AI that writes, optimises,
and finds products for you.
One-click product descriptions, auto-generated SEO meta tags, and semantic search with vector embeddings. Powered by OpenAI's GPT-4o-mini and text-embedding-3-small.
Product Descriptions
One click. Enter product name, category, brand — AI writes a full product page. Short description, rich HTML body, highlights, features, and technical specifications.
SEO Meta Generator
Auto-generates meta title (60 chars), meta description (160 chars), and 5-8 keywords optimised for Google India. Runs automatically when product is saved with empty SEO fields.
Semantic Search
When keyword search returns fewer than 3 results, AI kicks in. Generates a vector embedding of the query and finds similar products using cosine similarity — even if the exact words don't match.
Search that understands intent, not just keywords
Database search → Meilisearch → Semantic AI fallback. Plus voice, image, barcode, autocomplete, trending, and regional language search — all in one system.
3-Layer Search
Database LIKE search first. Meilisearch if configured. Semantic AI fallback if < 3 results. Three layers ensure customers always find what they're looking for.
Voice Search
Speak to search. Voice transcribed to text, run through search pipeline. Confidence score logged. Language detection for regional searches.
Image Search
Snap a photo, find similar products. Detected labels and colours matched against product catalog. Results ranked by similarity. Analytics logged.
Barcode Scan
Scan a product barcode or QR code from the app. Instant product lookup by barcode field. Direct to product page if found.
Smart Autocomplete
Admin-curated suggestions, trending searches, matching categories, brands, and products — all in one dropdown. Impression and click tracking for optimization.
Regional Language
Search in Hindi, Tamil, Telugu, and more. Product search translations enable multilingual discovery without separate catalogs.
Input: product name.
Output: everything.
Enter a product name and category. AI generates the complete product page content — description, highlights, features, specs, and SEO metadata. One click in the admin or vendor panel.
Click "Generate with AI"
Button in product form — admin or vendor panel. Sends product name, category, brand to OpenAI.
AI writes India-localised copy
Indian English, ₹ pricing context, SEO-friendly. HTML formatted with headings, lists, bold text.
Fields auto-populated
Short description, full description, highlights, features, specifications — all filled in. Edit if needed, save.
SEO auto-generates on save
If meta_title, meta_description, and meta_keywords are empty — ProductObserver calls AI to fill them automatically.
{
"short_description": "Premium cotton slim fit casual shirt for men, perfect for office and weekend outings.",
"highlights": [
"100% Premium Cotton Fabric",
"Slim Fit Cut — Modern Silhouette",
"Machine Washable, Easy Care",
"Sizes: S to 3XL Available",
"Ideal for Office & Casual Wear"
],
"specifications": [
{ "key": "Material", "value": "100% Cotton" },
{ "key": "Fit", "value": "Slim Fit" },
{ "key": "Collar", "value": "Spread Collar" }
],
"meta_title": "Cotton Casual Shirt for Men | Slim Fit",
"meta_description": "Buy premium cotton casual shirt online...",
"meta_keywords": ["cotton shirt", "men casual", ...]
}
Search analytics that improve conversion
See what customers search for, what they click, what returns zero results. Use data to improve product names, categories, and curated suggestions.
Trending Searches
Top 10 queries by search count. Click rate tracked. Admin can promote or block specific trends.
Search History
Per-user recent searches (last 10). Session-based for guests. Click-through tracking per result.
Popular Products
Products most clicked from search results for each query. Purchase tracking shows conversion.
Curated Suggestions
Admin-managed autocomplete with images, redirect URLs. Impression and click analytics. Priority ordering.
Voice Logs
Language, confidence score, transcribed text, results count, success rate. Optimize for spoken queries.
Image Logs
Detected labels, colours, similar products, success rate. See what visual searches customers attempt.
Zero Results
Queries that returned 0 results. AI semantic search catches some — remaining gaps need new products.
Click-Through Rate
Which search results get clicked vs scrolled past. Improve ranking, titles, and product images.
AI that saves hours. Every day.
One-click descriptions, auto SEO, semantic search, voice + image + barcode discovery. Powered by OpenAI, built into your admin panel. Included in every plan.