No matter how powerful LLMs get, they are objectively bad at financial transactions. Context loss, inconsistent categories, no memory between sessions. Jupid fixes the data layer. Connect your bank — it learns your business and every vendor relationship once, then remembers forever. Transactions mapped to IRS Schedule C categories (~96% accuracy). Missed deductions found: $1,249/year average. File your Schedule C in 5 minutes. Works with Claude Code. Free trial + 50% off first 3 months.
Hey Product Hunt! I'm Slava, CEO of Jupid.
I co-founded Anna Money (100K+ users, CNBC top UK fintech).
At Anna Money I was COO — ran everything from product to finances. We had 15,000 active clients running on autopilot with just one accountant. I've been automating accounting for 5 years — first for Anna Money, then for my own companies.
When Claude and GPT-4 arrived, I made four decisions:
I will never manually categorize a transaction again.
I will never attach a receipt by hand.
I will never open Excel for my books.
I will never use another interface that limits me and forces
manual data work.
I have dyslexia. Working with rows of numbers in traditional accounting interfaces isn't just tedious — it's genuine mental pain. So I didn't optimize the old workflow. I eliminated it. I built a product where I can just chat — by voice or text. It understands my business, my vendors, my context. And it never forgets. My accountant gets what he needs in 5 minutes.
This isn't a preference. It was a necessity. But when you build for necessity, you build something better for everyone.
So why does Jupid exist?
Because any LLM — Claude Code, Cursor, ChatGPT — is already smarter than any accounting software for working with your data. You can categorize, analyze, generate reports. Out of the box.
But the real problem isn't intelligence. It's context.
Dump 1,000 transactions into Claude — works great for the first 50. By #300, it loses track. Same vendor, different category. Next month — start over. Your accountant needs data in IRS categories, ready for QuickBooks. No LLM does that
automatically.
I spent years solving this. Built a system that understands each vendor relationship independently — learns once, remembers forever. New transactions land in the right context. It never overflows, never resets, never drifts.
Now I've made it a product.
What Jupid does:
• Connects your bank (real-time) or takes CSV
• Learns your business + every vendor relationship
• Maps transactions to IRS Schedule C categories (~96%)
• Finds missed deductions ($1,249/year average)
• P&L, cash flow, balance sheet, Schedule C — instant
• File your Schedule C in 5 minutes, not 5 hours
Works everywhere you already are:
• AI tools: Claude Code, Cursor, ChatGPT
• Chat: Telegram, WhatsApp, iMessage
• Just type — or talk. Voice works perfectly.
• Raw bank data never touches AI providers —
everything is pre-processed first
No new interface. No accounting software. No bookkeeper. Just your voice, your chat, and a financial brain that never forgets.
PRODUCTHUNT = 50% off first 3 months.
How many of you have tried doing books in Claude or Cursor?
At what point did it break down?
Congrats with the lunch!
How do we make sure the model correctly calculate information we provide to it.
Is there a second layer of data assertion in case model is hallucinating?
As a fellow founder, I felt this pitch in my soul. There are very few things I dread more than opening up a spreadsheet of 500+ bank transactions and trying to remember if a random coffee from six months ago was 'Meals,' 'Office Supplies,' or 'Travel.'
I’ve actually tried the 'dump the CSV into Claude' trick before, and just like you said—by transaction #200, it starts hallucinating and completely loses the plot.
The architectural choice to map memory to the counterparty relationship rather than individual transactions is brilliant. It completely solves the context window problem.
Incredible execution on a deeply painful problem. Huge congrats on the launch, Slava and team!
@slavaakulovReally interesting and functional idea!! There is one thing I’m curious about: how do Jupid handle edge cases in transaction categorization, especially for mixed personal/business expenses or vendors that can map to multiple categories? Feels like these kinda questions are common😖thus if it could be solved may make the product much more trustworthy for real-world use. Thanks and looking forward your feedback.
I saw a meme on LinkedIn about this, but damn, this looks like the real deal
How do you ensure deterministic results when Claude is handling actual tax calculations, is there a verification layer that catches hallucinated numbers before filing? Really bold product idea!
@slavaakulov I use PayPal for a lot of freelance payments. PayPal transactions in my bank show as 'PAYPAL *TRANSFER' with no detail. How does Jupid handle that?
Hey, congrats with the launch!
Is it adoptable for different countries? And will it work for me when I’m actively nomading?
What if I own 2 S-Corps and an LLC? I have no employees though.. it’s just me. Do I need to pay $50 per business? Or are they all covered under the one?
Great product! But how does the bank connection work? Is it Plaid? And what happens if my bank isn't supported?
LOVE this idea! I am looking for a similar tool for my personal taxes. Would Jupid be a good fit or do you suggest an alternative tool?
The vendor relationship memory approach is clever. I've hit the exact context drift problem — paste 6 months of transactions into Claude, works great until it starts re-categorizing the same coffee shop three different ways. Modeling context around counterparties instead of individual rows is a much smarter data structure for this.
Really cool @slavaakulov, which countries are operational? Can I try it for filing in India?
How do you ensure sensitive data is protected and PII is secure. Love the idea but everyone should be concerned about data. Stop feeding LLMs your social and address
You say 'raw bank data never touches AI providers.' Can you be more specific? What exactly does the AI see vs. what stays private?
I know this might sound silly, but this was right on time. In my country, today is the last day to file your taxes 🇳🇬. Does this work world or do we have restrictions?
Most times, we always do.
About Jupid on Product Hunt
“File your taxes with Claude Code”
Jupid launched on Product Hunt on March 31st, 2026 and earned 674 upvotes and 125 comments, earning #1 Product of the Day. No matter how powerful LLMs get, they are objectively bad at financial transactions. Context loss, inconsistent categories, no memory between sessions. Jupid fixes the data layer. Connect your bank — it learns your business and every vendor relationship once, then remembers forever. Transactions mapped to IRS Schedule C categories (~96% accuracy). Missed deductions found: $1,249/year average. File your Schedule C in 5 minutes. Works with Claude Code. Free trial + 50% off first 3 months.
Jupid was featured in Fintech (47k followers) and Accounting (1.8k followers) on Product Hunt. Together, these topics include over 18k products, making this a competitive space to launch in.
Who hunted Jupid?
Jupid was hunted by Rohan Chaubey. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Jupid stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Rohan Chaubey