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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

- ₹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
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.
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.
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
- 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.
Have a process that still depends on people?
Tell us your use case. We will build and run it.
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- Marketing automationOne clean lead database, nurtured on time.
- Finance and accounts automationInvoices, KYC and ERP, without the typing.
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