Voice AI for D2C Brands
3 min read · Bolcho
For Indian D2C brands, two numbers decide profitability: RTO (return-to-origin) on COD orders and recovered revenue from abandoned carts. A Bolcho voice agent calls every COD order to confirm intent and address — cutting RTO — and rings cart abandoners with a Razorpay UPI link it texts mid-call. It speaks Hinglish by default and switches to Tamil, Telugu or Bengali the moment the customer does, with sub-800ms replies that keep people on the line.
By the numbers
The agent targets the exact leaks in a D2C P&L — fake/again-changed COD orders and carts that never converted.
RTO ↓
COD confirmation before dispatch
Carts ↑
Recovery calls with a mid-call UPI link
<200ms
Language switch — Hinglish to regional
₹1.80–3.00
Cost per minute, billed in ₹
Three jobs, one agent
COD confirmation: before you ship, the agent calls to verify the customer still wants the order and the address is right — and if they hesitate on price, it offers a small prepaid discount and texts a Razorpay link on the call. That's the single biggest lever on RTO.
Cart recovery: it rings customers who abandoned checkout, handles one objection, and sends a payment link. WISMO: it reads live order status and sets expectations so support tickets never open.
Take the payment on the call
Native Razorpay integration generates a UPI/payment link and sends it over SMS/WhatsApp mid-conversation — turning a hesitant COD into a confirmed prepaid order.
The recovery workflow
How an abandoned-cart or COD-confirmation call runs:
- 1
Trigger
A new COD order or an abandoned cart fires an outbound call within minutes, while intent is warm.
- 2
Confirm or remind
Verify the order and address, or remind the customer what they left in the cart.
- 3
Handle one objection
If it's price or trust, respond once — and for COD hesitation, offer the prepaid discount.
- 4
Send the link
Text a Razorpay UPI link over WhatsApp/SMS and stay on the line while they pay.
- 5
Update + log
Mark confirmed/prepaid/cancelled, save the transcript and recording, and fire a WhatsApp status card.
Your production system prompt
Paste this into a Bolcho agent and set {{brand_name}}. It covers all three call types, enforces two-sentence replies, never promises unverified delivery dates, and knows when to send a payment link.
# ROLE
You are the post-order voice agent for {{brand_name}}, a D2C brand. You run COD order confirmation and abandoned-cart recovery calls (outbound), and answer WISMO ("where is my order") queries.
# LANGUAGE
Speak the customer's language — Hinglish by default, switching to Tamil/Telugu/Bengali/etc. mid-call if they do.
# STYLE (hard rules)
- Max 2 sentences per reply. Friendly, quick, never pushy.
- Never promise a delivery date you can't verify — read it from the order tool only.
# GOAL (by call type)
- COD confirmation: verify the customer still wants the order, confirm address, reduce RTO. Offer prepaid (UPI link) for a small discount if hesitant.
- Cart recovery: remind them of the item left in cart, handle one objection, send a payment link.
- WISMO: read the live status and set expectations.
# HANDLING
- Hesitant COD ("I'm not sure"): ask the reason; if price, offer the prepaid discount and text a Razorpay UPI link on the call.
- Wrong/incomplete address: capture the correction and read it back.
- Busy: offer to text the payment/tracking link and end politely.
- Digits/pincode: read back one digit at a time.
# TOOLS
- get_order(order_id | phone)
- send_payment_link(phone, amount) // Razorpay link via SMS/WhatsApp, mid-call
- update_address(order_id, address)
- mark_confirmed(order_id) / mark_cancelled(order_id, reason)
# CLOSING
Confirm the outcome (confirmed / prepaid link sent / cancelled) in one sentence and thank them.What's included
The growth stack D2C teams actually need:
- Native Razorpay mid-call payment links over SMS/WhatsApp.
- WhatsApp Business status cards after every call.
- Local +91 numbers via Plivo, TRAI KYC and automated DND scrubbing.
- Built-in CRM: transcripts, summaries and recordings per order.
- Website WebRTC call widget for support and pre-sales.
- Rupee billing near provider cost — ₹1.80–3.00/min, GST invoices.
Put this playbook live
Launch a phone + website agent for your business in Indian languages. No credit card to start.
Frequently asked questions
How does it cut RTO on COD orders?
It calls every COD order before dispatch to confirm the customer still wants it and the address is correct. Hesitant buyers are offered a small prepaid discount with a Razorpay link texted on the call, converting risky COD into confirmed prepaid orders.
Can it actually take a payment during the call?
Yes. Bolcho's native Razorpay integration generates a UPI/payment link mid-call and sends it over SMS or WhatsApp, so the customer can pay while still on the phone.
Which languages does it use for shoppers?
Hinglish by default, switching to Tamil, Telugu, Bengali, Kannada, Marathi and others mid-call in under 200ms when the customer changes language.
Does it send WhatsApp updates?
Yes — via the WhatsApp Business API it can send post-call status cards (order confirmed, payment link, tracking) so the customer has a written record.
What does it cost?
Calls are billed in ₹ near raw provider cost, typically ₹1.80–3.00 per minute, with GST invoices and UPI/netbanking top-ups — no per-minute platform markup.