LedgerPilot: a private cashflow copilot for the one-person business
Описание и применение
LedgerPilot позволяет фрилансерам быстро оценивать состояние наличности, прогнозировать выручку и получать конкретные действия, используя только CSV‑экспорт и локальный LLM.
Задача
Freelancers and one‑person businesses need a quick way to assess monthly cash health, runway, and next actions without a full accounting dashboard.
Результат
LedgerPilot enables a one‑person business to perform a five‑minute monthly cash‑flow review, reducing uncertainty and avoiding unpredictable API costs.
Рабочий процесс
- Upload a CSV with columns date,description,amount,category
- Server parses CSV and calculates income, expenses, category totals, monthly net cashflow, average monthly change, volatility, and runway
- Deterministic forecast generates a six‑month projection
- If Ollama is configured, the server sends the structured summary to the qwen2.5:3b model to produce a headline, three actions, and one watchout; otherwise a deterministic fallback is used
- Frontend displays the summary, forecast, and action plan
- User reviews the results and decides next steps
Доказательства
LedgerPilot is a small cashflow copilot for freelancers and one-person businesses.
It takes a CSV export from a bank, Stripe, PayPal, or accounting tool and turns it into: a clear income, expense, and net-cashflow summary – category-level spending signals – a six-month expected and cautious-case projection – three specific actions, written in plain language
The server parses the CSV and calculates the facts: income, expenses, category totals, monthly net cashflow, average monthly change, volatility, and runway.
If OLLAMA_URL is configured, LedgerPilot uses Ollama and the qwen2.5:3b model by default.
The app has no database and does not require a bank connection.
- Дата записи: 2026-10-17T19:56:11.066Z