Case Study

Customer

Abandoned Cart Sales

Tata 1mg

One of the world’s first abandoned-cart sales calls run end‑to‑end by a bot

How Tata 1mg ran abandoned-cart recovery calls by using end to end voice and, orchestrated workflows and increased uptick of conversion by 15% compared to their trained human agent.

Industry

Healthcare, E-commerce, Pharmacy and Diagnostics

Use cases

Cart recovery, package upsell, slot booking

Languages

11+ Every state in India

Featuring

Anubhav Mehrotra VP CX, Tata 1mg Varun Mahajan AVP, Tata 1mg

quotes

With Arrowhead, we became one of the first companies globally to perform abandoned-cart sales end to end, by a bot, on a phone call. Zero humans on the line.

Anubhav Mehrotra · VP CX

Tata 1mg

Achievements

+15%

higher conversion from the human-agent benchmark, on the same leads

↑ 30%

higher connection rate — calls within 2 hrs, any language

2 wks

from kickoff to live customer calls in production

Every day, customers fill a healthcare cart and leave — medicines and lab tests, often for a parent or a child. A human team can only call back a fraction of them; the rest are never reached at all. Tata 1mg wanted to know if an AI could call every single one, and actually close. Going in, they figured it might manage 70 to 80% of a trained agent. It beat them by 15%.

Challenge

Every drop-off has its own reason

Is the price right?Are these the tests I need?Personal details... why?

One customer stops at the price. One isn’t sure the test is the right one. A third reaches checkout and won’t enter a parent’s details on a screen. Each abandoned cart has its own reason, and most need a question answered before the order will close.

A trained agent handles that all day. The open question was whether an AI could — in Hindi, in English, in the mix people actually speak, at any hour?

How we built it

One call that does everything the app does

28

live APIs orchestrated

10+

actions taken in call

1

phone call, zero humans

The agent calls back. It asks what stopped the order, hears “the price,” and finds a package that covers the same tests for less. It checks stock, confirms the patient, picks a delivery slot, and places the order. One call. The app never reopens.

The customer paused, switched from Hindi to English, changed their mind once. The agent followed all of it — while making 28 live API calls in the background they never heard.

A real call

Abandoned cart sales call
(Hindi)

Results

A channel that converts above the human benchmark

The agent reaches every drop-off, not just the slice a team has time to call. It connects with 30% more of them — calling within two hours, in the customer’s own language. And of the ones it reaches, it closes 15% more than a human agent does.

It doesn’t edge ahead at one step. It wins at every step of the same funnel. That was the moment cart recovery stopped being an experiment and became a sales channel.

How we measured

Same leads, same window, with the human team as the control arm. Conversion is defined as a completed order placed on the recovery call. Not cherry-picking by segment.

quotes

When you hear the calls, you realise this is not just automation. It is selling, assisting, handling objections, and completing the journey.

Varun Mahajan · AVP, Tata 1mg

Tata 1mg

What's next

Built to scale across India’s languages

The agent now operates in 11+ languages across every state, and does far more than translate. Customers switch between Hindi and English, ask half-finished questions, and change their minds — and the agent follows all of it the way a person would.
quotes

This isn’t the ceiling for AI in sales. This is the floor.

Varun Mahajan · AVP, Tata 1mg

Tata 1mg
Arrowhead AI calling bots
Speaks like a human.Performs like a machine.