Refinement of the AI bot

Hello! 👋
Thank you for the detailed description — I have familiarized myself with the bot and the issues you identified during the test advertising. The task is clear, logical, and very typical for AI funnels, so there is room for optimization.

I am ready to take on the refinement and improvement of the bot, which is already operating on the basis of Gemini + Telegram and is hosted on your server.

I am ready to discuss in detail and propose a specific action plan.
Write to me — I will gladly take it on 🌿

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Hello! I can complete this project! I have experience and am ready to collaborate!

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From what you described, the problem is not with the AI, but with the funnel and the UX of the booking, plus there are errors in data storage and a lack of analytics. I suggest proceeding as follows:

1) Quick audit of the funnel + fix "0 applications"

Goal: to simplify the booking process as much as possible and remove the moment where the user gets confused.

What I will do:

I will go through the funnel as a user and find the exact step where the conversion drops;
…
I will redesign "Booking" into 1-2 simple steps instead of "date + manual service":

service - only with buttons/list (without manual input)

date/time - with short options (today/tomorrow/select) or a calendar

after selection - 1 button "Confirm booking"

I will add a fallback: if the person does not want to choose - a button "Message/Call me" (the bot collects the contact and sends it to the admin)

2) Correction of the table (re-recording the date + missing fields)

Regarding the table/Google Sheet/DB:

I will correct the booking logic so that the date is not overwritten, but stored:

timestamp of each step

last state of the session

I will add storage for:

previous diagnosis

user conclusions

I will check that the data correctly links to a specific user/session (so it does not get lost)

3) Extended analytics for each stage

I will connect event analytics (there are 2 working options to choose from):

Google Analytics 4 (events + funnels)

or PostHog (very convenient for product analysis, shows drop-offs by steps)

The events I will add at a minimum:

start of the bot

beginning/end of the survey

display of the CTA "Booking"

click "Booking"

selection of service

selection of date/time

confirmation of booking (conversion)

refusal/exit/timeout

As a result, you will have an understanding of:

at which step the drop-off occurs

what exactly people do not understand

which version of the script gives a higher conversion

4) Improvement package "after the fix"

After we increase the conversion in bookings, I can add:

more "sales-oriented" texts for the CTA

reminders (follow-up) for those who completed the survey but did not book

correct handoff to the manager/admin

A/B options for the funnel (if needed)

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👋 Hello!
We create chatbots for Telegram, Instagram, Facebook, WhatsApp that automate sales, answer questions, and collect customer data.
They work 24/7, do not get tired, and do not forget to ask clarifying questions.

We integrate bots with CRM, payment systems, and analytics so you can see the complete picture of customer interactions and manage the process without overloading the team.

We are AnnaKonda Digital AI — a team of digital specialists that combines marketing, design, and automation. We work as a partner, not a contractor: we analyze the business, look for growth points, and offer solutions that really work.

💬 We would be happy to discuss your project in private messages and offer the best strategic solution just for you!

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Good day. I am ready to understand your project and make all necessary adjustments. We can discuss the details in private messages.

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Good day, Vitaliy
Your task looks interesting, and I am ready to propose a structured solution with a clear architecture.
We can discuss the details (functionality, deadlines, budget).

I will be happy to collaborate!

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Good day, Vitaliy!

I have reviewed the description of the edits, and I will make the work with the bot as intuitive as possible for users; however, these points should be discussed to achieve the most desired result, and I will correct the mistakes.

Moreover, if necessary, I can develop a custom analytics system, where you will see all stages of the client's interaction with the bot, if none of the existing options suit you.

I look forward to collaborating!

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Good day! I am ready to complete this project as I have extensive experience in application development.

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The problem with your bot is the high entry threshold at the registration stage. Mixing buttons and manual text input kills conversion — people are too lazy to type.
I suggest:
Implement a Web App (calendar within the bot): No manual input, a convenient registration application. This will immediately increase the number of registrations.
Fix the data saving logic: I will set up the script so that the data (diagnoses, history) is saved chronologically and nothing is overwritten.
Set up the event funnel: You will see how many people dropped off at the first question, how many at the second, etc., so we can "fix" the problematic areas.

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Good day. I looked at your bot and the description of the problems. This situation is very typical for funnels with AI bots.

I have already created and refined similar bots for clinics and service businesses, so I understand well where the bottlenecks are. First of all, I would simplify the booking process itself. Currently, it requires the person to manually input something, select a date, and write the service in text, and at this moment, a large part simply gets lost. In practice, the best results come from either buttons with ready-made service options and a step-by-step selection or an option to leave a number for the administrator to call back and arrange a convenient time. This option almost always converts significantly better.

Regarding the table and data. According to the description, your data is currently being overwritten instead of being properly saved by user or session. This is simply a matter of storage structure. This can be easily fixed, and at the same time, we can start saving diagnoses, responses, and conclusions properly so that nothing gets lost and can later be analyzed.

It is also very important to create proper analytics by steps. It should be clear how many people reached each stage, where they most often drop off, and where exactly they find it unclear or difficult. This greatly helps to quickly improve the funnel and increase conversion.

Regarding the logic of the bot's operation. From experience, I can say that AI should not decide where to lead the user. All logic should be fixed and reliable, and AI should only communicate and explain in a human way. All important steps like booking and contacts should go through buttons and a clear scenario.
…
Technically, I can easily integrate into your current code and server; there is no need to rewrite anything from scratch. It is sufficient to refine the logic of the dialogues, data storage, and the funnel scenario itself.

If you want, I can take a look at the bot, suggest a specific new funnel structure, and indicate what exactly should be redesigned first to actually increase the number of bookings.

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You have a very large list of questions, which may scare people.

Sometimes inline buttons for answers, and sometimes input (conditionally for pain in which breast) you have input from the keyboard, although you can provide 3 answers.
Adjust the structure (left/right) in one line and below it - both
in total 2 rows of buttons, which is already better for the user than alternating between the keyboard and buttons.

It may be possible to delete/edit "questions/answers" so that the user is not misled by "tapping at the top."

At each stage/question, you can create "analytics," i.e.
… Maria answered question 1
Maria answered question 2

And you have conditionally 10 questions, it is clear that she dropped out at question 3.

Based on this, you can create a separate analytics/report.
Based on people who did not complete, you can follow up after a certain amount of time with a motivating question or even integrate a consultant into this chat at that moment.

Dates and diagnoses need to be looked at, but it sounds simple.

The main part - fix what exists and improve it for user-friendliness.
Much depends on your needs; a lot can be implemented, the main thing is that it is necessary for you.

Before starting work, it is essential to listen to your desires for the ideal appearance and improve step by step.

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Hello Vitaly, I am ready to finalize your bot. Can I take a look at the source code?

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Hello, Vitaliy!

Our IT company creates and refines websites that operate stably, quickly, and solve specific business tasks for clients. We are engaged in developing websites "from scratch" as well as improving existing solutions, enhancing their performance and user experience for your users.

We have experience in:
- developing responsive and fast websites on various platforms (WordPress, OpenCart, Shopify, WIX);
- integrations with payment systems, CRM systems, external services, and internal systems;
- optimizing the performance and security of websites;
- setting up analytics and basic SEO tools;
… - software development and automation of business processes: managing customer databases, resource accounting, automating repetitive tasks, integrations with third-party systems;

After completing the project, we provide 14 days of technical support, during which we help adapt the system to your final business processes and consult on any questions regarding the field of completed work. Thanks to the free support of the completed project, this allows you to be confident that the developed solution operates stably from the moment of launch and does not require any additional adjustments.

We work in a structured, responsible manner - focused on results that align with your business goals.

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I am among the top 5 developers in the category of "Artificial Intelligence and Machine Learning" among ~2100 specialists on the platform.
I guarantee:
- Fast and quality execution of the task
- Strict adherence to deadlines
- Regular communication throughout the entire process
I would be happy to discuss the details of your project in private messages.
The price is conditional.

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Hello! I have analyzed your request. The bot has great potential (users reach the end), but right now it is losing customers at the conversion stage.

I am ready to implement the following solutions:

Simplifying registration: I will replace manual input with inline buttons for service selection and an interactive calendar. I will add a "Send Contact" button so that the client does not have to enter the number manually.

Database correction: I will set up correct data entry (append method) so that the history is not overwritten, and the previous diagnosis and conclusions from Gemini are automatically saved in separate columns.

Analytics: I will implement tracking of each step in the funnel (via Amplitude or Google Sheets Events). You will clearly see at which question people are closing the bot.
…
Follow-up: I will set up automatic reminders for those who received advice from AI but did not complete the registration.

I have experience working with the Gemini API and developing Telegram services on Node.js.

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Hello, I have experience with similar tasks. Here are my specific proposals for solving your problems:

1. Simplifying the registration (Conversion Rate Optimization)
The main issue is "cognitive load." When a client sees an empty field, they stop.

Solution: Instead of an open field, implement Dynamic Inline Buttons. The bot already knows the survey results, so it should suggest: "Based on your answers, I recommend: [Breast Ultrasound] or [Mammologist Consultation]. Choose a service:"

Calendar: I will implement an interactive inline calendar where the user simply clicks on an available date and time (slots are pulled automatically), without manual text entry.

… 2. Fixing table logic (Data Integrity)
The problem with overwriting: This is a classic mistake of using UPDATE instead of INSERT or incorrect handling of primary keys (for example, by user_id without considering the session date).

Solution: I will reconfigure the structure so that each iteration of the survey creates a new row with a unique session ID. I will also add logging of Full Raw Response from Gemini, so you can see not only the conclusion but also the logic behind how the AI made it.

3. Deep funnel analytics (Tracking)
Right now, you only see the final result, but we need to see every step.

Solution: I will integrate Amplitude or Mixpanel specifically for Telegram. We will see events: step_1_started, step_5_drop, offer_viewed.

AI analysis of drop-offs: I will teach the bot to capture messages after which the client left. If a person wrote "it's expensive" or "I'll think about it" and disappeared, this will be a separate tag in the analytics.

I would be happy to work on and complete this task.
Example of work: http://orban-containerdienst.de/

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Good day!

I have extensive experience in this field, ready to familiarize myself with your project and make adjustments, please write.

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I have reviewed the technical specifications for @smc_mamolog_bot — there are indeed problems (the recording process is complicated. I have created Telegram bots in various languages/stacks (Python/Node.js/PHP, etc.) and integrated them with AI, spreadsheets/databases, and analytics. There are a very large number of questions) for marketing.

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Vitaliy, good afternoon.
I have reviewed the technical specifications. I am ready to implement.
I have extensive experience in developing artificial intelligence and Telegram bots with automation.
Write to me, we will discuss the details.

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Hello!

I develop bots for Telegram using NodeJS. I am ready to take on the project. Write to me, we will discuss.

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