# AI voice bot personalization: client name, booking and last call

The bot calls the client by name, confirms the booking and resumes an interrupted conversation where it stopped. How to pass CRM card data to the bot.

Section: AI voice bot · Updated: 2026-11-11 · http://my.lptracker.ru/land/lk/faq/?a=voice-bot-client-data&lang=en

> **In short:** AI voice bot personalization means the bot puts lead card fields into the conversation: the name, booking date, service and the previous call's summary. The “{...}” button (“Add parameter”) in an instruction or plan item inserts the fields, and the bot writes the summary for the next call itself on the “Writing to CRM” tab.

AI voice bot personalization makes the bot sound like an employee who remembers the person. People hang up on a faceless “Hello, you left a request” by the second sentence. But a call where the bot names the client, the service and the booking time feels like care, and people listen to the end.

Client data is the set of lead card fields: the name, visit date and time, specialist, service and the previous conversation's summary. On a real call, the bot takes them from the card and puts them into the conversation, so it says something different to each client. Watch the two-minute video, and below you will find step-by-step setup.

[Video: AI voice bot personalization: client name, booking and last call](http://my.lptracker.ru/land/n/multic/faq_media.php?f=2026-11/voice-bot-client-data-en-b75de0.mp4)
- 0:03 Client data
- 0:16 Card fields
- 0:30 Booking confirmation
- 0:44 Empty fields
- 0:55 Testing with data
- 1:07 Call summary
- 1:19 Resuming the talk
- 1:31 Caching
- 1:43 Summary

## Why your business needs calls that use the client's name

- **Clinic and salon.** The bot confirms the booking: it says the client's name, service, specialist and time and asks whether everything still stands.
- **Online school.** The bot remembers which course the person chose in the request and talks about it right away, not about the school in general.
- **Repeat call.** The connection dropped — on the next call the bot starts where you left off.
- **Working with a database.** The bot takes the city, budget and interest from the card into account from the first sentence, so the conversation gets straight to the point.
- **Recruiting.** A candidate calls again — the bot checks the profile from the previous conversation: city, experience, documents, when they can start. There's no need to ask the same things again, and the candidate sees they are remembered.

> A chain of cosmetology clinics. Before: the bot confirmed bookings impersonally, clients asked again who and what they were booked for, and the conversation dragged on. What we did: the “Name”, “Stage date”, “Specialist” and “Service” fields were inserted into the “Conversation plan”. Result: a confirmation takes 40 seconds, and 81% of clients confirm their booking on the first call.

## How the bot gets client data

- **Lead card fields.** The “{...}” button in an instruction item opens the “Add parameter” window. The “CRM fields and pause tags” tab has “Name” and all card fields: text, dates, numbers, lists, “Funnel stage”, “Lead owner”, “Comments”.
- **Data from your system.** A load webhook with “Pass phone” asks your system by the client's number and gets the name, purchases and status before the call. More in “[AI voice bot knowledge base](http://my.lptracker.ru/land/lk/faq/?a=voice-bot-knowledge&format=md&lang=en)”.
- **The previous call's outcome.** The bot writes a conversation summary to its own CRM field on the “Writing to CRM” tab and takes it from the card on the next call.

![AI voice bot personalization: choosing a card field](http://my.lptracker.ru/land/n/multic/faq_media.php?f=2026-11/voice-bot-client-data-1-en-c6394f.webp)

## How to insert the client's name and CRM fields into the script

1. **Open the instruction** — “AI voice bot” → click the bot → the “Instruction” tab, the “Instruction” or “Plan” sub-tab.
2. **Place the cursor** — In the item that needs data: a starting phrase, a “Conversation plan” step or “Arguments and facts”.
3. **Insert the field** — Click “{...}” in the item's top right corner, choose “Name” or a card field and click “Add”.
4. **Describe the case with no data** — Add a rule, for example: “If there is no name, don't address the client by name.”
5. **Save and test** — Click “Save”, then open “Training AI”. In the “Fill in or clear the variables for testing” window, enter the values yourself: on a real call they come from the card.

Which blocks the instruction consists of and what goes where is covered in “[AI voice bot script](http://my.lptracker.ru/land/lk/faq/?a=voice-bot-prompt&format=md&lang=en)”.

## Appointment confirmation calls by an AI voice bot

The most common scenario is a call the day before the visit to confirm the booking. In the first “Conversation plan” step, write: “Greet the client by name and confirm the booking: service, specialist, date and time. Ask whether everything still stands.” Instead of the words “name”, “service”, “specialist” and “date”, insert card fields with “{...}”. The values are filled in by the administrator, online booking or the bot itself after the previous call.

The bot writes the client's answer back as a funnel stage, such as “Confirmed”, “Reschedule” or “Refusal”, and the manager sees the outcome without listening to the recording. “Launch conditions” filtering by “Stage date” help you call the day before the visit — see “[AI outbound calling bot](http://my.lptracker.ru/land/lk/faq/?a=voice-bot-outbound&format=md&lang=en)”.

## How the bot resumes an interrupted conversation

The client asked to be called back or the connection dropped mid-call — the bot can continue from the same point. For this, you need a field with the previous call's summary:

1. Create a text field in the CRM, for example “Call summary” — how to do it is covered in “[Client card fields](http://my.lptracker.ru/land/lk/faq/?a=crm-card-fields&format=md&lang=en)”.
2. On the “Writing to CRM” tab, click “Add field” → “Call summary” and describe what to write: “Briefly, 2–3 sentences: what was agreed and where we stopped.” Turn on “Append the value instead of overwriting” so the field builds up a call history.
3. In “Arguments and facts”, insert this field with a note: “We already talked to the client, and the conversation was cut off. Here is the summary: (field). Start where we left off and don't repeat the introduction.”

A field with appending keeps the last 5,000 characters. The summary is part of the call cost, about $0.01 on average.

![Previous call summary in the CRM card for the AI voice bot](http://my.lptracker.ru/land/n/multic/faq_media.php?f=2026-11/voice-bot-client-data-2-en-c10a7f.webp)

> CRM fields in the instruction turn off reply caching. You can't tick “Use AI data caching” then: the account shows the “Caching unavailable” window with a list of places where the parameters are. Without caching, repeated replies are generated anew, so insert client data only where it's really needed.

## How to make the bot check the data with the client

An item like “Tell the client this text” with a field inside often doesn't work. To the AI, a set like “Name: Andrew, age 24, interested in warehouse work” looks like service data, not a line to say, and it won't retell it without a reason. Give the bot a task that makes sense. Make this the first “Conversation plan” step: “In the first message, greet the client, check this information with them so they confirm it, and ask how you can help: (field).” Then the bot greets the client, lists what it knows and asks whether it's all correct.

The client sees right away that they are remembered and doesn't have to tell everything again. This is how a beauty salon changes its greeting based on the previous conversation: “Hello, I see your booking for Friday — would you like to reschedule or cancel?” And the AI writes the new call's summary from the whole dialog, including the checked data, so client information carries over from call to call and gets more precise. Test both cases in “Training AI”: with the variable filled in and empty. If the field is empty, for example when the client calls for the first time, the bot greets them as usual, without the check.

## Frequently asked questions

### How do I make an AI voice bot use the client's name?
In an instruction or plan item, click “{...}”, choose “Name” and click “Add”. The bot takes the name from the lead card.

### What will the bot say if the card field is empty?
The value goes into the instruction empty. Add a rule on how to talk without this data, and test that case in “Training AI” by leaving the variable empty.

### Why can't I turn on caching if the script has the client's name?
The name and other CRM fields are dynamic parameters, and caching is unavailable with them. Remove the parameters from the instruction or work without the cache.

### Can I pass data to the bot from my own system rather than the CRM?
Yes: a load webhook with “Pass phone” gets data by the client's number before the call. Your server replies with a short text — name, purchases, status.

### How much does a summary for the next call cost?
The summary is part of the call cost, about $0.01 on average. A minute of AI voice bot conversation costs $0.12 on average.

**Read also:** [AI voice bot script](http://my.lptracker.ru/land/lk/faq/?a=voice-bot-prompt&format=md&lang=en), [AI voice bot CRM integration](http://my.lptracker.ru/land/lk/faq/?a=voice-bot-crm&format=md&lang=en), [Follow-up message after an AI call](http://my.lptracker.ru/land/lk/faq/?a=message-after-bot-call&format=md&lang=en)