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AI pipeline

One verified knowledge base, everywhere it needs to be

Verified Guru cards auto-route to the Zoho help center and the support AI — deduped, no manual filing.

Knowledge-heavy support org
  • Guru
  • Zapier
  • AI
  • Zoho Desk
  • Vector DB
  • Crisp
// the problem

They wanted their knowledge base to be the single source of truth — and only verified articles to reach their public help center and their support AI, sorted into the right category, with zero duplicates and zero manual filing.

// how it works
Guru

A knowledge card gets verified.

Stays the single source of truth — only verified cards ever move downstream.

Zapier

Catches the “card verified” event the moment it fires.

AI

Reads the card title and auto-assigns the Zoho category + destination.

No human picks a category — the model decides where it belongs.

ID-map database

New card → create. Seen before → patch.

A custom ID-mapping table makes it idempotent: existing IDs hit Zoho’s update API instead of spawning a duplicate article.

Zoho Desk + Help Center

The article is published or updated automatically, in the right category.

Vector DB → Crisp AI

The verified content feeds the support bot’s knowledge.

So the chat AI always answers customers from the latest approved knowledge.

Verified knowledge now flows out on its own, lands in exactly the right place, never duplicates, and the support bot is always current — no one filing articles by hand.

  • Guru
  • Zapier
  • AI categorization
  • Zoho Desk
  • Custom ID-map DB
  • Vector DB
  • Crisp

Client details anonymized — the work is real.

Want something like this for your stack?