Tax season. 12 months of transactions in my bank half business, half personal. Pasted them into Claude, ChatGPT, Gemini. Works great for the first fifty. By three hundred same vendor, different category. New session starts from zero.
The models are incredible. The problem is context. Your transactions need memory that survives across sessions, devices, and models.
We spent two years building that. Jupid learns every vendor once and never forgets. 96% accuracy. Finds ~$1,249/year in missed deductions. Works in Claude Code, WhatsApp, iMessage wherever you already are.
We launch soon on Product Hunt. What's the part of tax season that makes you want to throw your laptop?
Quick questions does this work in asia jurisdiction
@roy_kek Not for Asia-specific filing yet, but our system is very good at cleaning up and structuring financial data. For the actual filing, you would still need local tools or a local accountant.
@slavaakulov ok thank you
Really cool @slavaakulov, which countries are operational? Can I try it for filing in India?
@sayanta_ghosh Out of the box, the full end-to-end flow is for the US. For everywhere else, including India, you can still use our engine for transaction enrichment, categorization, and custom reports, and plug it into local workflows.
Does it work as an MCP server for Claude Code?
@husan_said Husan, yes! We're building the MCP server not just for Claude Code, but for any LLM. You can plug it into Cursor or any other model. Right now we're focused on the US market for tax filing, but for other countries we help with transaction categorization and bookkeeping out of the box
Is there an API? I'd love to integrate this into my own tools.
@l_a Yes, there is an API, but right now we mostly work through MCP. You can easily plug us into your own tool as part of an automation flow, because we’re especially strong at counterparty enrichment, relationship mapping, and configurable categorization.
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?
@clay_creighton For personal tax filing, we use partners. Our focus is on working with the transactions that need to go into Schedule C if you have a business.
Viewst
Congrats on the launch! IRS stuff is a real headache for startups.
Do you see Jupid as infrastructure inside AI agent workflows?
@victoria_duben Victoria, great question! Filing Schedule C for the IRS is really just our first step. Long-term, we're building toward handling any financial workflow and becoming AI infrastructure — an Enrichment Agent that plugs into any workflow within a company.
Jupid
@victoria_duben That's exactly how we think about it internally. Today it's Schedule C, but the enrichment
layer we built is model-agnostic. Any agent that needs to understand "who is this vendor and
what's my relationship with them" can plug into Jupid. We're building the financial memory
layer, not just a tax app
Congrats on the launch! Is your platforms adjusted to small businesses? Does it work for any location / bank / tax system?
@alina_petrova3 Thank you! Out of the box, we're built for the US — specifically for tax filing. But for everyone else, you can use our Enrichment Agent to generate custom reports, analyze transactions, and build any financial analytics you need. It works with any location and banking setup.