-value customers and accounts at risk","I want to allocate my limited AR team time to the most impactful follow-ups"],"best_for":["AR teams with limited capacity","companies with large customer bases","organizations managing complex payment scenarios"],"limitations":["prioritization depends on accuracy of underlying prediction models","may not account for strategic customer relationships","requires regular updates as new data arrives"],"requires":["payment prediction scores","invoice aging data","customer value metrics","payment history"],"input_types":["outstanding invoices","customer data","payment predictions"],"output_types":["prioritized invoice lists","collection action recommendations","priority scores"],"categories":["finance","workflow","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finfloh__cap_9","uri":"capability://finance.payment.method.tracking.and.routing","name":"payment-method-tracking-and-routing","description":"Tracks customer payment method preferences and automatically routes payment requests through preferred channels (ACH, credit card, wire transfer, etc.) to maximize payment completion rates.","intents":["I want to know each customer's preferred payment method","I need to route payment requests through the channels customers are most likely to use","I want to reduce payment friction by offering preferred payment methods"],"best_for":["companies with diverse customer payment preferences","organizations processing high payment volumes","teams wanting to optimize payment completion rates"],"limitations":["requires integration with multiple payment processors","payment method availability varies by customer location","compliance requirements vary by payment method and region"],"requires":["payment processor integrations","customer payment method preferences","payment routing rules"],"input_types":["customer payment method history","payment processor capabilities"],"output_types":["payment method recommendations","routed payment requests","payment completion tracking"],"categories":["finance","payment-processing"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"high","permissions":["clean historical invoice and payment data","customer master data integrated with ERP/accounting system","minimum transaction volume to establish patterns","customer contact information (email, phone)","communication preference data","payment prediction scores","customizable message templates","standardized AR processes","clear business rules for automation","staff training on new workflows"],"failure_modes":["requires 6+ months of historical payment data to train effectively","accuracy depends on data quality and consistency","may not account for sudden market disruptions or customer bankruptcies","requires initial configuration of dunning rules and templates","may need adjustment for highly customized customer relationships","effectiveness depends on accurate customer contact information","automation effectiveness depends on process standardization","complex or non-standard situations still require manual intervention","requires initial process mapping and configuration","cannot predict unexpected bankruptcies or market shocks","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.548Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=finfloh","compare_url":"https://unfragile.ai/compare?artifact=finfloh"}},"signature":"vh28+1aE5vGKuNBc2tCb2TUjZdjVgYi7LVc17cHJYSdDqfNwkcXjB7dtuVqQvcsu+A7U0IJlkyn5Vs3USIDjCg==","signedAt":"2026-06-22T05:26:21.261Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/finfloh","artifact":"https://unfragile.ai/finfloh","verify":"https://unfragile.ai/api/v1/verify?slug=finfloh","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}