Article by Latish Jenkins
Where Did My Money Go? A No-Shame Way to Find the Leaks
Wondering where your money went even though you didn’t make any major purchases? Here’s how I use AI to organize transactions, spot spending patterns, and understand my habits without shame.
How I Use AI to Find Spending Patterns Without Feeling Guilty About My Money
I checked my bank balance near the end of the month, the way I always do, and felt that familiar confusion settles in. Where did it all go? I hadn't bought anything extravagant. No big splurges, no dramatic purchase I could point to and say "that's what did it." Just an ordinary month, and somehow, the money was gone anyway.
I didn't need another lecture about budgeting. I've heard all of them — track every dollar, cut out lattes, use the envelope method. What I actually needed was something simpler than a lecture. I needed to understand where the money had actually gone, without someone making me feel small about it in the process.
Why Small Purchases Are Hard to See
The truth is nothing about my spending looked dramatic on any single day. A drive-thru meal after a long shift. A delivery fee because I didn't feel like cooking. A subscription I signed up for months ago and forgot to reconsider. A quick Target run that started with one thing and somehow ended with a full cart. An Amazon purchase here and there, each one reasonable enough on its own to barely register.
None of those individual purchases would raise an eyebrow. Ten dollars here, twenty there — nothing that feels significant enough to remember, let alone regret. But money doesn't disappear in one dramatic moment. It leaves in dozens of small, forgettable ones, and by the time they've all added up, the total tells a very different story than any single purchase ever did.
Why Looking at My Bank Statement Didn't Help
I tried the obvious thing — actually sitting down and scrolling through my bank statement, transaction by transaction. It didn't help the way I expected. What I got was a long list of merchant names and amounts, technically accurate, completely unhelpful. A gas station charges next to a streaming subscription next to a grocery run next to some retailer I couldn't immediately place. All of it flat, all of it undifferentiated, none of it organized into anything I could actually learn from.
The information was there. I just had no easy way to turn a page of scattered transactions into an actual understanding of my habits. Data isn't the same as insight, and I had plenty of the first without much of the second.
Where AI Actually Helped
This is where ChatGPT and Claude became useful — not by connecting to my accounts or pulling anything automatically, but by helping me organize information I gathered and shared myself, after stripping out anything sensitive.
I'd manually pull a month of transactions, remove account numbers and anything identifying, and hand over what was left. From there, it helped group everything into categories that actually made sense — food, subscriptions, household, convenience spending — instead of the flat merchant-by-merchant list my bank gave me. It identified recurring patterns I hadn't consciously noticed, the kind of small, repeated spending that doesn't feel like a pattern in the moment because each instance feels like its own separate, reasonable decision.
It estimated roughly how much convenience — delivery fees, quick takeout, last-minute purchases — was actually costing me over the course of a month, which put a real number on something that had always felt vague before. It flagged subscriptions I'd genuinely forgotten I was still paying for, and pointed out spending that shifted with the seasons, the kind that quietly comes and goes without ever feeling like part of the regular pattern. Most usefully, it summarized where the bulk of my money was actually going, in plain language, and suggested a few honest questions worth sitting with instead of just handing me a verdict.
None of this involved connecting AI directly to my bank account, and it never needed to. I shared what I chose to share, after removing anything sensitive, and it simply helped me see the shape of something that had been sitting right in front of me the whole time.
What AI Couldn't Know
There's a real limit to what any of this could actually tell me, and it's important to say so plainly. It has no idea what my priorities actually are, or what my family genuinely needs versus what's simply convenient. It can't account for an emergency that quietly reshaped a month's spending, or the emotional weight behind a particular purchase that made it worth every penny to me, even if it looked unnecessary on paper.
It can't decide whether a purchase was worth it. That's not a judgment it's equipped to make, and honestly, it's not one I want it making. Spending money isn't automatically a mistake. Money is supposed to support an actual life, not just sit untouched in an account for the sake of a tidy spreadsheet. What has value to me is something only I get to decide.
The Prompt I Use
When I want to actually understand a month instead of just feeling vaguely bad about it, this is what I use.
I'm reviewing my spending and want to understand my habits without judging myself. Here are my transactions for the past month: [PASTE TRANSACTIONS AFTER REMOVING ACCOUNT NUMBERS OR OTHER PERSONAL INFORMATION] Please: 1. Group my spending into meaningful categories. 2. Identify recurring spending patterns. 3. Highlight subscriptions or repeated charges. 4. Point out convenience spending I may not have noticed. 5. Identify questions I should ask myself before making changes. Do not shame my spending or create a budget for me. Help me understand where my money is actually going.
What Changed
The biggest surprise wasn't discovering that I'd spent money — of course I had, that was never really in question. It was finally seeing the actual pattern behind it, instead of a string of isolated purchases that each felt small and unremarkable on its own.
AI didn't tell me to stop enjoying my life, and it never tried to. What it did was help me actually understand where my money was going, clearly enough that I could start spending it more intentionally, instead of reaching the end of another month and asking the same confused question all over again.