Speculative RAG
Anticipates follow-up questions and pre-loads information, making conversations smoother and sales more likely.
What Speculative RAG Means for Your Business
Speculative RAG anticipates follow-up questions and pre-loads information, making conversations smoother and sales more likely.
The AI That Thinks Ahead for Your Customers
How It Works
Speculative RAG doesn't just answer the current question — it anticipates what customers might ask next and proactively loads relevant information to create seamless, sales-driving conversations.
- • Anticipates follow-up questions
- • Pre-loads related information
- • Creates smooth conversations
- • Enables natural upselling
- • Improves customer experience
Real Business Example
E-commerce Upselling:
When customer asks about iPhone 15 cases, system pre-loads screen protectors and chargers, enabling smooth upselling: "Would you also like a screen protector for $15?"
Result: Increases average order value through natural, helpful suggestions that feel like personalized service rather than aggressive sales tactics.
Bottom Line: Speculative RAG is perfect for businesses focused on increasing customer lifetime value, improving conversion rates, or creating more engaging customer experiences that naturally lead to additional sales.