AI

WhatsApp AI Pathway (Intent Routing)

LLM intent router. 94% accuracy. Hinglish + 12 Indian languages.

  • No credit card
  • Meta Cloud API
  • India-hosted
  • DPDP compliant
WhatsApp AI Pathway (Intent Routing)

RichAutomate AI Pathway routes user messages to the right flow branch based on LLM-detected intent — replaces 50+ keyword conditions with a single node. Build one router, support 10 intent paths + a fallback. Works with your BYOK AI provider, returns confidence + reasoning per classification, configurable confidence threshold per pathway.

What AI Pathway does

Drop one AI Pathway node into a flow, define 1-10 pathways with name + optional description, set the system instructions + min confidence (default 55%). On every inbound message, the LLM classifies intent against your defined pathways, returns strict JSON {pathway_id, confidence, reasoning}, and the flow routes to the matching source handle (or "No Match" fallback below threshold). Logged to FlowRunLog with full audit trail.

Real Indian cohort numbers

MetricKeyword-based routerRichAutomate AI Pathway
Intent accuracy62%94%
Hinglish + code-switch handling22% accurate89%
Time-to-build router3-7 days (edge cases)20 minutes
Maintenance per quarter14 hours (new keywords)1 hour (review only)

Common pathway patterns

  • Customer support — Order status / Refund / Cancellation / Product Q&A / Live agent / Other.
  • Sales — Pricing / Demo request / Custom quote / Existing customer / Compare with competitor / Not interested.
  • Restaurant — Reservation / Menu / Delivery hours / Location / Loyalty / Live agent.
  • Real estate — Specific property / Site visit / Pricing / Loan assistance / Sell my property / Investment.
  • Multilingual — Detect language → route to language-specific sub-flow (Hindi / Tamil / Bangla / English).

How it works (3 steps)

  1. Drag AI Pathway node into flow, bind your AI Provider credential.
  2. Add 1-10 pathways with name + short description (boosts classifier accuracy).
  3. Connect output handles to next nodes. Test in builder preview.

Pricing

AI Pathway node is part of the AI feature bundle: ₹2,000/month per tenant. Each classification uses ~150-300 tokens (~₹0.05 per inbound on gpt-4o-mini BYOK).

FAQs

FAQ

Questions we get a lot.

Still curious? Reach the team on WhatsApp — we reply within 2 hours during India business hours.

How is AI Pathway different from a Condition node?

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Condition node compares an attribute against a literal value with == / != / Contains operators. AI Pathway uses an LLM to understand intent from free-form natural language — handles typos, slang, Hinglish code-switch, ambiguous phrasing. Use Condition for known structured data; use AI Pathway for routing inbound messages.

What if the LLM is wrong about intent?

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Configurable min confidence threshold per node (default 55%). Below threshold, routes to "No Match" handle. You can review FlowRunLog audit trail (pathway_id + confidence + reasoning + tokens used) for any classification. Adjust pathway descriptions to improve accuracy.

How many pathways can a single AI Pathway node have?

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Up to 10 named pathways + 1 No Match fallback. For more complex routing, chain multiple AI Pathway nodes (e.g. top-level "Sales vs Support" → second-level "Sales: pricing vs demo vs quote").

Does AI Pathway work in Hindi and other Indian languages?

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Yes — LLM intent classification works in any language the provider supports (12+ Indian languages via Sarvam or Gemini; English + Hinglish on all providers). Real Indian B2B SaaS panel: Hinglish accuracy 22% (keyword) → 89% (AI Pathway).

How much does each AI Pathway classification cost?

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Approximately ₹0.05 per inbound message on gpt-4o-mini BYOK (150-300 tokens per classify). On Sarvam-1 fine-tuned, ~₹0.018. Cost scales with conversation volume; for 100k inbounds / month, expect ₹5,000 BYOK + ₹2,000 RichAutomate feature fee.

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ai pathway (intent routing)?

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