AI-Driven Accounting Platform with Real-Time Dashboard
$1500-3000 USD
着払い
Objective:
Develop a full accounting platform with an interactive dashboard that provides real-time profit and liability tracking, financial analysis (including inventory turnover), and AI-driven insights. The platform should offer core accounting functionalities, be cloud-hosted, and scalable for multiple users/companies.
Core Features:
1. Accounting Suite Features:
General Ledger: Record all financial transactions in a double-entry system.
Accounts Payable/Receivable: Track vendor payments and customer invoices.
Expense Tracking: Record business expenses and categorize them for reporting.
Invoicing:
Automated invoicing and recurring invoices.
Multi-currency support.
Bank Reconciliation: Reconcile bank statements with transaction records.
Tax Management:
Automatic tax calculation (VAT, GST, etc.).
Integration with local tax systems for compliance.
Payroll Management: Support for employee payments, tax deductions, and benefits management.
Inventory Management:
Real-time tracking of stock levels.
Automatic stock reordering notifications.
Inventory turnover rate calculation.
Financial Reports:
Profit and Loss (P&L), balance sheet, cash flow statements.
Customizable reports based on date ranges, product categories, etc.
Real-Time Dashboard Requirements:
1. General Overview:
A dashboard that visualizes the overall financial health of the business in real time.
Displays essential KPIs such as:
Real-time profits (overall and per product).
Liabilities (payables and other debts).
Inventory turnover: Highlight which products are moving fast and which are underperforming.
Expense analysis: Break down of expenses by category (e.g., operational, marketing, etc.).
Cash flow trends: Current cash inflows and outflows.
Accounts receivable/payable balances.
2. Specific Components:
Real-time Profit Analysis:
Profit breakdown by product/service, updated dynamically.
Filters for time periods (daily, weekly, monthly).
Alerts for products or services that are performing below expected profitability.
Liability Tracking:
Track total liabilities, including short-term debts, accounts payable, and long-term obligations.
Visualize upcoming payments and their due dates.
Inventory Turnover:
Show inventory turnover ratio and aging of inventory items.
Identify fast-moving and slow-moving stock.
Predict future inventory needs using AI-driven forecasting.
3. Customization:
Allow users to customize which KPIs are visible on the dashboard.
Custom filters for date ranges, specific products/services, or geographic regions.
Export options (PDF, CSV) for dashboard reports.
4. Technology Stack for Dashboard:
Frontend:
Use React.js or Vue.js for building the user interface.
Integrate visual libraries like [login to view URL], Plotly, or D3.js for interactive visualizations.
Backend:
Implement real-time data fetching via REST APIs or GraphQL.
For real-time updates, use WebSockets or Server-Sent Events (SSE).
Database:
Use PostgreSQL or MySQL to store financial data.
Use Redis for caching and fast access to frequently queried data.
AI Integration Requirements:
1. Predictive Analytics:
AI models should predict:
Future profits based on historical data and trends.
Cash flow predictions for the next 30, 60, and 90 days.
Inventory demand forecasting based on sales data and seasonal trends.
Technology: Integrate TensorFlow, PyTorch, or Scikit-learn for machine learning.
2. Automated Categorization:
Use NLP to categorize and classify financial transactions (e.g., automatically classify expenses).
Suggest categorization for uncategorized transactions based on historical patterns.
3. Anomaly Detection:
Detect anomalies in transactions (e.g., fraudulent or unusual transactions) and flag them for review.
Create alerts for unusual spikes in expenses or cash outflows.
Platform and Deployment Requirements:
1. Cloud Hosting:
Host the platform on a cloud provider like AWS, Google Cloud, or DigitalOcean.
Ensure scalability for multiple users/companies.
Implement containerization using Docker for easy deployment and scaling.
Option to host the system as SaaS with multi-tenant architecture (separate data instances for each client).
2. Security:
Implement SSL/TLS encryption for secure access (HTTPS).
Role-based access control for different users (admin, accountant, auditor).
Data isolation between different clients (for SaaS model).
Two-factor authentication (2FA) for login.
3. Integration with Other Tools:
Integration with payment gateways (Stripe, PayPal, etc.) for processing payments.
Integration with bank APIs for automatic bank statement imports.
REST API or GraphQL API for third-party integrations and custom workflows.
4. Performance and Optimization:
Ensure real-time data fetching for dashboard without significant delays.
Optimize database queries to handle large volumes of transactional data efficiently.
Testing and Deployment:
1. Testing:
Perform unit testing on all major features (accounting calculations, inventory tracking).
Stress test the dashboard to ensure it can handle high traffic and real-time updates.
Test the AI models for accuracy and real-time predictions.
2. Deployment:
Deploy to a production environment on a cloud provider.
Set up CI/CD pipelines for continuous integration and updates.
3. Documentation:
Provide user documentation for clients on how to use the platform and dashboard.
Developer documentation for future scaling and feature additions.
Timeline & Milestones:
Phase 1: Set up basic accounting functionalities (ledger, invoicing, expense tracking).
Phase 2: Develop and integrate the real-time dashboard.
Phase 3: Implement AI-driven features (predictive analytics, anomaly detection).
Phase 4: Final testing, deployment, and user onboarding
プロジェクトID: #38619835
プロジェクトについて
113人のフリーランサーが、平均$2421 で、この仕事に入札しています。
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