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Rahul10 Minutes read

How AI Calling Agents Actually Work for Ecommerce & D2C Brands

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(Real Results, ROI, Funnels, and Step-by-Step Setup)


AI calling agents are no longer an experimental feature. For modern ecommerce and D2C brands, AI voice calls have become a high-intent revenue layer that works on top of WhatsApp and email recovery.

This guide explains:


  1. The Mechanics: How AI calling agents actually work.
  2. The Data: Why Voice converts 17%+ vs Email's 2%.
  3. The Setup: How to build "Dynamic Journeys" using a no-code builder.
  4. The Analytics: What real results look like inside the dashboard.
  5. The Strategy: How to use the "Waterfall" method to balance cost vs. benefit.
  6. Compliance: How to use voice without spamming your customers.



The Engagement Hierarchy: Why Voice Wins

Data from recent research allows for a direct comparison of channel efficacy. While WhatsApp rules visibility, Voice rules conversion.

MetricEmail (Automated Flow)WhatsApp / SMSAI Voice Agent
Open / Answer Rate21% (Industry Avg)98% (Read Rate)40-60% (Answer Rate)
Time to InteractionHours to DaysMinutes to HoursImmediate (Real-time)
Interaction NaturePassive / One-wayAsynchronous / TextSynchronous / Voice
Conversion Rate2-5%7-15%17%+ (Phone Closed)
Average Order ValueBaseline+5-10%+26% ($82 → $108)


The "Trust" Multiplier

The data suggests that while WhatsApp has the highest visibility (98% open rate), Voice has the highest conversion (17%). Why?

  1. Psychological Commitment: A voice conversation requires active participation. It is harder to say "no" to a human-sounding voice than to ignore a text.
  2. Objection Resolution: In a text, if a user thinks "shipping is too high," they just stop replying. In a call, they say it, giving the AI a chance to counter with "I can actually waive that shipping fee for you right now."

This real-time negotiation capability is the primary driver of the higher conversion rate and AOV.



How AI Calling Agents Actually Work (Behind the Scenes)

AI calling is not effective without "Journeys." Journeys provide trigger accuracy, timing control, audience filtering, and clean ROI attribution.

Creating Dynamic Journeys

The power of the Retner Journey Builder lies in its ability to create dynamic journeys that adapt to the user's behavior during the journey.


Scenario A: The High-Value Abandonment

  1. Trigger: User abandons a cart worth $250 (approx. ₹20,000+).
  2. Logic Check: Is the time within business hours? (Yes).
  3. Action 1: Wait 15 minutes (to allow organic return).
  4. Action 2: Initiate AI Voice Call.
  5. Branching:
  6. If Answered: AI agent engages, offers 10% discount. If user accepts, send payment link via WhatsApp immediately.
  7. If No Answer: Wait 5 minutes, then send a WhatsApp message with a generic recovery link.
  8. If Voicemail: Leave a pre-recorded personalized message.


Scenario B: The COD Verification Loop (RTO Killer)

  1. Trigger: User places a COD order.
  2. Action: Immediate AI Call (Latency < 30 seconds).
  3. Script: "Hi [Name], confirming your order for [Product]. Press 1 to confirm shipping."
  4. Branching:
  5. Pressed 1: Tag order as "Verified" in Shopify.
  6. Pressed 2 (Cancel): Auto-cancel order in Shopify, send confirmation SMS.
  7. No Answer: Schedule retry call in 1 hour. If 3 fails, flag for manual review.



Real AI Call Results: What Analytics Show


AI Call Analytics Dashboard

You cannot improve what you do not measure. Founders typically track the following metrics to ensure the system is working:


  1. Total calls placed vs. connected
  2. Average call duration (Higher duration = better engagement)
  3. Cost per call
  4. Orders influenced & Revenue assisted



Call Transcripts and Recordings


Unlike a "black box" system, every conversation is recorded and transcribed. This helps teams:

  1. Identify common customer objections (e.g., "Delivery is too slow").
  2. Improve scripts based on real feedback.
  3. Optimize timing and targeting.




Expected ROI: Recovery Uplift & RTO Reduction


1. Abandoned Cart Recovery Uplift

  1. WhatsApp-only recovery: 8–12%
  2. WhatsApp + AI calling: Additional 10–15% recovery (Incremental)

Note: This uplift represents net-new recovered orders, not reattributed conversions.


2. COD RTO Reduction

For COD-heavy brands in India, AI confirmation calls are a revenue protection mechanism.

  1. 20–35% reduction in RTO
  2. Elimination of fake or low-intent shipments before they leave the warehouse.
  3. Lower reverse logistics costs.


3. Overall ROI

When applied strictly to high-intent users, AI calling delivers a 3×–6× ROI (conservative range). This ROI is a combination of incremental revenue gained and shipping losses prevented.



Step-by-Step: Setting Up Your First Agent

(Using Retner Journey Builder)


Step 1: Open the Journey Builder

Navigate to your dashboard and open Journey Builder.



Step 2: Configure the Trigger

Select Checkout Started or Order Created (for COD). Add filters for minimum cart value.



Step 3: Add the AI Calling Node

Drag the AI Calling action into the canvas. Map live Shopify variables (Customer Name, Product Name, Price) so the AI knows exactly what to say.




Step 4: Go Live

Save the journey. Your 24/7 sales team is now active.



Listen to an AI Agent in Action

It’s easy to write about "human-like" voices, but you need to hear it to believe it.



(Note: Insert your audio file or link here)

Sample Transcript:

AI Agent: "Hi Rahul, I noticed you tried to purchase the SmartWatch Ultra but the payment didn't go through. Was there an issue with the UPI link?"

Customer: "Yeah, the page got stuck."

AI Agent: "No problem. I can send you a fresh, secure payment link on WhatsApp right now with a 5% extra discount. Should I send it?"

Customer: "Yes, please."



Safety & Compliance: How to Call Without "Spamming"

The biggest fear founders have is annoying their customers. Here is how we ensure safety:

  1. Smart DND Filtering: The system automatically checks DND status where applicable.

  2. Business Hours Only: Journeys are configured to only trigger calls between 10:00 AM and 7:00 PM local time.
  3. Frequency Caps: We limit calls to 1 per abandoned cart. If they don't pick up, we respect their privacy and switch to WhatsApp.



Cost vs. Benefit: The "Waterfall" Strategy

Founders often ask: Is AI calling expensive?

  1. Email: Nearly free. High volume, low yield.
  2. WhatsApp: Moderate cost. High volume, moderate yield.
  3. AI Voice: Higher cost (telephony + LLM inference). Lower volume, but highest yield.

Strategic Insight:

The optimal strategy is not "either/or" but "waterfall."

Use AI Voice for high-value carts (>$100 / ₹8,000) where the margin supports the cost, and use Email/WhatsApp for lower-value carts. This ensures you aren't burning budget on low-AOV customers while maximizing recovery on your VIPs.



Final Takeaway for Ecommerce Founders

AI calling is a precision tool, not a broadcast channel. When you layer it on top of WhatsApp using a Dynamic Journey, you aren't just "following up"—you are forcing a resolution.

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