Build & Deploy an AI-Powered Ecommerce Search Engine with Next.js 15, Hugging Face & Pinecone

Dipesh Malvia August 21, 2025
Video Thumbnail
Dipesh Malvia Logo

Dipesh Malvia

@dipeshmalvia

About

Hi Guys, This channel is all about helping you to learn web development skills and techniques in most simplified and fun way. If you are just getting started in web development then this channel has all the tutorials and videos you need to learn the newest and most popular technologies to convert you from a beginner to full stack web developer. I started this channel to share my learning path. Doing data entry for my first job in 2013 to a Technical Lead for top capital market clients I have come a long way. I am passionate about teaching and inspire more people to grow as web developers. Thank you for watching!

Video Description

Transform your ecommerce search from basic keywords to AI-powered intelligence! In this step-by-step tutorial, you'll learn how to build and deploy a production-ready semantic search engine that understands what your customers actually mean. 🚀 What You'll Build: ✔ AI-powered search that understands natural language queries ✔ Semantic product discovery (no more exact keyword matching!) ✔ Fully deployable Next.js 15 application ✔ Scalable vector database with Pinecone ✔ Hugging Face AI integration 🛠 Tech Stack: ✔ Next.js 15 (App Router) ✔ Pinecone Vector Database ✔ Hugging Face Inference API ✔ TypeScript ✔ Tailwind CSS 📁 Source Code: https://buymeacoffee.com/dipeshmalvia/e/448825 🔥 Video contents... ENJOY 👇 0:00:00 - Intro 0:01:03 - Project Bootstrap & Walkthrough 0:02:24 - Hugging Face & Pinecone DB 0:05:08 - Understand Data Flow Diagram 0:08:15 - Setup & dependencies 0:09:25 - Setup .env & Pinecone 0:14:07 - Generate & Seed Products Vector in Pinecone Index 0:24:50 - Build Search API & Generate Embeddings 0:29:09 - Query Pinecone Index 0:33:55 - Home Page JSX 0:34:54 - Search Filter Component 0:39:23 - Product Grid & Product Card Component 0:45:30 - Testing and Fixing 0:49:27 - Deploy To Vercel 0:54:13 - Testing Deployed App 0:55:16 Outro 💡 Perfect For: ✔ Ecommerce developers ✔ Full-stack engineers ✔ AI enthusiasts ✔ Startup founders ✔ Product managers 🔗 Resources Mentioned: ✔ Pinecone: https://pinecone.io ✔ Hugging Face: https://huggingface.co ✔ Next.js 15 Docs: https://nextjs.org ⭐️ Crash Courses ⭐️ 🔗 Nodejs Crash Course - https://youtu.be/H9M02of22z4 🔗 React Crash Course - https://youtu.be/0riHps91AzE 🔗 JavaScript Crash Course - https://youtu.be/sptS-bgg8Ro 🔗 HTML5 Crash Course in 1 Hour - https://youtu.be/Aj3QFsmsagc 🔗 CSS Crash Course in 1 Hour - https://youtu.be/nYsk_U_A_lc 🔗 Social Medias 🔗 Twitter: https://twitter.com/IMDmalvia Facebook: https://www.facebook.com/programmingwithdipesh Instagram: https://www.instagram.com/dipeshmalvia LinkedIn: https://www.linkedin.com/in/dmalvia/ ⭐️ Tags ⭐️ - Stop Using Basic Search! Build AI-Powered Semantic Search with Next.js & Pinecone - How I Built an AI Search Engine That Understands Meaning (Next.js + Pinecone Tutorial) - Build an AI Semantic Search Engine with Next.js 15, Pinecone Vector DB & Hugging Face - Full Tutorial - Build an AI Semantic Search Engine with Next.js 15 & Pinecone - Full Tutorial 2025 👉 Subscribe for more AI & web development tutorials! ⭐️ Hashtags ⭐️ #AI #NextJS #Ecommerce #Search #WebDevelopment Disclaimer: It doesn't feel good to have a disclaimer in every video but this is how the world is right now. All videos are for educational purpose and use them wisely. Any video may have a slight mistake, please take decisions based on your research. This video is not forcing anything on you.

You May Also Like

Elevate Your AI Ecommerce Setup

AI-recommended products based on this video

Loading...
Amazon Fire TV Stick 4K Plus (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.8 million movies and shows, free & live TV Reducing CO2

Amazon Fire TV Stick 4K Plus (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.8 million movies and shows, free & live TV Reducing CO2

(98,163)
$29.99
FREE delivery Sun, Jan 4 on $35 of items shipped by Amazon
10K+ bought in past month
Loading...
Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV
Best Seller

Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV

(71,373)
$24.99
FREE delivery Wed, Jul 2 on $35 of items shipped by Amazon
10K+ bought in past month
Loading...
acer Nitro V 15 Gaming Laptop, 15.6" 144Hz FHD Display, Intel 10-Core i7-13620H, NVIDIA GeForce RTX 4060, 64 GB DDR5 RAM, 4 TB SSD, Backlit Keyboard, Microsoft Office Lifetime License, Windows 11 Pro

acer Nitro V 15 Gaming Laptop, 15.6" 144Hz FHD Display, Intel 10-Core i7-13620H, NVIDIA GeForce RTX 4060, 64 GB DDR5 RAM, 4 TB SSD, Backlit Keyboard, Microsoft Office Lifetime License, Windows 11 Pro

(827)
$1,659.99
FREE delivery Jun 17 - 20
Loading...
acer Nitro V 15 Gaming Laptop, Microsoft Office Lifetime License & Windows 11 Pro, 15.6" 144Hz FHD Display, Intel 10-Core i7-13620H, NVIDIA GeForce RTX 4060, 64GB DDR5 RAM, 4TB SSD, Backlit Keyboard

acer Nitro V 15 Gaming Laptop, Microsoft Office Lifetime License & Windows 11 Pro, 15.6" 144Hz FHD Display, Intel 10-Core i7-13620H, NVIDIA GeForce RTX 4060, 64GB DDR5 RAM, 4TB SSD, Backlit Keyboard

(348)
$1,579.99
FREE delivery Jun 17 - 20
Loading...
acer Nitro V15 Gaming Laptop, Microsoft Office Lifetime License & Windows 11 Pro, Intel i9-13900H Processor, NVIDIA GeForce RTX 4060, 64 GB DDR5 RAM, 4 TB SSD, 15.6" FHD 144Hz Display, Backlit

acer Nitro V15 Gaming Laptop, Microsoft Office Lifetime License & Windows 11 Pro, Intel i9-13900H Processor, NVIDIA GeForce RTX 4060, 64 GB DDR5 RAM, 4 TB SSD, 15.6" FHD 144Hz Display, Backlit

(1,742)
$1,899.99
FREE delivery Jun 17 - 20
Loading...
acer Predator Helios Neo 18 Gaming Laptop, Intel i7-14700HX, NVIDIA GeForce RTX 4070, 18" WQXGA 2560 x 1600 165Hz Display, 64GB DDR5, 4TB Gen 4 SSD, Backlit Keyboard, Windows 11 Pro & MS Office Pro

acer Predator Helios Neo 18 Gaming Laptop, Intel i7-14700HX, NVIDIA GeForce RTX 4070, 18" WQXGA 2560 x 1600 165Hz Display, 64GB DDR5, 4TB Gen 4 SSD, Backlit Keyboard, Windows 11 Pro & MS Office Pro

(34)
$2,499.99
FREE delivery Jun 17 - 20
Loading...
Soundcore by Anker P20i True Wireless Earbuds, 10mm Drivers with Big Bass, Bluetooth 5.3, 30H Long Playtime, Water-Resistant, 2 Mics for AI Clear Calls, 22 Preset EQs, Customization (Blue)

Soundcore by Anker P20i True Wireless Earbuds, 10mm Drivers with Big Bass, Bluetooth 5.3, 30H Long Playtime, Water-Resistant, 2 Mics for AI Clear Calls, 22 Preset EQs, Customization (Blue)

(62,301)
19.99
PrimeFREE delivery Saturday, June 14 on orders shipped by Amazon over $35
10K+ bought in past month
Loading...
2025 AI Portable Fan Rechargeable, 4 Speeds 6600RPM Strong Airflow, Personal Waist Fan with up to 25H of Working Time, Hands-Free Hanging Neck Fan, Wearable Belt Fan for Camping, Outdoor, Jobsite

2025 AI Portable Fan Rechargeable, 4 Speeds 6600RPM Strong Airflow, Personal Waist Fan with up to 25H of Working Time, Hands-Free Hanging Neck Fan, Wearable Belt Fan for Camping, Outdoor, Jobsite

(1,636)
$19.98
FREE delivery Thu, Jul 3 on $35 of items shipped by Amazon
40K+ bought in past month
Loading...
2025 AI Portable Fan Rechargeable, 4 Speeds 6600RPM Strong Airflow, Personal Waist Fan with up to 25H of Working Time, Hands-Free Hanging Neck Fan, Wearable Belt Fan for Camping, Outdoor, Jobsite

2025 AI Portable Fan Rechargeable, 4 Speeds 6600RPM Strong Airflow, Personal Waist Fan with up to 25H of Working Time, Hands-Free Hanging Neck Fan, Wearable Belt Fan for Camping, Outdoor, Jobsite

(1,636)
$19.98
FREE delivery Thu, Jul 3 on $35 of items shipped by Amazon
40K+ bought in past month
Loading...
Lenovo ThinkPad E16 Business Laptop, 16" FHD+ Touchscreen, Intel i7-1355U, 40GB RAM, 1TB SSD, AI Copilot, Fingerprint, Backlit KB, HDMI, Wi-Fi 6, Windows 11 Pro, Bundle with UC310 64GB USB Flash Drive

Lenovo ThinkPad E16 Business Laptop, 16" FHD+ Touchscreen, Intel i7-1355U, 40GB RAM, 1TB SSD, AI Copilot, Fingerprint, Backlit KB, HDMI, Wi-Fi 6, Windows 11 Pro, Bundle with UC310 64GB USB Flash Drive

(1)
$996.55
FREE delivery Jun 18 - 23
50+ bought in past month