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Mirwaise Khan's avatar
Mirwaise Khan
Bengaluru, India
AI Product Engineer building custom LLM & RAG pipelines.
New to Contra
AI Product Engineer building custom LLM & RAG pipelines.
Cover image for Project Title:- Custom Enterprise RAG
Project Title:- Custom Enterprise RAG Assistant | Chat with Documents & PDFs Project Overview: DocuMind is an enterprise-grade Retrieval-Augmented Generation (RAG) assistant designed to eliminate manual data extraction and prevent AI hallucinations. It converts static corporate files (PDFs, reports, resumes, contracts) into an interactive, grounded knowledge engine that provides answers backed by direct page-level citations. The Problem Solved: * Manual Data Hunting: Eliminates hours spent reading through dense, complex documentation. AI Hallucinations: Constrains LLM outputs strictly to uploaded context, ensuring reliable, factual data. Lack of Auditability: Provides exact file names and page references for compliance and verification. Key Technical Features: * Dynamic Indexing: Fast chunking and local vector embedding using Hugging Face models (all-MiniLM-L6-v2). High-Accuracy Vector Search: ChromaDB integration for persistent vector storage and low-latency similarity retrieval. Decoupled Architecture: Asynchronous FastAPI backend paired with a clean, responsive Streamlit chat frontend. Contextual Synthesis: Powered by Google Gemini (gemini-2.5-flash) for cost-effective inference. Tech Stack: Python, FastAPI, LangChain, ChromaDB, Hugging Face, Google Gemini, Streamlit.
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Cover image for 🚀 How I Solved the
🚀 How I Solved the HR Resume Bottleneck with AI Recruiters waste endless hours manually scanning hundreds of unformatted resumes, often missing strong candidates due to fatigue. To solve this, I built an AI Resume Screening Agent that automates the heavy lifting: Semantic Matching: Uses sentence embeddings to understand the true context of skills rather than relying on rigid keyword matching. Instant Leaderboard: Automatically parses multiple PDF resumes, computes match scores, and ranks candidates from best to worst. Actionable AI Feedback: Instantly generates structured breakdowns of candidate strengths, missing skill gaps, and hiring recommendations using the Groq API. Workflow Efficiency: Condenses hours of sorting into seconds with a one-click CSV report export. 🛠 Tech Stack: Python, FastAPI, Groq, SentenceTransformers, Pandas, HTML/CSS. Check the comments for the live public link to test it yourself! What tools do you use to speed up hiring?
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Cover image for Hi, I'm Mirwaise Khan, an
Hi, I'm Mirwaise Khan, an AI engineer building practical tools with large language models. This is a project I built — an Enterprise AI Document Assistant. You upload any PDF, and it indexes the content using ChromaDB and vector embeddings. Then you can ask it questions in plain English, and it retrieves the exact relevant section and gives you a grounded answer — with the source cited, so you always know where the information came from. I build systems like this — RAG pipelines, AI chatbots, and document automation tools — using Python, LLMs, and vector databases. If you need something like this for your business, let's talk.
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Cover image for AI Invoice Data Extraction Dashboard Built
AI Invoice Data Extraction Dashboard Built an AI-powered tool that automatically extracts key data from PDF invoices — vendor name, invoice number, date, tax, and total amount — and displays it in an editable dashboard for quick review before saving. Users can upload any invoice PDF, get instant structured extraction, correct fields if needed, and export clean data straight to CSV. Tech used: Python, GenAI/LLM extraction, Pandas, PDF parsing, Streamlit/web UI
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Business Owner(2)
Chethan A's avatar
Chethan A
Bengaluru, India
Business automation strategist automating leads and workflow
New to Contra
Business automation strategist automating leads and workflow
Cover image for A missed call booking can become a missed client. Many busin...
A missed call booking can become a missed client. Many businesses still rely on manual scheduling. But modern businesses are moving toward auto-booking systems. With Calendar + CRM + WhatsApp automation: ✅ Leads choose available time slots ✅ Confirmations happen instantly ✅ Reminder workflows run automatically ✅ Follow-ups stay organised ✅ Teams spend less time coordinating and more time delivering The result? ⚡ Faster response ⚡ Better booking experience ⚡ Fewer no-shows ⚡ More qualified conversations Your calendar should not depend on memory or availability messages. It should work as part of your business automation system. 📅 From enquiry → booked call → follow-up — automated.
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Cover image for A website alone doesn’t grow
A website alone doesn’t grow a business. A connected system does. That’s why AI Funnels are becoming powerful for modern businesses. Instead of building pages separately and connecting multiple tools later, AI Funnels bring everything together: ✅ Website ✅ Funnel ✅ CRM ✅ Forms ✅ Automation ✅ Follow-ups The result? ⚡ Faster website deployment ⚡ Better lead capture ⚡ Improved client journeys ⚡ Less manual work ⚡ More organised systems Businesses move faster when their systems are connected.
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Cover image for Getting leads is only half
Getting leads is only half the job. Managing them well is what drives results. Many businesses still rely on: 📋 Spreadsheets 📱 Personal WhatsApp chats 📧 Manual emails 🧠 Memory-based follow-ups And that creates gaps. A CRM brings structure. It helps businesses: ✅ Track every lead ✅ Organise conversations ✅ Set reminders and follow-ups ✅ Monitor lead stages ✅ Improve team coordination ✅ Create a better client journey The goal isn’t more complexity. It’s more clarity and fewer missed opportunities. Because a missed follow-up today could be a lost customer tomorrow. 🚀 CRM + Automation = Organised leads + Consistent follow-up.
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Cover image for One of the biggest reasons
One of the biggest reasons businesses struggle to scale? Not lack of leads. Lack of follow-up. Many businesses still depend on: 📋 Spreadsheets 📱 Manual WhatsApp replies 📧 Delayed emails 🧠 Memory-based reminders And that creates gaps. A simple automation system can change that. Using CRM + WhatsApp + Email workflows, businesses can: ✅ Capture every enquiry ✅ Send instant responses ✅ Automate reminders ✅ Nurture leads consistently ✅ Track conversations ✅ Convert opportunities faster The result? Less chaos. Better client experience. Smarter growth. Automation is not replacing people. It is supporting businesses to respond faster and stay consistent. 🚀 From Lead Generation → Follow-up → Reminder → Nurturing → Invoice. #Automation #AI #CRM #LeadAutomation #WhatsApp #EmailAutomation #BusinessSystems
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Business Owner(2)
Roopa Kushwaha's avatar
Roopa Kushwaha
Bengaluru, India
Amazon Expert Services for Private Label
Amazon Expert Services for Private Label
Cover image for Start your own Amazon Business
Start your own Amazon Business
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Cover image for "You want to make a Million Dollar ethically per year?
"You want to make a Million Dollar ethically per year?
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Cover image for Amazon Expert Services for Private Label
Amazon Expert Services for Private Label
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Business Owner(2)
Abhay Kumar's avatar
Abhay Kumar
Bengaluru, India
Brand & Logo Designer | React, Framer, Figma Expert
5.0
Rating
Brand & Logo Designer | React, Framer, Figma Expert
Cover image for Rapra Constructiions® Logo Design
Rapra Constructiions® Logo Design
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Cover image for Giva - Finest Jewellery Store
Giva - Finest Jewellery Store
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Cover image for Hellope | Logo Design
Hellope | Logo Design
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Cover image for Poochkoo® Pet Care | Logo Design
Poochkoo® Pet Care | Logo Design
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Business Owner(1)
Vajahat Ali's avatar
Vajahat Ali
Bengaluru, India
Product Design Lead | 8+ yrs UX/UI & Design Systems
Product Design Lead | 8+ yrs UX/UI & Design Systems
Cover image for DCipher
DCipher
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Cover image for Meridian - Enterprise Design System
Meridian - Enterprise Design System
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Cover image for Explore Culture with TrendVerse: A Unique Spatial Dashboard
I have created 'TrendVerse (https://www.figma.com/community/file/1649614958481938186)'. A webApp as a fun and interactive dashboard without looking like a dashboard. 😊 TrendVerse A living space for culture intelligence — built in Figma Make The Problem Culture moves fast. Brand strategists, creators, and marketers open Google Trends, Exploding Topics, TikTok Creative Center, and Reddit — every single morning — and still feel behind. Not because the data is missing. Because every existing tool shows you culture as a spreadsheet. Static. Cold. Disconnected from how trends actually feel. The Insight There's a specific anxiety people carry every day — the dread of being late to culture. No tool has ever been built around that feeling. Every platform gives you data. None of them give you a sense of where culture is alive right now, and where it's already dying. The Idea What if a dashboard didn't feel like one? TrendVerse is a spatial intelligence tool built inside an aurora-themed canvas. Every trend is a sphere. Size communicates stage. Movement communicates momentum. You don't search — you drift through culture the way you'd navigate a living space. How It Works Every sphere exists across five lifecycle stages: Birth, Rising, Peaking, Declining, and Faded. The bigger the sphere, the stronger the trend. The smallest ones are nearly gone. Click any sphere and it opens up — showing you velocity and the exact platforms where that trend is growing or dying. Twitter, TikTok, Reddit, YouTube — all in one view, one click, zero tab switching. Real World Use Case You're a brand strategist on Monday morning. Instead of opening four tools and stitching together a picture, you open TrendVerse. You spot a mid-sized sphere in your category — velocity climbing, cross-platform traction. You brief your team on it before it peaks. That's not just faster. That's a different kind of advantage. The Figma Ecosystem Figma Make powered everything — the spatial canvas, sphere lifecycle, physics, and real-time interaction logic. The submission video was built entirely in Figma Weave. TrendVerse lives fully inside the Figma ecosystem, from product to presentation. The Shift Most trend tools make you feel like an analyst. TrendVerse makes you feel like an explorer. When you move through culture spatially, you stop thinking about what to copy — and start thinking about where things are heading. That's not a UI improvement. That's a perspective shift. Click here for: 🚀 Figma Community Link (https://www.figma.com/community/file/1649614958481938186)🚀 Figma Site Link (https://output-hungry-37633817.figma.site)🚀 LinkedIn (https://www.linkedin.com/posts/vajahat_figmaconfig-figmamake-configmakeathon-share-7473554421973422080-zX48/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB9ubBAB5DKDU-irK1EREH1OVvy1UrDHzOs)
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Cover image for Sleeply by Vajahat
Sleeply by Vajahat
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