Finance Automation Using AI Solutions for Small Business

Developed an AI finance tool that analyzes expenses and sends daily insights, applying methods from AI solutions for small business.

Industry:FinTech Automation
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Finance Automation Using AI Solutions for Small Business - Hero Image
Finance Automation Using AI Solutions for Small Business - Gallery Image 2

Problem

Like many small business owners and professionals, I struggled with overspending and scattered financial data.


Even though I tracked every transaction in the Wallet by BudgetBakers app and purchased its premium plan, I couldn’t gain strategic clarity. The numbers were there — but no actionable insights, no automation, no daily improvement loop.

What I needed wasn’t another app — I needed an intelligent automation system that could act like an advisor, helping me evaluate spending and guide better behaviour.


My first idea was to export my data daily and ask ChatGPT for analysis, but doing that manually every morning defeated the purpose of smart automation and personal productivity.

Solution

How AI Tools for Small Business Inspired My Solution

To solve this, I engineered my own AI automation solution — a lightweight, modular system inspired by how modern business automation improves efficiency through data pipelines and intelligent assistants.

I began by leveraging the Wallet app’s web version, which allowed me to automatically extract transaction and balance data using a custom scraper that I developed and deployed on my server.

My developed scraper logs in securely, collects the last two months of transactions, and exposes them through a small API, similar to how AI consulting for small companies often builds quick integrations around existing tools.

Image for API output that I developed to scrape the Wallet web application

Next, I integrated this API with n8n, my preferred quick workflow automation platform, and connected Telegram as a conversational layer.

n8n workflow that integrates with the scraper API

- I can ask questions like “How much did I spend yesterday?” in Telegram.

- The automation workflow fetches my latest data, sends it to an AI model, and receives a contextual answer.

- The AI’s response comes straight to my Telegram chat — in seconds.

Asking the AI Finance Advisor

The system also sends me daily spending summaries via email and Telegram, similar to what I often build as smart automation tools for clients.

AI Advisor sending the daily updates.

Impact

This project turned my repetitive manual reviews into a fully automated AI-driven financial advisor.

  • I now receive daily AI-powered spending summaries automatically.

  • I can query my finances conversationally — just like using AI tools designed for better awareness and forecasting.

  • I eliminated the need to log in, export, or analyze manually.

The result: consistent financial awareness, proactive control, and zero daily friction — the same core outcome I deliver when implementing business automation projects for clients who need smarter, data-backed decisions.

Key Results

Daily Time Saved
30+ minutes of manual review eliminated
Financial Awareness
100% daily visibility into spending patterns
Manual Effort Reduction
Fully hands-free personal finance insights
System Reliability
Over 60 consecutive days of automated reporting

Deliverables

Automated Wallet Data Scraper and API
n8n Workflow for AI Integration
Telegram Chat Automation Bot
Daily Email and Telegram AI Reports
Personal Finance Advisor Automation Architecture

Tech Stack

Python
AI Integration
n8n
FastAPI

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