JigsawStack v3 - Custom AI models that scale with your stack

Hey Product Hunt 👋

I’m Yoeven, founder of JigsawStack.

We started this because backend AI pipelines haven't kept up with what developers actually need – fast, focused, specialized AI that just works out of the box.

Today, devs are stuck duct-taping brittle scrapers, outdated OCR models, and overkill generalist models just to get through basic backend tasks. So we built a better way.

JigsawStack is a developer-first AI SDK that brings together a suite of custom specialist small models that are fast, easy to integrate, and scalable.

JigsawStack OCR > AWS Textract
JigsawStack Translate > Google Translate
JigsawStack AI Web search > AI SERP
JigsawStack AI Web Scraper > Puppeteer scraper
JigsawStack transcribe > Whisper 3 Speech to text
JigsawStack Embedding > OpenAI Embedding

From AI scraping to OCR, translation, embeddings, and more.  It’s all available through a single token-based SDK that just works.

• Token-based pricing: Only pay for the input/output/inference you use. No flat request fees. No surprise bills.

• Purpose-built models: Tuned to real-world backend tasks.

• DX-first: Typed SDKs, clean docs, and developer-friendly workflows.

Whether you’re building an indie project, scaling infrastructure for a startup, or just tired of patching up broken scripts. JigsawStack is here to make your life easier.

🎁 Launch Gift: Use code JIGSAWPH for 50% off our Pro plan for 3 months.

We’re hanging out all day! Feel free to drop your feedback, ideas, or tell us what you’re building.

Let’s bring speed and simplicity back to backend infra.
- Yoeven 🧩

Hey PH fam! 👋

Today I'm incredibly excited to introduce JigsawStack - the developer-first AI SDK that's revolutionizing backend AI pipelines! 🧩⚡

Anyone building tech products knows the pain of piecing together different AI services:

→ OCR tools that miss critical text

→ Translation services with confusing APIs

→ Web scrapers breaking constantly

→ Embedding models with unpredictable pricing

JigsawStack elegantly solves these headaches with a single, unified SDK that just works.

What makes JigsawStack special:

✨ Specialist small models that outperform the giants (JigsawStack OCR > AWS Textract!)

✨ Pay-per-token pricing - no flat fees, no surprise bills

✨ Brilliantly simple experience with clean docs and typed SDKs

✨ Integrated suite covering OCR, translation, embeddings, AI scraping, and more

Loved the vision behind JigsawStack and I’m genuinely impressed by how much faster and simpler it makes building AI-powered features.

Tasks that used to take days now take hours.

The founding team led by @Yoeven brings serious technical expertise and truly understands what builders need - creating practical solutions, not chasing trends!

Perfect for indie hackers, startups scaling their stack, or anyone who values their sanity when working with AI infrastructure.

Try it out today and let me know what you think in the comments below! ⬇️

PS: Use code JIGSAWPH for 50% off the Pro plan for 3 months. That's a steal for what you're getting! 🔥​​​​​​​​​​​​​​​​

Hey Product Hunt 👋 

Angel here, Head of Developer Relations at JigsawStack!

As a developer myself, I've felt firsthand the frustration of spending countless hours on backend tasks like web scraping, OCR, translation, and speech-to-text. These are essential, but they're also repetitive and eat up valuable dev time.

Time I'd much rather spend building or exploring new ideas.

That's exactly why we built JigsawStack. We created specialized, small, and accurate AI models that handle these high-maintenance backend tasks seamlessly, all accessible through simple APIs designed specifically for developers.

We've also introduced transparent, token-based pricing, so you can easily control costs and scale effortlessly.

Today's launch marks a huge milestone for our small, passionate team, and we'd genuinely love your feedback, ideas, or any experiences you've had wrestling with backend automation.

We're here all day to answer your questions, talk through use cases, or just nerd out about AI and infrastructure!

🎁 To celebrate this milestone, we’re offering 50% off in our Pro plan for 3 months to all of you.

Just use the code “JIGSAWPH’ in the checkout and you’re good to go!

Thanks for checking out JigsawStack. Let's build something amazing together!

This looks like a serious win for dev teams dealing with repetitive backend tasks. Love how JigsawStack focuses on lightweight, specialized AI models instead of bloated general-purpose ones. The plug-and-play vibe with scraping, OCR, and TTS is a major time-saver. Curious to see how it performs in production—great job, team!

Hey Product Hunt 👋

I’m Harsha, I lead AI research at JigsawStack.

From the beginning, we had one goal: to build small models that do one thing really well. Instead of one giant model trying to do it all, we went deep on performance, accuracy, and consistency.

We combined traditional ML, tuned LLMs, and tons of hand-tagged data to build models that:

🔍 Extract structured data better than Playwright + GPT
📝 Transcribe faster and cheaper than Whisper
🧠 Embed across languages and modalities
🌍 Translate with fluency + contextual grounding

The real win? Consistency.
Whether you’re parsing receipts, scraping edge-case layouts, or translating medical records – our models return clean, structured outputs every time.

🎁 Don’t forget to grab 50% off our Pro plan for 3 months. Just use the code “JIGSAWPH’ at checkout!

If you’ve got weird edge cases or niche data domains, we want to hear from you. That’s what pushes the research forward, and we’re just getting started.

Cheers!

Small fine-tuned models for the win! Well done guys!

Does this support MCPs or just API calls?