# How a Manufacturer Qualifies Leads with AI Calls

> How an Indian pharma manufacturer uses AI calls to qualify every website enquiry within minutes: buyer or job seeker, product, quantity and market.

Source: https://edesy.in/blog/b2b-manufacturer-website-enquiry-ai-qualification-2026

**An Indian pharmaceutical contract manufacturer we work with uses an AI voice agent to call every
website enquiry within minutes and sort it before a salesperson touches it.** The agent first works
out what the person actually wants (to buy, a job, or something else), then asks only the questions
that matter for that path. Buyers are asked product segment, business model, quantity and market, and
tagged hot, warm or cold. Job seekers are routed to HR. The sales team now calls qualified buyers,
not a mixed inbox. This is the [AI sales agent](https://edesy.in/ai-sales-agent) applied to B2B manufacturing.

> **Build a triage agent for your enquiries:** [Start free on Edesy](https://voice-agent.edesy.in/?utm_source=edesy.in&utm_medium=blog&utm_campaign=b2b-manufacturer-website-enquiry-ai-qualification-2026) — Rs 50 free credit, no demo needed.

## The problem: the enquiry form is a mixed bag

A manufacturer's "Contact us" form collects everything: distributors, pharmacy owners, hospital
buyers, export agents, job seekers, students and vendors. The sales team was spending the first part
of each day calling people who were never going to buy. Genuine buyers waited, and some went elsewhere.

## Step 1: find out why they enquired

The first question decides the whole call:

> Namaste {{name}} ji, main {{company}} ki taraf se ek AI assistant bol rahi hoon. Aapne humari
> website par enquiry ki thi. Kya aap humare products kharidne ke baare mein jaanna chahte hain, ya
> job ke liye?

## Step 2: the buyer path

For buyers, the agent asks one question at a time:

1. **Product segment**: tablets, capsules, syrups, injectables, ointments or other.
2. **Business model**: contract (third-party) manufacturing, or a franchise/distribution model.
3. **Quantity**: expected monthly or first-order volume, in the buyer's own terms.
4. **Market**: domestic or export, and which states or countries.
5. **Contact details**: name, company, and a WhatsApp number for the quotation.

Then the agent tags the lead **hot** (clear product, volume and timeline), **warm** (interested,
details unclear) or **cold** (just exploring), and the sales team is notified on WhatsApp with the
summary.

## Step 3: the job-seeker path

For job enquiries, the agent captures qualification, years of experience and the role they want, and
passes it to HR. The call stays short and polite. These people might be your future employees.

## Rules that made it work

- **Never quote prices, MOQs or delivery dates.** They depend on the product and change. The agent
  says the sales team will send exact details on WhatsApp.
- **Say abbreviations the way the trade does.** Industry short forms need spelled-out pronunciation
  rules in the prompt, so the agent reads them letter by letter.
- **Say quantities the Indian way.** "Ek lakh tablets", not "one hundred thousand". See
  [pronunciation of numbers and acronyms](https://edesy.in/blog/ai-voice-agent-pronunciation-numbers-acronyms-india-2026).
- **Check the phone number has 10 digits**, repeat it back, and ask again at most twice.
- **Stop talking after the closing line.** See [why AI agents hang up too early, or too late](https://edesy.in/blog/why-ai-voice-agent-hangs-up-too-early-fix-2026).

## Language

The default is Hindi-English, which suits most Indian B2B callers. The agent switches to pure English
or pure Hindi when the caller clearly prefers it. Export enquiries usually get English.

## What sales receives for each lead

| Field | Example |
|---|---|
| intent | buyer |
| segment | syrups |
| model | contract manufacturing |
| quantity | about 1 lakh bottles/month |
| market | domestic, 3 states |
| lead_temperature | hot |
| whatsapp | captured |

Results can also go to HubSpot, Salesforce, Zoho CRM, GoHighLevel or a Google Sheet.

## Why speed matters in B2B

B2B buyers usually enquire with several manufacturers at once. The first supplier to call with the
right questions gets the first real conversation. See
[speed to lead with AI callbacks](https://edesy.in/blog/speed-to-lead-ai-callback-new-leads-2026), and if your enquiries
come from marketplaces, [call every IndiaMART lead within a minute](https://edesy.in/blog/call-indiamart-justdial-leads-ai-voice-2026).

## Start with last week's enquiries

Upload last week's form enquiries and see how many are real buyers.
[Create a free account](https://voice-agent.edesy.in/?utm_source=edesy.in&utm_medium=blog&utm_campaign=b2b-manufacturer-website-enquiry-ai-qualification-2026),
start from the lead qualification template, or [talk to us](https://edesy.in/contact).

## Frequently Asked Questions

### How can a B2B manufacturer use AI to qualify website enquiries?

An AI voice agent calls each enquiry within minutes, finds out whether the person wants to buy, is looking for a job, or something else, and then asks the right questions: product segment, business model, quantity and market for buyers; qualification and role for job seekers. Each lead is tagged hot, warm or cold and sent to sales or HR.

### Why do manufacturers get so many irrelevant enquiries?

Website forms attract job seekers, vendors, students and competitors alongside real buyers. Without a quick triage call, the sales team spends hours sorting enquiries instead of selling.

### Should the AI quote prices or minimum order quantities?

No. Prices, MOQs and delivery dates depend on the product and change often. The agent should capture the requirement and promise a callback or WhatsApp message from the sales team with the exact numbers.

### Which language should the calls use?

For most Indian B2B enquiries, a Hindi-English mix is a good default, switching to pure English or pure Hindi to match the caller. Regional languages work where your buyers are concentrated in one state.

### How much does each qualification call cost?

On Edesy, calls cost Rs 4-6 per started minute and unanswered calls are free. A two-minute qualification call costs about Rs 8-12 when answered.