{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_reconcile","slug":"reconcile","name":"Reconcile","type":"product","url":"https://ai.getreconcile.com","page_url":"https://unfragile.ai/reconcile","categories":["data-analysis"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_reconcile__cap_0","uri":"capability://data.processing.analysis.ai.powered.transaction.categorization.and.auto.tagging","name":"ai-powered transaction categorization and auto-tagging","description":"Analyzes incoming bank transactions using natural language processing and merchant metadata to automatically assign accounting categories (e.g., 'Office Supplies', 'Client Meals', 'Software Subscriptions'). The system learns from user corrections over time, building a transaction pattern model specific to each business. Reduces manual categorization time by 80-90% compared to manual entry, with confidence scoring to flag ambiguous transactions for review.","intents":["I want to automatically categorize hundreds of monthly transactions without manually assigning each one to an account","I need the system to learn my business's spending patterns and categorize similar transactions consistently","I want to flag transactions that don't fit my typical patterns for fraud detection or unusual spending review"],"best_for":["Freelancers and solopreneurs processing 50-500 transactions monthly","E-commerce sellers with high transaction volume and repetitive spending patterns","Micro-businesses wanting to eliminate manual data entry without hiring bookkeepers"],"limitations":["Accuracy degrades for ambiguous merchants or new business categories not seen in training data","Requires clean, standardized transaction descriptions from bank feeds — poor data quality reduces effectiveness","May struggle with multi-currency or international transactions without explicit currency/region configuration","Free tier likely limits number of custom categories or learning iterations per month"],"requires":["Connected bank account via Plaid, Stripe, or similar fintech API","Minimum 20-30 historical transactions for pattern learning to activate","Active internet connection for real-time transaction processing"],"input_types":["structured transaction data (merchant name, amount, date, description)","bank feed data (CSV, OFX, or API-streamed transactions)"],"output_types":["structured categorization (category code, confidence score, suggested GL account)","tagged transaction records with audit trail"],"categories":["data-processing-analysis","machine-learning-classification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_1","uri":"capability://data.processing.analysis.automated.bank.and.credit.card.reconciliation","name":"automated bank and credit card reconciliation","description":"Matches transactions from connected bank accounts and credit cards against recorded accounting entries using fuzzy matching on amount, date, and merchant metadata. Identifies unmatched transactions, duplicate entries, and timing discrepancies (e.g., pending vs. cleared). Generates reconciliation reports highlighting variances and suggesting corrections. Uses probabilistic matching algorithms to handle slight amount variations, date shifts, and merchant name inconsistencies across systems.","intents":["I want to automatically match my bank statement to my accounting records without manually comparing line-by-line","I need to identify and resolve discrepancies between what my bank shows and what my books show each month","I want to catch duplicate transactions or data entry errors before they compound into larger accounting problems"],"best_for":["Small business owners managing 2-5 bank/credit accounts","Freelancers who need monthly reconciliation but lack accounting training","Businesses with high transaction volume where manual reconciliation is error-prone"],"limitations":["Fuzzy matching may incorrectly pair similar transactions (e.g., two $50 charges on same day from different vendors)","Requires consistent transaction naming from banks — if merchant names vary across statements, matching accuracy drops","Cannot reconcile accounts without direct API integration; manual CSV uploads may have formatting issues","Free tier likely limits reconciliation frequency (e.g., monthly only, not real-time)","Does not handle complex scenarios like partial payments, refunds with fees, or multi-leg transactions"],"requires":["Connected bank account via Plaid, Stripe, or direct bank API","Prior month's reconciliation completed (baseline for variance detection)","Accounting records already entered in system or imported from external source"],"input_types":["bank transaction feeds (OFX, CSV, or API)","accounting ledger entries (GL account balances, transaction records)"],"output_types":["reconciliation report (matched/unmatched transactions, variance summary)","suggested journal entries to correct discrepancies","reconciliation status (balanced, pending review, exceptions)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_10","uri":"capability://data.processing.analysis.tax.compliance.reporting.and.quarterly.estimated.tax.calculation","name":"tax compliance reporting and quarterly estimated tax calculation","description":"Generates tax compliance reports required for filing (Schedule C for self-employed, corporate tax forms, sales tax summaries). Calculates quarterly estimated tax payments based on year-to-date income and expenses. Tracks tax deadlines and sends reminders. Supports multiple tax jurisdictions (federal, state, local) with jurisdiction-specific rules. Exports data in formats compatible with tax software (TurboTax, TaxAct) or CPA submission.","intents":["I need to calculate my quarterly estimated tax payments without hiring a CPA","I want to generate a tax summary for my accountant without manually compiling data","I need to track tax deadlines and get reminders so I don't miss filing dates"],"best_for":["Self-employed individuals and freelancers in the US","Small business owners managing their own taxes","Businesses seeking to reduce CPA fees by pre-organizing tax data"],"limitations":["Tax guidance is informational; system does not file taxes or provide legal advice","Limited to US federal and state taxes; international tax rules not supported","Quarterly estimates are based on year-to-date data; actual liability may vary based on deductions, credits, or life changes","Free tier likely limits number of tax reports or jurisdictions","Export formats may not be compatible with all tax software versions"],"requires":["Categorized income and expense transactions","Business entity type (sole proprietor, LLC, S-corp, C-corp)","Tax jurisdiction (state and local)","Prior year tax information (for comparison and planning)"],"input_types":["categorized income and expense transactions","business entity type and jurisdiction","estimated tax payment history"],"output_types":["quarterly estimated tax calculation (amount due, due date)","tax compliance reports (Schedule C, corporate forms, sales tax summaries)","tax deadline calendar with reminders","exportable tax data (for tax software or CPA submission)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_2","uri":"capability://data.processing.analysis.intelligent.expense.categorization.with.tax.deduction.optimization","name":"intelligent expense categorization with tax deduction optimization","description":"Analyzes categorized transactions to identify tax-deductible expenses and suggest optimization strategies (e.g., 'Home office supplies are 100% deductible; consider bundling with utilities for Section 179 depreciation'). Uses tax code knowledge (IRS, state-specific rules) embedded in the system to flag missed deductions and calculate estimated tax liability. Provides guidance without requiring CPA consultation, though recommendations are informational only.","intents":["I want to identify all tax-deductible expenses I'm currently missing so I can reduce my tax liability","I need guidance on which business expenses qualify for deductions without hiring a tax professional","I want to understand how my spending patterns affect my estimated quarterly tax payments"],"best_for":["Freelancers and self-employed individuals in the US (initially; may expand to other jurisdictions)","Small business owners who cannot afford annual CPA consultations","E-commerce sellers managing multiple expense categories (COGS, marketing, fulfillment)"],"limitations":["Tax guidance is informational and not a substitute for professional tax advice; liability for incorrect deductions remains with user","Rules are static and updated annually; may miss mid-year tax law changes","Limited to US federal tax code; state and local tax optimization not included","Cannot handle complex scenarios (e.g., S-corp vs. sole proprietor optimization, multi-state nexus)","Free tier likely limits number of deduction suggestions or optimization reports per year"],"requires":["Categorized transactions (from transaction categorization capability)","Business type/entity structure (sole proprietor, LLC, S-corp, etc.) for rule selection","US tax jurisdiction (federal rules; state rules may vary)"],"input_types":["categorized expense transactions","business entity type and jurisdiction","estimated annual revenue"],"output_types":["deduction optimization report (missed deductions, estimated tax savings)","tax guidance (plain-language explanations of deductibility rules)","estimated quarterly tax payment amounts"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_3","uri":"capability://data.processing.analysis.multi.account.financial.reporting.and.dashboard.visualization","name":"multi-account financial reporting and dashboard visualization","description":"Aggregates data from multiple connected bank accounts, credit cards, and accounting records to generate real-time financial reports (P&L, balance sheet, cash flow). Displays dashboards with key metrics (revenue, expenses, profit margin, cash position) updated as transactions are processed. Uses data warehouse patterns to normalize heterogeneous account data into a unified reporting schema, enabling cross-account analytics without manual consolidation.","intents":["I want a single dashboard showing my complete financial picture across all my bank accounts and credit cards","I need to generate monthly P&L and cash flow reports without manually exporting data from multiple sources","I want to track key metrics (profit margin, burn rate, runway) in real-time to make business decisions"],"best_for":["Freelancers and small business owners managing 2-5 accounts","E-commerce sellers needing real-time cash flow visibility","Founders seeking quick financial snapshots for investor updates or board meetings"],"limitations":["Reporting accuracy depends on transaction categorization quality — garbage in, garbage out","Real-time updates may lag 24-48 hours depending on bank API latency","Limited customization of report formats or metrics in free tier","Cannot handle complex consolidation scenarios (e.g., inter-company transactions, eliminations)","No drill-down capability to transaction-level detail in some reports"],"requires":["At least one connected bank account or credit card","Transactions categorized (from transaction categorization capability)","Accounting records reconciled for accuracy"],"input_types":["multi-source transaction data (banks, credit cards, payment processors)","categorized expense and revenue records","account balances and opening balances"],"output_types":["financial statements (P&L, balance sheet, cash flow statement)","dashboard visualizations (charts, KPI cards, trend analysis)","exportable reports (PDF, CSV, Excel)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_4","uri":"capability://tool.use.integration.bank.and.payment.processor.integration.via.fintech.apis","name":"bank and payment processor integration via fintech apis","description":"Connects to bank accounts, credit cards, and payment processors (Stripe, PayPal, Square) using OAuth and fintech aggregation APIs (Plaid, Stripe Connect, etc.). Automatically pulls transaction data, account balances, and metadata without requiring manual CSV exports or API key management. Handles authentication, token refresh, and error recovery transparently. Supports multiple account types (checking, savings, credit, merchant accounts) with unified transaction normalization.","intents":["I want to connect my bank account without manually exporting CSV files every month","I need to pull transaction data from multiple payment processors (Stripe, PayPal) into one place","I want the system to automatically refresh my account data without me having to re-authenticate"],"best_for":["Users with accounts at major US banks (Chase, Bank of America, Wells Fargo, etc.)","E-commerce sellers using Stripe, PayPal, or Square for payment processing","Freelancers and small businesses wanting plug-and-play integrations"],"limitations":["Plaid coverage varies by bank; some regional or international banks may not be supported","OAuth token refresh may fail if user changes bank password or revokes permissions","Transaction data latency varies by bank (24-48 hours typical; real-time not guaranteed)","Free tier likely limits number of connected accounts (e.g., 2-3 accounts max)","International banks and non-USD currencies may have limited support"],"requires":["Active bank account at a supported financial institution","OAuth-compatible authentication (most US banks supported via Plaid)","Internet connection for initial OAuth flow and ongoing token refresh"],"input_types":["bank credentials (via OAuth, not stored directly)","account selection (which accounts to sync)"],"output_types":["transaction feeds (normalized transaction objects with merchant, amount, date, category)","account balances and metadata","connection status and sync history"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_5","uri":"capability://data.processing.analysis.recurring.transaction.detection.and.automated.entry","name":"recurring transaction detection and automated entry","description":"Identifies recurring transactions (subscriptions, rent, payroll, loan payments) by analyzing transaction history for patterns (same amount, same merchant, regular intervals). Automatically creates recurring journal entries or flags them for approval. Uses time-series analysis and clustering algorithms to detect patterns with configurable sensitivity (e.g., 'exact match' vs. 'within 5% variance'). Reduces manual data entry for predictable expenses.","intents":["I want to automatically detect my monthly subscriptions and recurring expenses so I don't have to manually enter them each month","I need to identify all recurring revenue (client retainers, subscriptions) to forecast cash flow accurately","I want to catch unexpected recurring charges (e.g., auto-renewal subscriptions I forgot about)"],"best_for":["SaaS companies and subscription-based businesses with recurring revenue","Freelancers with monthly retainer clients","Any business with predictable recurring expenses (rent, utilities, insurance)"],"limitations":["Pattern detection requires 2-3 months of historical data to establish baseline","Fails on transactions with variable amounts (e.g., utilities with seasonal variation)","Cannot distinguish between intentional recurring charges and accidental duplicates","Sensitivity tuning is manual; no adaptive learning from user corrections","Free tier likely limits number of detected recurring patterns or automation rules"],"requires":["Minimum 60-90 days of transaction history for pattern detection","Consistent merchant naming across transactions (variation reduces detection accuracy)"],"input_types":["transaction history (merchant, amount, date)","pattern sensitivity settings (tolerance for amount variance, interval variance)"],"output_types":["detected recurring transaction patterns (frequency, amount, merchant, confidence score)","suggested recurring journal entries","alerts for new recurring charges detected"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_6","uri":"capability://image.visual.expense.receipt.capture.and.ocr.based.data.extraction","name":"expense receipt capture and ocr-based data extraction","description":"Accepts receipt images (photos, PDFs, email attachments) and uses optical character recognition (OCR) to extract key fields (vendor, amount, date, category, tax amount). Matches extracted data to existing transactions for automatic reconciliation or creates new entries if unmatched. Stores receipt images as audit trail documentation. Supports batch upload and email-to-receipt forwarding for hands-free capture.","intents":["I want to photograph receipts and have the system automatically extract the amount and vendor instead of manually typing them","I need to maintain receipt documentation for tax audit purposes without manually organizing files","I want to match receipts to credit card transactions automatically to verify accuracy"],"best_for":["Freelancers and small business owners with high receipt volume (50+ per month)","Businesses requiring audit-ready receipt documentation","Users who prefer mobile-first workflows (photo capture vs. manual entry)"],"limitations":["OCR accuracy varies by receipt quality (blurry photos, faded ink reduce accuracy to 70-80%)","Handwritten receipts or non-standard formats may fail OCR entirely","Tax amount extraction is unreliable for receipts without explicit tax line items","Free tier likely limits number of receipts processed per month (e.g., 50-100)","Receipt storage may have size/duration limits (e.g., 1-year retention only)"],"requires":["Receipt image in JPEG, PNG, or PDF format","Minimum 300 DPI resolution for legible OCR (phone camera typically sufficient)","Corresponding transaction in system for matching (optional but improves accuracy)"],"input_types":["receipt images (JPEG, PNG, PDF)","email forwarding (receipts sent to designated email address)","batch uploads (multiple receipts at once)"],"output_types":["extracted receipt data (vendor, amount, date, category, tax amount)","matched transaction records (linked to bank transaction)","receipt image storage (audit trail)"],"categories":["image-visual","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_7","uri":"capability://planning.reasoning.cash.flow.forecasting.with.scenario.modeling","name":"cash flow forecasting with scenario modeling","description":"Projects future cash position based on historical spending patterns, recurring transactions, and seasonal trends. Generates forecasts for 30/60/90 days ahead with confidence intervals. Supports scenario modeling (e.g., 'What if revenue drops 20%?' or 'What if I hire two employees?') by adjusting expense assumptions. Uses time-series forecasting algorithms (ARIMA, exponential smoothing) to extrapolate trends while accounting for seasonality and volatility.","intents":["I want to forecast my cash position 90 days out to know if I'll have enough runway to cover expenses","I need to model the impact of hiring new employees or launching a marketing campaign on my cash flow","I want to identify seasonal patterns in my spending to plan for high-expense months"],"best_for":["Bootstrapped startups and freelancers managing tight cash flow","E-commerce sellers with seasonal revenue patterns","Founders seeking data-driven financial planning without hiring a CFO"],"limitations":["Forecast accuracy degrades beyond 90 days; confidence intervals widen significantly","Requires 6+ months of historical data for seasonal pattern detection","Cannot account for unexpected events (market downturns, customer churn, one-time expenses)","Scenario modeling is manual; no automated sensitivity analysis","Free tier likely limits number of scenarios or forecast horizons"],"requires":["Minimum 6 months of transaction history for pattern detection","Recurring transactions identified (from recurring transaction detection capability)","Categorized expenses for trend analysis"],"input_types":["historical transaction data (amounts, dates, categories)","recurring transaction patterns","scenario assumptions (revenue change %, new expense amounts)"],"output_types":["cash flow forecast (projected daily/weekly balance, confidence intervals)","scenario comparison (baseline vs. adjusted forecast)","alerts (low cash warnings, runway estimates)"],"categories":["planning-reasoning","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_8","uri":"capability://data.processing.analysis.multi.currency.transaction.handling.and.fx.conversion","name":"multi-currency transaction handling and fx conversion","description":"Detects and normalizes multi-currency transactions (e.g., USD, EUR, GBP) using real-time or historical exchange rates. Converts foreign currency amounts to base currency for reporting and reconciliation. Tracks FX gains/losses separately for tax reporting. Supports both transaction-level conversion (at time of transaction) and period-end conversion (for consolidation). Handles currency rounding and precision rules per accounting standards.","intents":["I have clients in multiple countries and receive payments in different currencies; I need to track them in my base currency","I want to understand my FX gains and losses separately from operational profit for tax purposes","I need to convert foreign currency transactions at the correct exchange rate for accurate reporting"],"best_for":["Freelancers and agencies with international clients","E-commerce sellers shipping to multiple countries","Businesses with foreign suppliers or subsidiaries"],"limitations":["FX conversion accuracy depends on exchange rate source (real-time rates may vary by provider)","Historical rate lookups may not be available for all currency pairs or dates","Rounding rules vary by jurisdiction and accounting standard (GAAP vs. IFRS); system may not match local requirements","Free tier likely limits number of supported currencies or conversion frequency","Cannot handle complex FX hedging or derivative transactions"],"requires":["Base currency configured (e.g., USD for US businesses)","Real-time or historical exchange rate data source (e.g., OpenExchangeRates, OANDA)","Transaction currency explicitly specified or detected from merchant data"],"input_types":["multi-currency transaction data (amount, currency, date)","base currency setting","exchange rate source configuration"],"output_types":["converted transaction amounts (in base currency)","FX gain/loss entries (for P&L reporting)","currency conversion audit trail (rate used, conversion date)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_reconcile__cap_9","uri":"capability://data.processing.analysis.vendor.and.customer.management.with.payment.tracking","name":"vendor and customer management with payment tracking","description":"Maintains a registry of vendors (suppliers, service providers) and customers with contact info, payment terms, and transaction history. Tracks outstanding invoices, overdue payments, and payment status. Generates aging reports (accounts payable, accounts receivable) showing which invoices are past due. Supports invoice creation, payment scheduling, and automated payment reminders. Integrates with bank data to match payments to invoices automatically.","intents":["I want to track which customers owe me money and how overdue their payments are","I need to know which vendor invoices are due soon so I can plan cash flow","I want to generate aging reports for my accountant without manually compiling invoice data"],"best_for":["Freelancers and agencies with multiple clients","Small businesses with significant accounts receivable or payable","Businesses needing payment tracking without a full ERP system"],"limitations":["Requires manual invoice entry or integration with invoicing software (not all invoicing tools supported)","Payment matching relies on transaction categorization accuracy; mismatched payments create reconciliation issues","Free tier likely limits number of vendors/customers or invoices tracked","Cannot enforce payment terms or send automated payment reminders without additional integration","No support for partial payments or credit memos in basic version"],"requires":["Vendor/customer contact information (name, email, payment terms)","Invoice data (amount, due date, status) from invoicing software or manual entry","Bank transaction data for payment matching"],"input_types":["vendor/customer master data (contact, payment terms)","invoice records (amount, date, due date, status)","payment transaction data (for matching)"],"output_types":["aging reports (A/P and A/R by age bucket)","outstanding invoice lists (sorted by due date)","payment status tracking (paid, pending, overdue)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["Connected bank account via Plaid, Stripe, or similar fintech API","Minimum 20-30 historical transactions for pattern learning to activate","Active internet connection for real-time transaction processing","Connected bank account via Plaid, Stripe, or direct bank API","Prior month's reconciliation completed (baseline for variance detection)","Accounting records already entered in system or imported from external source","Categorized income and expense transactions","Business entity type (sole proprietor, LLC, S-corp, C-corp)","Tax jurisdiction (state and local)","Prior year tax information (for comparison and planning)"],"failure_modes":["Accuracy degrades for ambiguous merchants or new business categories not seen in training data","Requires clean, standardized transaction descriptions from bank feeds — poor data quality reduces effectiveness","May struggle with multi-currency or international transactions without explicit currency/region configuration","Free tier likely limits number of custom categories or learning iterations per month","Fuzzy matching may incorrectly pair similar transactions (e.g., two $50 charges on same day from different vendors)","Requires consistent transaction naming from banks — if merchant names vary across statements, matching accuracy drops","Cannot reconcile accounts without direct API integration; manual CSV uploads may have formatting issues","Free tier likely limits reconciliation frequency (e.g., monthly only, not real-time)","Does not handle complex scenarios like partial payments, refunds with fees, or multi-leg transactions","Tax guidance is informational; system does not file taxes or provide legal advice","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"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":"2026-05-24T12:16:33.094Z","last_scraped_at":"2026-04-05T13:23:42.551Z","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=reconcile","compare_url":"https://unfragile.ai/compare?artifact=reconcile"}},"signature":"0hhhm8jjTPSliBWqwm2d4H/LtHhnlcpMOzfyavKvQf99UihGgnxqb6xUE051udz0JvcJCzj6qGgD9xIJI275AA==","signedAt":"2026-06-22T04:05:08.788Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/reconcile","artifact":"https://unfragile.ai/reconcile","verify":"https://unfragile.ai/api/v1/verify?slug=reconcile","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"}}