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Agriculture

GPC Group

Meta ads to chatbot to AI calling, learning videos, KYC and auto-invoicing

  • Voice AI
  • WhatsApp Automation
  • CRM / ERP Integration
GPC Group logo
₹44,00,000
Revenue attributed per month
₹1,00,000
System cost per month
44x
Return on every rupee spent
₹5,00,000
Average order value

The client

GPC Group runs Meta lead ads at volume across India and sells agri-inputs business to business, to retailers and distributors.

The challenge

Sales, marketing and accounts each relied on manual effort, and three gaps were hurting qualified pipeline and slowing cash collection.

  • Sales: leads arrived through a WhatsApp and Instagram chatbot, and a slow or missed human reply let paid leads go cold before anyone called.
  • Marketing: product content, including farmer education on how to use products, was made by hand and did not reach farmers in their own language.
  • Accounts: KYC checks and invoicing for new customers and distributors were manual, which slowed onboarding and collections.

What we built

3 connected parts, one system

  1. Part 1

    Sales

    • Meta ads feed a WhatsApp and Instagram chatbot that sends the first reply instantly.
    • A missed-reply detector finds leads that go cold without a timely human reply and passes them to an AI calling agent, which dials them directly.
    • A follow-up agent retries on a schedule if the first call does not connect.
    • Each qualified lead goes to the sales manager, sales associate and sales caller together. Leads still unanswered are re-queued, not dropped.
  2. Part 2

    Marketing

    • An AI content engine turns the product catalogue into social creatives and copy, then posts them on schedule across GPC's own channels.
    • A learning-video generator produces animated, multi-language explainer videos on how products are used, aimed at farmers and retailers.
  3. Part 3

    Accounts

    • Customer and distributor onboarding runs through an automated KYC flow.
    • After verification, each order triggers an invoicing engine that creates the invoice and payment link. Collections sync back to Odoo.

Systems and tools involved

  • Meta ads
  • WhatsApp
  • Instagram
  • AI voice calling
  • AI content and video
  • KYC automation
  • Invoicing and payment links
  • Odoo

Architecture

The system, drawn as we built it

Results

What changed

  • Verified

    ₹44,00,000

    Revenue attributed per month

  • Verified

    ₹1,00,000

    System cost per month

  • Verified

    44x

    Return on every rupee spent

  • Verified

    ₹5,00,000

    Average order value

  • Qualitative

    100% B2B

    Retailers and distributors

Notes

  • At a ₹5 lakh average order value, ₹44 lakh a month in attributed revenue is roughly 9 orders a month. The system surfaces those orders, calls the leads and carries each through to a paid, verified, invoiced account.