Your reps sell in a mix of Hindi and English. Allota AI transcribes the call exactly as it happened and writes the executive brief in that same Hinglish — because translating it into formal English loses the commercial meaning.
A call recording CRM for pharma automatically captures telephone conversations from field reps' devices, transcribes bilingual Hindi-English dialogues, and summarizes molecule pricing, monopoly requests, and committed follow-ups into structured briefs. Audio stays 100% on your own Google Drive.
The call recording is picked up from your own Google Drive folder.
Hindi, Hinglish or English, written exactly as it was said.
Summary, molecules and Hot, Warm, Cold or Dead classification.
Flag a follow-up or send the drafted AI WhatsApp.
A pharmaceutical company running twelve field representatives generates several hundred conversations a week. Rates get quoted, territories get discussed, commitments get made — and almost none of it survives the call.
The rep remembers what they choose to remember. When they resign, the relationship history, the quoted rates and the promises leave with them.
When a distributor disputes what was promised, there is no record to check. The argument is resolved by whoever is more insistent.
A manager sees call counts, not call quality. Forty calls that went nowhere look identical to four that closed.
You connect one master Drive folder. Allota AI reads recordings filed as Employee Name / YYYY-MM-DD / Recording.mp3 and parses them in place, on a continuous sync.
The audio never moves to our servers. For conversations containing pricing, territory agreements and customer relationships, that distinction matters — there is no server-side copy of your calls to breach, subpoena or lose.
| Comparison | Calls | Answered | Missed |
|---|---|---|---|
| Today | 6 | 6 | 0 |
| 24 Sept 2026 | 38 | 37 | 1 |
Indian pharma calls are not conducted in clean English. They sound like “Jaipur mein cardiovascular ka monopoly available hai?” — Hindi and English braided together, with the commercial meaning sitting in the mix.
Allota AI transcribes exactly that. No cleaning up, no translation into corporate English that quietly loses what was actually agreed. Every connected call produces a full verbatim transcript, speaker by speaker.
From that transcript the system produces a structured Executive Call Intelligence Brief: the representative and prospect, talk time, call outcome, the AI's lead verdict with its reasoning, the commercial summary, the territory and division in play, and the verbatim dialogue underneath.
The summary is written in the register the call happened in, which is why an owner can read fifteen briefs over morning chai and actually absorb them.
Every call is classified Hot, Warm, Cold or Dead — derived from what was said. A rate list request, a monopoly district enquiry or a booked order reads as high commercial intent. A request to call back next quarter does not.
Crucially the AI records why it assigned the status, so a manager can disagree with the verdict on evidence rather than instinct.
| Lead & Contact | Category | Platform | Assigned Representative | Calls | Status |
|---|---|---|---|---|---|
| Rajesh S.+91 98XXX XXX44 | PCD Franchise | IndiaMART | Naresh K. | 3 | Hot Lead |
| Meena A.+91 99XXX XXX05 | Third-Party | Meta | Pooja S. | 2 | Warm Lead |
| Anil M.+91 70XXX XXX81 | PCD Franchise | Website | Kiran R. | 1 | Cold Lead |
| Suresh P.+91 98XXX XXX23 | Third-Party | Excel | Amit V. | 4 | Hot Lead |
Twenty minutes, screen shared. We open a real call brief and walk the workspace — no slide deck.
How call intelligence built for Indian pharma differs from the tools most companies try first.
| Excel + memory | Generic CRM | Allota AI | |
|---|---|---|---|
| Call recorded | On the rep's phone, lost | Sometimes, as an attachment | Synced from your own Drive automatically |
| Transcript | None | English only, if available | Verbatim — Hindi, English and Hinglish |
| Summary language | Whatever the rep types | Formal English | Hinglish — the register of the call |
| Lead quality | Rep's opinion | Manual dropdown | Classified from the audio, with reasoning |
| Territory & molecule | Not captured | Free-text field | Extracted automatically per call |
| Audio storage | Rep's phone | Vendor servers | Your Google Drive — zero server-side |
| Dispute resolution | Word against word | Notes, if written | Verbatim transcript in seconds |
| Languages handled | Hindi, English and Hinglish code-switching |
| Summary output | Hinglish executive brief, not translated |
| Lead classification | Hot · Warm · Cold · Dead, with recorded reasoning |
| Audio source | Google Drive folder you own and control |
| Expected file structure | Employee Name / YYYY-MM-DD / Recording.mp3 |
| Server-side audio storage | None |
| Extracted fields | Territory, commercial division, behavioural tags, talk time, call outcome |
| Filtering | Date range, AI lead status, representative |
| Follow-up action | AI-drafted WhatsApp message, one-tap dispatch |
| Document reference | Unique confidential reference per brief |
A customer claims your rep promised something. Open the transcript, read the line, resolve it — instead of losing a relationship to an argument nobody can win.
A departing representative used to take their territory knowledge with them. Now a replacement inherits searchable briefs on every account.
Call counts reward dialling. Classification rewards converting — and shows you which reps do which.
Most call-intelligence tools were built for English-speaking markets and bolted multilingual support on afterwards. Their approach is to translate the call into English and summarise the translation. Two layers of loss.
The commercial substance of an Indian pharma call frequently sits in phrasing that does not survive translation. "Monopoly chahiye" is a specific commercial demand with a well-understood meaning in the PCD trade. Rendered as "the customer would like exclusivity", it reads as a soft preference rather than the opening of a negotiation.
Allota AI summarises in the source register. What you read is what was said.
This is not a general-purpose sales tool with a pharma skin. The extraction targets PCD franchise concepts — monopoly rights, districts, divisions, molecule names, MOQ — because those are the variables that determine whether a conversation was commercially significant.
A general transcription tool will tell you a four-minute call happened. This tells you a distributor asked for cardiovascular monopoly in Jaipur, wanted rates on two specific molecules, and agreed to a meeting.
Last updated
Pharma sales calls in India are spoken in Hinglish. Here is why translating them into English loses the deal, and what a good call summary should contain.
Read the guide →How Hindi and Hinglish call transcription works for pharmaceutical sales calls, where it struggles, and how to evaluate accuracy on your own recordings.
Read the guide →A practical guide to choosing a call recording CRM in India: storage, privacy, Hindi support, lead linking and what happens to missed calls.
Read the guide →Tell us your business name and a number. We will call you back, usually the same working day, and show Allota AI on a real call brief.
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