Building the AI workforcefor Bangladeshi commerceBuilding the AI workforce for Bangladeshi commerce
How a Bangladeshi shop sells, serves and delivers is changing. The work is moving to AI. What was missing was AI that speaks the way this country actually buys.
Letter from Swapnil
Letter from Swapnil
Everyone is suddenly talking about conversational commerce. Bangladesh has been doing it for ten years.
Almost nothing here goes through a checkout. Someone sees a product on Instagram, asks the price in a DM, moves to WhatsApp, and pays cash when the rider turns up. Nine in ten online buyers here prefer paying that way. There's no cart to abandon and no card to decline. The conversation is the whole business.
It works, and it has a ceiling. A brand grows until it hits the number of messages one founder can read in a day, and then it just stops. Meanwhile every parcel ships before anyone knows whether the buyer will take it, and the ones that come back cost the delivery twice.
What's changed is that a machine can now hold the conversation. Two years ago there was no voice model speaking Bangla well enough that someone in Sylhet wouldn't hang up. Now there is, and a conversation costs almost nothing. That's the opening, and I don't think it stays open for long.
I spent a while wondering why the big platforms wouldn't just take it. They score fraud on card signals, which a cash order never produces. The couriers will tell you how many parcels a buyer accepted from them, but only from them, so someone who refused delivery on one network looks clean on the next. The chat tools answer the message and leave the order for a person to type in later. Everybody has a piece of it. Nobody has the order.
So we built that. Omnistra is an AI workforce sitting on one record of every order, buyer, product and parcel. Tania takes the call in Bangla, Riya Text works the DMs, and all of them answer from what is actually true rather than what someone typed into a prompt last month, including whether Pathao or Steadfast is the one that delivers in that area.
The part I keep coming back to is what happens as it runs. Every delivery teaches the system something about a buyer, an area, a courier, and a merchant joining next year inherits all of it. The score that tells a seller whether to trust a cash order gets better with every merchant on the platform, so it is worth more to each of them the more of them there are. A single-tenant tool cannot copy that, and it is why this compounds instead of just growing.
I built voice AI for years before this, and I have sat with enough people running these businesses to know what holds them back is not ambition. They are doing by hand what a machine has quietly got good enough to do.
We're early. Some of what is on this site we built last month, and we are taking our first merchants slowly. But I have never been more sure of a direction. Bangladesh worked out how this kind of commerce runs. We want to build the thing it runs on, here first, and then in the markets that work the same way.
Swapnil Roy
Founder and CEO, Omnistra
Dhaka
- Founded
- 2025
- Where we build
- Dhaka
- Languages
- Bangla, English, 60+ more
Answering is easy. Being understood is hard.
Why Omnistra exists
Why Omnistra exists
Bangladesh runs on conversation and on cash. The order arrives in a DM or on a call, and it is paid for at the door, or on bKash a moment before it gets there. The global commerce stack assumes neither. It was built around a checkout page and a card, so everything sitting on top of it is blind to how this market actually works.
Omnistra is an AI workforce with a system of record underneath it. Agents that sell, serve, recover and follow up in the language the buyer opened with, and an Order OS holding the catalog, the buyer, the cash risk and the courier in one place. One platform, from the first message to the parcel at the door.
Every conversation the workforce handles makes the next one better. Which buyers accept a parcel, which courier delivers in which area, why a delivery came back. Built in Dhaka for Dhaka first, and built to travel to every market the rest of the world has been slow to serve.
The team
The team
Small on purpose. Everyone here has sat in a shop and watched the work we are trying to take off someone's hands.
Swapnil Roy
Founder and CEO
Ajmal Hossen
Co-Founder and COO
Arina Tasnim
Co-Founder and CHRO
Samiul Sakib
Co-Founder and CTO
Ahad Abedin Fardin
Tech Lead
Imam Hossain
Senior AI Engineer
What we hold to
Five things we decide against. Every product call, every hire, every commitment we make to a merchant.
The customer at the door comes first
Every decision is judged from the position of the person waiting for a parcel. A feature that improves one of our numbers and worsens their day does not ship, however good it looks in a deck.
Say the number, including the bad one
Merchants see where a parcel is and why a courier was chosen. We publish our own margins and our own limits, and we would rather lose a deal than win one on a claim we cannot stand behind.
The AI says it is an AI
Agents disclose what they are, take no for an answer, and leave a record of every action. Nobody is talked into an order they did not want, and a human is always one sentence away.
Every call makes the next one better
The hundredth merchant gets a sharper read on cash risk than the ninety-ninth, because the platform learns from every delivery it has seen. That compounding is not a side effect. It is the product.
We win when the shop wins
Pricing tied to what the work actually returns. If a merchant is not better off, we have not earned the invoice, and we would rather fix that than defend it.
JOIN US
We hire for craft,patience and low tolerance.
If the problem described on this page is one you have lived, we would like to hear from you.

