{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_finpilot","slug":"finpilot","name":"Finpilot","type":"product","url":"https://www.finpilot.ai","page_url":"https://unfragile.ai/finpilot","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_finpilot__cap_0","uri":"capability://finance.multi.source.financial.data.extraction","name":"multi-source financial data extraction","description":"Automatically pulls transaction data, account balances, and financial records from multiple connected accounting platforms and data sources. Eliminates manual data gathering across disparate systems by intelligently parsing and normalizing data formats.","intents":["I need to consolidate financial data from multiple accounting systems without manual copy-paste","I want to automatically sync the latest transaction data from QuickBooks or Xero into a unified view","I need to extract data from non-standard financial sources and normalize it for analysis"],"best_for":["finance teams managing multiple client accounts","fractional CFOs with diverse client accounting systems","mid-market companies with complex data source landscapes"],"limitations":["Requires pre-configured integrations with supported accounting platforms","Data extraction accuracy depends on source data quality and standardization","Non-standard or custom data formats may require additional setup"],"requires":["Connected accounting platform (QuickBooks, Xero, or similar)","API access or authentication credentials to data sources","Properly formatted and clean source data"],"input_types":["accounting platform APIs","transaction records","account hierarchies","financial statements"],"output_types":["normalized transaction data","consolidated account balances","standardized financial records"],"categories":["finance","data integration","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_1","uri":"capability://finance.automated.financial.analysis.and.anomaly.detection","name":"automated financial analysis and anomaly detection","description":"Analyzes financial data to identify unusual patterns, outliers, and anomalies that warrant investigation. Generates contextual insights about variance from expected trends without requiring manual review of raw data.","intents":["I want to automatically flag unusual transactions or account movements that need investigation","I need to identify anomalies in spending patterns or revenue trends without manually reviewing data","I want AI to surface insights about financial performance that I might miss in spreadsheets"],"best_for":["finance analysts seeking to reduce manual review time","CFOs managing multiple business units or client accounts","teams needing early warning systems for financial irregularities"],"limitations":["Anomaly detection effectiveness depends on historical data quality and baseline establishment","May generate false positives in highly volatile or seasonal business environments","Limited ability to understand industry-specific or non-standard financial metrics"],"requires":["Sufficient historical financial data to establish baselines","Clean, normalized transaction data","Clear definition of what constitutes 'normal' for the business"],"input_types":["transaction records","account balances","historical financial data","time-series financial metrics"],"output_types":["anomaly alerts","variance analysis","contextual insights","risk flags"],"categories":["finance","analytics","AI analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_2","uri":"capability://finance.contextual.financial.narrative.generation","name":"contextual financial narrative generation","description":"Automatically generates written summaries and explanations of financial data, trends, and performance metrics. Transforms raw numbers into readable narratives that explain what the data means and why it matters.","intents":["I need to quickly generate financial summaries for stakeholder reports without writing them manually","I want AI to explain what's happening in our financial data in plain language","I need to create narrative context around financial metrics for board presentations or client updates"],"best_for":["fractional CFOs preparing client reports","finance teams creating executive summaries","businesses needing to communicate financial performance to non-technical stakeholders"],"limitations":["Generated narratives may lack industry-specific context or nuance","Requires human review to ensure accuracy and appropriate tone for audience","May oversimplify complex financial relationships or causal factors"],"requires":["Analyzed financial data with clear metrics and trends","Context about business type and reporting audience","Baseline financial data for comparison and trend analysis"],"input_types":["financial metrics","variance data","trend analysis","anomaly reports"],"output_types":["narrative summaries","written explanations","performance descriptions","trend commentary"],"categories":["finance","reporting","content generation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_3","uri":"capability://finance.automated.financial.report.generation","name":"automated financial report generation","description":"Compiles extracted data, analysis, and narratives into formatted financial reports ready for distribution. Generates standard financial statements, variance reports, and custom dashboards without manual assembly.","intents":["I need to generate monthly or quarterly financial reports automatically without manual formatting","I want to create consistent, professional financial reports for multiple clients or business units","I need to produce standard GL reports and financial statements on a recurring schedule"],"best_for":["accounting firms and fractional CFO services","mid-market finance teams with recurring reporting requirements","businesses needing consistent monthly or quarterly reporting"],"limitations":["Limited customization for non-standard financial metrics or industry-specific reporting","Report templates may not accommodate highly specialized or custom reporting requirements","Formatting and presentation options may be constrained to standard layouts"],"requires":["Extracted and analyzed financial data","Defined report templates or standards","Consistent data structure across reporting periods"],"input_types":["financial data","analysis results","narrative content","report specifications"],"output_types":["formatted financial reports","PDF statements","dashboard visualizations","variance reports"],"categories":["finance","reporting","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_4","uri":"capability://finance.accounting.platform.integration.and.synchronization","name":"accounting platform integration and synchronization","description":"Establishes and maintains connections with standard accounting platforms like QuickBooks and Xero. Handles authentication, data mapping, and ongoing synchronization to keep financial data current across systems.","intents":["I want to connect my QuickBooks or Xero account to automate data flow","I need to keep financial data synchronized between my accounting system and analysis tools","I want to set up integrations without requiring custom development or API work"],"best_for":["businesses using standard accounting platforms","finance teams without technical integration expertise","companies seeking plug-and-play accounting system connections"],"limitations":["Only supports pre-configured accounting platforms (QuickBooks, Xero, etc.)","Custom or legacy accounting systems may not be supported","Integration setup complexity varies by platform and data requirements"],"requires":["Active account with supported accounting platform","API credentials or authentication access","Proper user permissions in accounting system"],"input_types":["platform credentials","API keys","authentication tokens"],"output_types":["active data connections","synchronized financial records","integration status"],"categories":["finance","integration","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_5","uri":"capability://finance.financial.data.normalization.and.standardization","name":"financial data normalization and standardization","description":"Transforms data from multiple sources into a consistent, standardized format for analysis. Handles format conversion, field mapping, and data cleaning to ensure consistency across disparate sources.","intents":["I need to standardize financial data from multiple sources so it can be analyzed together","I want to clean and normalize messy financial data before analysis","I need to map different account structures and naming conventions into a unified framework"],"best_for":["organizations with multiple data sources or legacy systems","finance teams managing consolidated reporting across entities","businesses integrating data from acquisitions or merged operations"],"limitations":["Normalization rules may not handle highly non-standard data structures","Requires clear mapping definitions for custom account hierarchies","Data quality issues in source systems may propagate through normalization"],"requires":["Raw financial data from source systems","Defined normalization rules or mapping templates","Understanding of source data structure and target format"],"input_types":["raw transaction data","account hierarchies","financial records in various formats","mapping specifications"],"output_types":["standardized financial records","normalized transaction data","unified account structures"],"categories":["finance","data processing","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_6","uri":"capability://finance.variance.and.budget.analysis","name":"variance and budget analysis","description":"Compares actual financial results against budgets, forecasts, or prior periods to identify variances. Calculates variance amounts and percentages, highlighting significant deviations for investigation.","intents":["I want to automatically compare actual results to budget and flag significant variances","I need to analyze performance against forecasts without manual spreadsheet calculations","I want to identify which accounts or cost centers are significantly over or under budget"],"best_for":["finance teams with formal budgeting processes","businesses requiring variance analysis for management reporting","organizations tracking performance against forecasts"],"limitations":["Requires pre-established budgets or forecasts for comparison","Variance thresholds may need customization for different business contexts","Does not automatically explain root causes of variances"],"requires":["Actual financial data","Budget or forecast data for comparison periods","Defined variance thresholds or materiality levels"],"input_types":["actual financial results","budget data","forecast data","prior period comparisons"],"output_types":["variance reports","variance percentages","deviation alerts","variance analysis summaries"],"categories":["finance","analytics","reporting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_finpilot__cap_7","uri":"capability://finance.recurring.financial.workflow.automation","name":"recurring financial workflow automation","description":"Schedules and automates repetitive financial processes like data collection, analysis, and report generation on defined intervals. Eliminates manual execution of routine financial tasks.","intents":["I want to automate my monthly financial close process without manual intervention","I need to run the same financial analysis and reporting on a recurring schedule","I want to set up automated data collection and reporting that runs without my involvement"],"best_for":["finance teams with predictable, recurring reporting cycles","fractional CFOs managing multiple client month-end closes","businesses seeking to reduce manual financial process overhead"],"limitations":["Automation requires stable, consistent data sources and processes","Exception handling and manual interventions may still be needed for anomalies","Scheduling flexibility may be limited to standard intervals (daily, weekly, monthly)"],"requires":["Defined financial processes and workflows","Stable data sources and integrations","Clear scheduling requirements and timing"],"input_types":["workflow definitions","schedule specifications","automation rules"],"output_types":["automated reports","scheduled data extractions","recurring analysis results"],"categories":["finance","automation","workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"low","permissions":["Connected accounting platform (QuickBooks, Xero, or similar)","API access or authentication credentials to data sources","Properly formatted and clean source data","Sufficient historical financial data to establish baselines","Clean, normalized transaction data","Clear definition of what constitutes 'normal' for the business","Analyzed financial data with clear metrics and trends","Context about business type and reporting audience","Baseline financial data for comparison and trend analysis","Extracted and analyzed financial data"],"failure_modes":["Requires pre-configured integrations with supported accounting platforms","Data extraction accuracy depends on source data quality and standardization","Non-standard or custom data formats may require additional setup","Anomaly detection effectiveness depends on historical data quality and baseline establishment","May generate false positives in highly volatile or seasonal business environments","Limited ability to understand industry-specific or non-standard financial metrics","Generated narratives may lack industry-specific context or nuance","Requires human review to ensure accuracy and appropriate tone for audience","May oversimplify complex financial relationships or causal factors","Limited customization for non-standard financial metrics or industry-specific reporting","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39166666666666666,"quality":0.76,"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":"2026-04-05T13:23:42.550Z","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=finpilot","compare_url":"https://unfragile.ai/compare?artifact=finpilot"}},"signature":"mpiQZgXxSDHFmPtNMESRFVA2HfU2gDPHufsb6DWIlT69FVsUViv8t+ohBjOykxuPFJqwxyeAfc6LBHR767/9Bw==","signedAt":"2026-06-22T02:37:06.694Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/finpilot","artifact":"https://unfragile.ai/finpilot","verify":"https://unfragile.ai/api/v1/verify?slug=finpilot","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"}}