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Lead qualification · Bangladesh

How an AI agent qualifies leads in Bangladesh: three real-world examples

An AI agent qualifies a lead by asking the questions you put in its prompt, writing the answers down and ending with a next step: a booked visit, a scheduled callback or a handover to a person. The three made-up conversations below come from Sylhet, Dhaka and a Dhaka boutique, and the page covers the questions that matter when families decide, money may come from abroad and leads often start on Facebook, plus what we could and could not verify about following up leads in Bangladesh.

Example 1 · Inbound call

Can the agent handle a student who is only exploring?

Yes. It found out that the student had not yet taken the English test and had no budget settled, said so plainly, and booked a callback after the exam instead of pushing for a meeting.

  • Name: Tanvir Ahmed
  • Need: Business studies abroad, next year
  • English test: Not yet taken
  • Budget: Not decided
  • Decision-maker: Father, with the student
  • Next step: Consultant callback after the result, evening
Study-abroad consultancy · Zindabazar, Sylhet Inbound call
CallerHello, I want to study in Canada. Can you tell me about the process?
AgentHello, this is Surma Education's AI assistant; calls may be recorded. A consultant can explain the process, and I can take some details first. May I have your name, and which subject do you want to study?
CallerTanvir Ahmed. Business studies, after my HSC.
AgentThank you, Tanvir. Have you taken IELTS or another English test yet, and which intake are you thinking of?
CallerNot yet. Maybe next year. My father is asking about the cost first.
AgentThat is sensible. Do you and your father have a rough budget in mind, or would you like the consultant to explain the costs first?
CallerWe don't know yet. I'm just exploring.
AgentThat's fine. I'll arrange for a consultant to call you and your father after your English test result, and I'll note that you are exploring for next year. Is the evening best?
CallerYes, evening is fine.
Exploring · cold · callback after the English test result, evening
Apartment developer · Bashundhara R/A, Dhaka · Wednesday 18:30 Outbound follow-up call
AgentAssalamu alaikum. I am the AI assistant of Padma Heights, calling for Mr Rahim. You filled in the form on our website asking about a flat. If you would rather not be called, tell me and I will stop. Is this a good time?
LeadYes, go ahead.
AgentThank you. What size are you looking for, and is it to live in or as an investment?
LeadAbout 1,400 square feet, to live in. We rent in Mirpur now.
AgentAnd when would you like to move, and how would you pay: your own funds, a bank loan, or both?
LeadWithin a year. Tk 40 lakh of our own, and a loan for the rest. My brother works in Dubai and will help.
AgentThank you. We have a ready floor handing over in eight months. Could you see the site on Friday morning?
LeadYes, Friday at 10.
AgentI've booked Friday at 10 with our sales executive, Ms Sultana, and noted the size, the handover date and the loan.
Qualified · warm · site visit booked Friday 10:00

Example 2 · Outbound follow-up call

How does the agent call back someone who asked about a flat?

It introduced itself, asked permission to continue, qualified the flat size, handover date and payment route in five questions, and booked a site visit for Friday morning.

  • Name: Mr Rahim
  • Need: 1,400 sq ft flat to live in
  • Timing: Move within a year
  • Funds: Own funds plus a bank loan; family help from abroad
  • Next step: Site visit Friday 10:00

Example 3 · WhatsApp

Can the agent qualify a custom-order enquiry and hand it to a person?

It took the garment, size, date and budget, saw that the date was tight and the order was custom, and handed the chat to the owner with everything written down.

  • Item: Custom wedding panjabi, size 42
  • Colour: Cream with gold work
  • Budget: Around Tk 12,000
  • Needed by: Three weeks
  • Delivery: Uttara Sector 7
  • Next step: Owner confirms date on WhatsApp
Boutique · Dhanmondi, Dhaka WhatsApp
CustomerHi, can you make a wedding panjabi for my brother? The wedding is in three weeks.
AgentHello, this is Nilufar Boutique's AI assistant. We do custom panjabis. May I ask his size, the colour you have in mind and your budget?
CustomerSize 42, cream with gold work. Around Tk 12,000.
AgentThank you. Custom work needs time, so I will ask the owner whether three weeks is possible. Which area should it be delivered to?
CustomerUttara, Sector 7.
AgentI've noted everything and passed this chat to the owner, Ms Nilufar, who will reply here today. A staff member will take over from me now.
Qualified · hot · handed to the owner, date to be confirmed

Questions to ask

What should the agent ask a lead in Bangladesh?

You write these into the agent's prompt, in your own words and in your customers' language.

QuestionWhy it matters here
Who is making the decision, and who is paying?In many Bangladeshi families the parents or relatives decide, as the study-abroad student shows. Knowing this tells you who to include in the callback.
How will the payment be made: own funds, a loan or help from family?For flats and for study abroad the funding route sets the timing. Money coming from a relative abroad or a bank loan means a longer, more certain path than a casual enquiry.
Which area of Dhaka, Chattogram or Sylhet are you in?Travel across a city takes time. The neighbourhood tells you whether a visit or delivery is practical, and for property, which project fits.
When does it have to happen: the handover, the intake or the wedding?A fixed date separates a hot lead from a casual one, and it tells you if the custom order or the visit is even possible.
What have you done already: the English test, a bank pre-approval, a measurement?The step someone has completed shows how serious they are, and what to ask next.
Would you like to continue in Bengali or English, and what time suits you?Offering the language and a time keeps the call polite and makes the callback more likely to be answered.
Is it fine to message you on WhatsApp on this number?Many leads first arrive through a Facebook page or an ad. Asking permission before you message them on WhatsApp is your responsibility and costs nothing.

Reading the outcome

Hot, warm or cold: what happens next.

The bands are the ones you describe in the prompt, then read off each call's outcome and transcript.

BandWhat it meansWhat you do next
HotA clear need, a date that is close, the money or the route to it in place and the decision-maker involved. These bands are what you write into the agent's prompt and read off each outcome; ThinnestAI does not score leads for you.Book the visit or consultation the same day, or hand the chat or call to a person. Read the transcript first.
WarmReal interest with one gap: the date, the funds or a family member who has not yet been involved.Schedule a callback inside the calling hours you set, on the lead's clock, and include the other decision-maker if they asked for that.
ColdExploring with no date, no budget and no step taken.Do not chase. Offer a callback after the step they are waiting for, as with the English test, and add anyone who says stop to your do-not-contact list at once.

The rules

What the rules say about following up a lead in Bangladesh.

Consent, do-not-call lists, calling hours and recording are set by local law, and you are responsible for them.

Regulator and the Do Not Disturb service

The Bangladesh Telecommunication Regulatory Commission (BTRC) has directed mobile operators about promotional messages and automated calls. BTRC was reported in 2018 as telling operators to stop promotional SMS and automated (IVR) calls overnight and during religious observances; reports have given different overnight hours at different times, so we state no figure. On 24 April 2021 BTRC asked mobile users to switch on the operators' Do Not Disturb service to stop promotional texts, and a 2024 newspaper column noted that it does not stop messages from senders who are not the operator. These directions are addressed to operators and their own promotional traffic; we did not find a rule that directly binds a business running its own calling campaign. Find the current circulars on the BTRC website; not legal advice.

Calling a lead who filled in a form

In the sources we read we did not find a Bangladeshi rule on calling hours for a business making its own calls, on a form-fill counting as consent for a call, on recording calls, or on AI-voiced calls, so treat those as unsettled. The platform sets no calling window of its own and does not screen numbers against any register. You set calling hours per campaign on the called person's clock, keep your own do-not-contact list, and write an opening line that says who is calling, why, and that it is an AI, and offers to stop, as in the apartment example. Keep proof of when the lead asked to be contacted, and proof of opt-in for WhatsApp marketing messages. Say in the opening line that a call may be recorded, and keep recording off unless you need it. Read on 25 October 2026; not legal advice.

Personal data

The Personal Data Protection Ordinance, 2025 (Ordinance No. 61 of 2025) was gazetted on 6 November 2025. As reported by The Daily Star and The Business Standard, it requires informed, freely given consent for processing personal data, reaches foreign entities that handle Bangladeshi citizens' data, and allows data to leave Bangladesh only where the recipient gives equivalent protection, a standard reports call unclear. A National Data Governance Authority is to oversee it. Reports differ on timing: some sections take effect after 18 months, while a policy tracker lists it as in force from 6 November 2025. It was issued as an ordinance, so check its current status and rules. We support region deployments for enterprise customers. Read on 25 October 2026; not legal advice.

Read on 25 October 2026. Read the official text; this is not legal advice.

Local notes

What is different in Bangladesh.

  • Voice agents speak Bengali and English, and Hindi too. Replies on WhatsApp and website chat run in 37 languages, and Bengali is one of them. Regional speech such as Sylheti or Chattogram dialects is not claimed.
  • Many leads first meet a business on a Facebook page or an ad. Facebook Messenger and Instagram messages are not channels the agent answers, so give those leads a phone number or a WhatsApp number, or call back the ones who left a number in a form.
  • Callers often mix Bengali and English. Ring your own agent with real phrases, including place names and project names, before it takes live calls, and tune it from the transcripts.
  • The agent uses a number you hold on your own Twilio, Telnyx or Plivo account; whether a carrier can give you a +880 number is for that carrier to say. Offer the lead a callback time and keep it; the agent schedules callbacks inside the hours you set.

Questions

Common questions.

Can the AI agent qualify leads in Bengali?

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Yes. Voice agents speak Bengali and English, and WhatsApp replies include Bengali among 37 languages. Test with your own leads' phrases, and do not rely on it for regional dialects.

Does it score leads automatically?

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No. ThinnestAI does not score leads for you. You write the hot, warm and cold definitions into the agent's prompt, and you read the band from each outcome and transcript.

Can I call people who filled in my Facebook lead form?

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We did not find a Bangladeshi rule that settles it. Keep proof that the person asked to be contacted, say who is calling and offer to stop, set sensible hours and take advice. We do not screen numbers against the Do Not Disturb service or any register.

Does it connect to my CRM?

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There are no named CRM integrations. The agent captures a lead with the fields you choose, and you can receive outcomes through signed webhooks or the API.

How do I pay from Bangladesh?

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Paid plans are billed in US dollars by card; your bank converts the charge and decides whether it allows overseas payments. You can start free first. See the pricing page.

Try it on your own leads in Bangladesh.

Create an agent, put your qualifying questions in its prompt, and ring it from your browser before you connect a number.