Most RAG pipelines are just "Token burners." 🔥
Traditional flat chunking over-fetches context, messes up agent logic, and drains your API budget.
We built a solution: Knowhere.
Our tree-like semantic chunking architecture delivers:
✅ 50% lower token costs
✅ Significantly higher retrieval accuracy
✅ Clean, agent-native context
And the best part? We just went OPEN SOURCE. 🚀
Stop burning tokens. Start building smarter.
Check the demo below & Star us on GitHub👇
🔗github.com/Ontos-AI/knowhere
We also provide an installable plugin and a hosted API if you want to see the results in action immediately👇
🔗knowhereto.ai/?utm_source=x
#RAG #AI #OpenSource #BuildInPublic #LLM
youtu.be/KHfDKnhyNuY?si=MBaK… from @YouTube
SnapFill retweeted
Great news, however, for local forms, especially those involving confidentiality, if you still want the AI form-filling function, you need to try the SnapFill: gosnapfill.cn/landing?utm_so…
SnapFill retweeted
Compared with the Claude, SnapFill can do better in terms of filling out the forms, and the cost is only 1/10 of the Claude's. Try it now: gosnapfill.cn/landing?utm_so…
SnapFill retweeted
Honestly, AI is "smart" until you ask it to fill out a complex form. Then it’s a disaster. 📉
If you’ve ever tried to make an LLM handle multi-level tables, you know the pain. It swaps cells, hallucinates numbers, and has zero "spatial common sense." To a standard AI, a PDF is just a messy string of text—it can't actually see the boxes.
I got tired of the manual cleanup, so I built SnapFill.
I wanted to give AI actual "eyes" for layouts. Instead of guessing, it maps data with physical precision across PDFs, Excel, and Word.
What used to take me 30 mins of mind-numbing copy-pasting now takes about 5. It’s been a lifesaver for things like visa apps and audits where you can't afford to be "mostly" right.
If you're still doing "caveman" data entry in 2026, you’re doing it wrong. Give your AI some vision: 🔗gosnapfill.cn/landing?utm_so…
#AI #BuildInPublic #Productivity #SaaS #SnapFill
AI has evolved, but form filling is still stuck in the past. Why?
Traditional LLMs are great at text, but they’re "spatially blind." They read words but miss the structure—leading to scrambled cells, swapped data, and the dreaded "hallucination" in complex PDFs.
SnapFill is changing the game. We’ve moved beyond simple text processing to introduce Layout-Aware AI. By combining proprietary table algorithms with advanced document parsing, SnapFill doesn't just read—it sees.
✅Physical Precision: High-accuracy mapping for PDF, Word, Excel, and PPT.
✅Traceable Data: 100% verifiable results, eliminating AI guesswork.
✅Persistent Memory: Build your own knowledge base. Fill once, automate forever.
From visa applications to financial audits, we’re helping teams turn 30-minute manual tasks into 5-minute automated wins.
Stop doing manual work in the age of intelligence. Experience the precision of SnapFill: 🔗gosnapfill.cn/landing?utm_so…
#DocumentAI #Automation #Productivity #SnapFill #FinTech #FutureOfWork
Nothing makes us happier than seeing our customers succeed. 🚀
This latest feature from one of our users breaks down how SnapFill helped them bridge the gap between AI chat and autonomous action. If you’re building agents, this is a must-read.
Read the breakdown:
If your AI agent isn’t moving the needle, you might be missing the 'claws.' 🦀
We love seeing our users push boundaries! One of our customers shared their experience on how integrating SnapFill turned their agent from a passive observer into an execution powerhouse. The results? Beyond expectations.
Check out the full story:
medium.com/p/beyond-the-open…
SnapFill retweeted
If your AI agent isn’t moving the needle, you might be missing the 'claws.' 🦀
We love seeing our users push boundaries! One of our customers shared their experience on how integrating SnapFill turned their agent from a passive observer into an execution powerhouse. The results? Beyond expectations.
Check out the full story:
medium.com/p/beyond-the-open…
It's Friday. The last thing anyone wants to do is manual data entry. 🫠
We're building an AI to kill this exact vibe, but we need your help: What is the absolute worst, most soul-crushing form you're forced to fill out at work?
Vent below 👇 (Taking notes!)
#Productivity #AI
Our team has officially advanced to the Global Semifinals. Our intelligent form-filling assistant, SnapFill™, stood out among fierce global competition to secure this spot.
linkedin.com/posts/xiang-lei…
SnapFill retweeted
🚀 Launching the Memories.ai Global Hackathon! 🌍💡
Sep 29 – Oct 23 | Virtual + in-person (London → SF)
🏆 $6,000 prize pool OR trip to San Francisco
🤝 Corporate partners revealed daily
🎤 Winner pitches to 20 top Silicon Valley investors
Sign up HERE → luma.com/hp67t6tf
