Personalized Recommendations on WhatsApp
Deliver AI-powered personalized product recommendations and itineraries based on customer preferences via WhatsApp.

The Challenge
Generic recommendations don't convert. Customers expect personalized suggestions based on their preferences, budget, and previous interactions. Manual personalization doesn't scale.
How It Works on WhatsApp
- Preference Collection
- Customer shares their preferences, interests, and requirements through natural conversation.
- AI Analysis
- AI analyzes preferences against your catalog to find the perfect matches.
- Personalized Suggestions
- Send tailored recommendations with images, descriptions, and pricing.
- Follow-up & Refinement
- Based on feedback, refine suggestions until the customer finds exactly what they need.
Example Conversation
Business Impact
Customization Options
Adapt this solution to your business:
- Product catalog integration
- Budget-based filtering
- Seasonal recommendations
- Purchase history analysis
- Cross-sell suggestions
- Wishlist management
Discover the case study most relevant to your industry
See how real businesses in your sector grow with Spoki.
Explore case studiesReady to Personalize Every Interaction?
Deliver AI-powered recommendations that convert via WhatsApp.
What your customer actually receives
Every automation you build lands as a normal WhatsApp conversation. This is the same journey, seen from the other side of the screen.
Your customer’s WhatsApp
Spoki · WhatsApp Business API
- 1Discovery
Hi Sara! Thanks for your interest — want me to show you the options that fit you best?
09:41
Triggered by an ad click, a form or a QR code. No app to install.
- 2Consideration
Here are the three most popular choices. Tap one and I’ll send you the details.
09:43
The AI agent answers questions in real time and hands over to a human on request.
- 3Decision
Your cart is saved. Complete the order here — payment happens inside the chat.
13:07
Checkout and payment without leaving the conversation.
- 4Retention
Your order shipped. Track it here — and let me know how it goes.
18:20
Shipping updates, feedback requests and reorders on the same thread.
One thread, start to finish. Your customer never repeats themselves and never loses the history.
Where this plays out
Marketing teams use Spoki to turn campaigns into conversations, with attribution down to the reply.
