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    <title>DEV Community: Viktor</title>
    <description>The latest articles on DEV Community by Viktor (@vityah1).</description>
    <link>https://dev.to/vityah1</link>
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      <title>DEV Community: Viktor</title>
      <link>https://dev.to/vityah1</link>
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      <title>I got tired of feeding my expense tracker, so I spent years building one that feeds itself</title>
      <dc:creator>Viktor</dc:creator>
      <pubDate>Fri, 12 Jun 2026 16:57:42 +0000</pubDate>
      <link>https://dev.to/vityah1/i-got-tired-of-feeding-my-expense-tracker-so-i-spent-years-building-one-that-feeds-itself-146d</link>
      <guid>https://dev.to/vityah1/i-got-tired-of-feeding-my-expense-tracker-so-i-spent-years-building-one-that-feeds-itself-146d</guid>
      <description>&lt;p&gt;TL;DR: I built &lt;a href="https://finman.vhworx.com" rel="noopener noreferrer"&gt;FinMan&lt;/a&gt; — a free personal finance app that imports any bank statement with AI, reads utility meters and fuel receipts from photos sent to a Telegram/WhatsApp bot, and tells me what one kilometer in my car actually costs. It started as a Perl script. Here is what I learned along the way.&lt;/p&gt;

&lt;h2&gt;
  
  
  The problem with every finance app I tried
&lt;/h2&gt;

&lt;p&gt;I just wanted to know where my money goes. Simple wish, right?&lt;/p&gt;

&lt;p&gt;I tried the popular trackers. Every single one failed me the same way: &lt;strong&gt;too much manual work&lt;/strong&gt;. Enter every expense by hand. Configure categories for an hour. And almost none of them could pick up online card payments automatically — which is where most of my money actually went.&lt;/p&gt;

&lt;p&gt;At some point I caught myself spending more time &lt;em&gt;feeding&lt;/em&gt; the tracker than &lt;em&gt;understanding&lt;/em&gt; my finances. So I did the developer thing: I wrote my own.&lt;/p&gt;

&lt;p&gt;The first version was gloriously unfashionable — &lt;strong&gt;Perl on the backend, plain HTML and JavaScript on the front&lt;/strong&gt;. Ugly, but mine. And it did one thing the polished apps didn't: it worked the way &lt;em&gt;I&lt;/em&gt; lived.&lt;/p&gt;

&lt;h2&gt;
  
  
  Breakthrough #1: expenses that record themselves
&lt;/h2&gt;

&lt;p&gt;The first real win was integrating &lt;strong&gt;Monobank's webhook API&lt;/strong&gt;. Pay with the card — a second later the transaction is in my app: amount, merchant, category. No typing. No forgetting. For the first time my spending picture was complete &lt;em&gt;without me doing anything&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;That became the design principle for everything after: if it requires discipline, it will eventually fail. Automate the input.&lt;/p&gt;

&lt;h2&gt;
  
  
  Breakthrough #2: stop writing bank parsers, let AI read the statement
&lt;/h2&gt;

&lt;p&gt;Other banks meant statement imports. Each bank has its own format: CSV here, PDF there, different columns, different date conventions. I wrote parser after parser — Privatbank, PUMB, Raiffeisen, Revolut, Wise, Erste, N26...&lt;/p&gt;

&lt;p&gt;Eventually I got tired and built a different mechanism: a declarative extraction engine where &lt;strong&gt;AI recognizes the structure of a statement it has never seen before&lt;/strong&gt;. Today FinMan imports any statement. New bank? No new code.&lt;/p&gt;

&lt;p&gt;Technical lesson: the hard part wasn't the AI — it was stable payment IDs (so re-imports don't duplicate transactions) and currency handling per row. The boring parts are always the hard parts.&lt;/p&gt;

&lt;h2&gt;
  
  
  Breakthrough #3: the camera is the best input device
&lt;/h2&gt;

&lt;p&gt;Two monthly rituals quietly ate my evenings:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Utility meters.&lt;/strong&gt; Read the meter, subtract last month, multiply by tariff, repeat per service. Now: photo of the meter → bot → AI reads the digits, recognizes which utility service it belongs to, computes the difference and the amount due.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Car costs.&lt;/strong&gt; I always wanted the real number: how much per kilometer — fuel vs repairs vs maintenance separately. Now: photo of the fuel receipt + photo of the odometer → the app calculates consumption (L/100km or MPG) and cost per km/mile.&lt;/p&gt;

&lt;p&gt;The best part: the bot figures out what you sent it all by itself. Just drop a photo — no menus, no prompts, no explaining. It just knows what to do.&lt;/p&gt;

&lt;h2&gt;
  
  
  Breakthrough #4: numbers that don't lie
&lt;/h2&gt;

&lt;p&gt;Two smaller features turned out to matter the most for honest analytics:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency with stored exchange rates.&lt;/strong&gt; My local currency wasn't always stable, so comparing March to October in it was meaningless. Every payment keeps its rate; analytics can be viewed in a stable currency across any period.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Excluded categories.&lt;/strong&gt; Business projects and investments don't mix into household totals — but can still be analyzed separately. Daily spending stays readable.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  From personal tool to product
&lt;/h2&gt;

&lt;p&gt;Last year I rebuilt everything on a modern stack — &lt;strong&gt;FastAPI + SQLAlchemy 2.0 async on the backend, Vue 3 + TypeScript on the front&lt;/strong&gt; — added family groups (shared budgets with roles), a tenant mode for landlords (your tenant sends meter photos, you stay in control), and an AI-assisted translation pipeline that localized the product into 20+ languages.&lt;/p&gt;

&lt;p&gt;The core features are free. The tool was born free — I made it for myself first, and that's still how every feature gets tested.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Try it:&lt;/strong&gt; &lt;a href="https://finman.vhworx.com" rel="noopener noreferrer"&gt;finman.vhworx.com&lt;/a&gt; · &lt;a href="https://finman.vhworx.com/story" rel="noopener noreferrer"&gt;the full story&lt;/a&gt; · &lt;a href="https://t.me/vikFinManBot" rel="noopener noreferrer"&gt;Telegram bot&lt;/a&gt; · &lt;a href="https://wa.me/4367764801396" rel="noopener noreferrer"&gt;WhatsApp bot&lt;/a&gt; · &lt;a href="https://github.com/vityah1/finman-feedback" rel="noopener noreferrer"&gt;feedback &amp;amp; roadmap on GitHub&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;What's the one manual routine in your life you'd most like to automate away? That question is where this whole project came from.&lt;/p&gt;

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      <category>sideprojects</category>
      <category>ai</category>
      <category>webdev</category>
      <category>python</category>
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