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Maxime Champoux

Well Extract - AI-powered receipt & invoice extraction for developers

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Well
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Well Extract — Lightweight AI-powered invoice & receipt data extraction tool for developers. CLI-first, open source, and customizable. Run it locally, choose your AI model (OpenAI, Anthropic, Gemini, Ollama), and get structured JSON from any invoice.

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Maxime Champoux
Maker
📌
Hey Product Hunt! 👋 We’ve been quietly building a set of open-source tools under the Well brand — lightweight AI utilities designed to slot straight into developers’ workflows. Well Extract is our first launch. It does one thing well: turn messy invoices and receipts into structured data you can actually use.
 Why we built it Parsing invoices and receipts is boring. Existing APIs often lock you into a vendor, pricing model, or platform. We wanted something open — a tool you can run locally, point at your docs, and get clean structured data out — ready for your pipeline. No subscriptions. No lock-in. No black box.
 What it does 📄 Takes invoice/receipt PDFs or images 🤖 Runs extraction using your choice of AI model (OpenAI, Anthropic, Gemini, Ollama) 🧱 Extracts to your own JSON spec — prompt the structure you need, get output your way 🔗 Pipes straight into your scripts, apps, or data stack ⚙️ Runs via CLI — fast, local, open-source
 Who’s it for 🛠️ Developers building tools around invoices, receipts, accounting 📊 Data teams needing reliable extraction from documents 💻 Solo founders automating boring financial ops 🤓 Anyone who likes lightweight tools they can tweak and control
 Why open source? We believe developers should have the freedom to choose their stack — not be locked into expensive APIs. This is the first “satellite” launch for Well — we’re aiming to ship more useful open AI tools soon.
 We’d love your feedback This is still a young project — we’d love to hear how you’d use it, what features you want, and what we should build next. Star the repo, try it out, or just say hi here. Thanks for checking out Well Extract! 🚀
Reid Crooks
@maxime_champoux1 I’m curious—how does the tool handle different document layouts and formats to ensure consistent extraction accuracy?
Maxime Champoux
Maker

@reid_crooks You design the format output model in the prompt you give to the LLM when running OCR. Prompt can be changed depending on the type of document.

Nika

Can this tool also create invoices and somehow help with filling out the tax forms? 😅 That is the real pain point (and I reckon that I am not only one).

Maxime Champoux
Maker

@busmark_w_nika Yes! we have another package in the repo that generate receipts or invoices based on a prompt. 👀 check it out: https://github.com/WellApp-ai/Well/tree/main/ai-receipt-generator

For the tax forms, not yet, but that's the plan

Nika

@maxime_champoux1 Do you have a plan to integrate it into your website (and make it more UI/UX friendly)? 👀 I think that many people who invoice and have different kinds of businesses will not work with a code. 😀

Maxime Champoux
Maker

@busmark_w_nika will do, keep you posted when it's live (and with a PH V2 launch ;) )

Ashutosh Raj

@busmark_w_nika on point!
I've had to scramble through a lot of invoices and forms to file taxes and completely relate with your pain point.

Maxime Champoux
Maker
Nika

@ashutosh_raj Thankfully, I do this process once per year, but there are many people/founders who do this on a monthly basis.

Ashutosh Raj
Santhosh Komaragiri

@busmark_w_nika I am trying to solve this real pain point with https://docsorb.com/ for reals. Not in the hype space of AI AI fully, but trying to solve a real problem of chaotic personal paperwork management. Eventually, getting to improved taxes as well :)

But damn, great launch man - this is undoubtedly a pain point for Devs too @maxime_champoux

Maxime Champoux
Maker
GJ

Congrats on the launch!

Maxime Champoux
Maker

@gertjanwilde Thanks!

Erliza. P

Sharp launch from Well Extract 🧾🤖—dev-friendly extraction made simple.

Lipika Bera

Well Extract is a game-changer for automating receipt and invoice handling! The AI-powered accuracy saves so much time—perfect tool for devs building finance or expense management apps.