Solution

WhatsApp Grounded-Bot Stack

Most WhatsApp business bots are template-based and break on out-of-script questions. Users ask 'where can I find X?' or 'what's your latest pricing?' and the bot loops back to FAQs

The Problem

Most WhatsApp business bots are template-based and break on out-of-script questions. Users ask 'where can I find X?' or 'what's your latest pricing?' and the bot loops back to FAQs.

The Scavio Solution

n8n + WhatsApp Business API + Scavio HTTP node + LLM node. Free-form questions route to a Scavio search-grounded LLM answer; scripted intents stay scripted.

Before

Wati/Twilio template bot answers 60-70% of common Qs, fails on the rest. Frustration with the bot drives users to email/phone.

After

Hybrid bot: scripted FAQ + Scavio-grounded LLM for free-form. Coverage jumps to ~95% with sourced answers from your own website content.

Who It Is For

SaaS support teams running WhatsApp channels, e-commerce stores deflecting pre-sales questions, agencies productizing WA bots.

Key Benefits

  • Production-grade WA Business API channel
  • Live web context via Scavio HTTP node
  • Scripted + grounded hybrid (best of both)
  • Per-conversation cost $0.03-0.15 (WA + Scavio + LLM)
  • n8n self-host means no per-task surprise billing

Python Example

Python
# n8n is the deliverable. The Scavio call inside n8n is the only custom config:
# POST https://api.scavio.dev/api/v1/search
# headers: x-api-key
# body: { query: '<user question> site:yourcompany.com' }

JavaScript Example

JavaScript
// Same — n8n's HTTP node is the integration surface.

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

Frequently Asked Questions

Most WhatsApp business bots are template-based and break on out-of-script questions. Users ask 'where can I find X?' or 'what's your latest pricing?' and the bot loops back to FAQs.

n8n + WhatsApp Business API + Scavio HTTP node + LLM node. Free-form questions route to a Scavio search-grounded LLM answer; scripted intents stay scripted.

SaaS support teams running WhatsApp channels, e-commerce stores deflecting pre-sales questions, agencies productizing WA bots.

Yes. Scavio's free tier includes 500 credits per month with no credit card required. That is enough to validate this solution in your workflow.

WhatsApp Grounded-Bot Stack

n8n + WhatsApp Business API + Scavio HTTP node + LLM node. Free-form questions route to a Scavio search-grounded LLM answer; scripted intents stay scripted.