Telegram bot with AI logic (implementation through make.com)

Hello! The task is completely clear. I specialize in building complex automation systems through Make.com and have experience integrating LLM (OpenAI) using dynamic context.

My approach to implementing your project:

Data architecture: For stable operation with limits and message history, I suggest using Airtable. This will allow flexible management of rates and ensure quick retrieval of the necessary context for AI.

Contextual memory: I will implement a mechanism for passing a "history window" (the last N messages) for each individual context. This will allow the assistant to maintain the thread of conversation across different dialogues.

Rate management: I will set up the logic for checking daily limits and the number of active contexts before each iteration of the request to AI.
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Administration: I will create a convenient admin section in Airtable or a Telegram admin bot for manual payment confirmation and user status management.

Experience and tools: I work with the Telegram Bot API and Make.com. I have skills in building complex scenarios with JSON processing, data arrays, and query filtering. I am ready to provide examples of my automations with logical branching in private messages.

Conditions:

Estimated budget: 17,000 UAH.

Deadline: 10–12 days (considering thorough testing of context logic).

I am ready to review the detailed technical specifications and start working.

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1. Experience working with Make - 2 months
2. I can send examples in private. There are a couple of automations for website parsing and Telegram bots for surveys and an online store
3. 14 days, budget - 5000 UAH. I offer it cheaply, as I will not do it quickly

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Good day.
I am ready to take your project into work.
I can develop such a chat-bot for you using Make or n8n.
Write to me privately, we will discuss all the nuances with you and will be able to start the implementation.

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Good day, Egor!

I can implement a Telegram assistant bot with contextual AI processing entirely on Make.com.

Example of similar work on Make.com (AI Telegram assistant with context):
https://freelancehunt.com/showcase/work/make-com-integromat-telegram-asistent/1996765.html

Timeline: 12–15 days
Budget: 10,000 UAH
…
I would be happy to discuss the details and offer the optimal implementation option for your technical specifications.

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Hello, Egor!
I am a specialized expert in Make.com and AI integrations. I will implement your project with a flexible architecture and strict adherence to limits.
Briefly about the solution:
- Stack: Make.com + Airtable (as a database and admin panel). This will allow you to conveniently manage rates and see statistics in real time.
- Context: I will implement the storage of message history in Airtable with the transfer of a dynamic memory window to OpenAI/Anthropic.
- Limits: I will set up filters and Router in Make to check the remaining messages and the number of contexts before each request.

Please let me know:
What volume of history (number of messages) should the bot remember within one context?
… Payment confirmation — through sending a screenshot of the receipt to the bot or admin?
Exact deadlines and cost after studying the detailed technical specification. Let's discuss in more detail!

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Good day, I have experience working with Python as well as Telegram bots, I can complete everything quickly and efficiently, write to me and we will discuss the details.

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Hello! The project is completely clear to me: I specialize in creating complex automations specifically through make.com and have extensive experience in the architecture of "smart" Telegram bots with contextual memory. Implementation on Make is an excellent solution for rapid iteration, and I know how to bypass typical platform limitations when working with large message histories.

For your bot, I suggest using the combination of make.com + Airtable (as a database), as this will ensure reliable storage of contexts for each user and a convenient admin panel "out of the box." I will set up cascading logic for checking limits and the pricing grid, as well as optimize the transfer of context to AI, so you do not overpay for tokens while maintaining the accuracy of responses. My portfolio includes CRM bots and AI assistants with OpenAI/Anthropic integration, so I will be able to implement not just "message forwarding," but a full-fledged system with system prompts for different tasks.

I suggest discussing the details in private messages.

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I just recently completed a large project on make.com, a Telegram bot with languages, pricing logic, limits, context preservation, and AI processing, so your request is well known and clear to me in terms of scope. I haven't had time to add it to my portfolio yet, but you can view it in my profile. I work with make not superficially, but specifically with scenario logic, dialogue states, Data Store, limit checks, and AI integration so that everything works stably and predictably.

What you described is completely feasible through make.com without workarounds: separate contexts with history, context transfer and system prompts to AI, pricing, daily limits, notifications, and upgrades. The bot does not write to third parties and works only as a personal assistant for the user; this is a correct architecture with which I already have practical experience. I am ready to review the final technical specifications and have a couple of clarifying questions regarding the logic of contexts and limits. In private messages, I can show screenshots of the last project on make.com and examples of other Telegram bots I have created.

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Hello.

I am developing bots for Telegram using NodeJS. I am ready to take on the task. Write to me, and we will discuss.

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Good day!
I have experience in developing Telegram bots with complete logic through make.com, including working with contexts, limits, tariffs, and AI integrations.

I understand the architecture of a personal assistant: storing individual contexts, message history, data transfer to AI with system prompt, and returning structured responses.

I implement: registration, multilingual support, tariff model (free/paid), limit checks, notifications, admin logic, and data storage through make Data Store / Airtable.

Deadline: 1 - 1.5 weeks
Budget: $200-300 per project
…
I am ready to review the detailed technical specifications and discuss the architecture of the solution.

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Hello! Do you have specific requirements for using AI in the context of message processing? Regarding the exact timing and budget, we can discuss this in more detail in personal correspondence.

As for the execution of the project, I plan to proceed as follows:

1. First, I will develop the foundation of the bot based on the Telegram Bot API, providing its basic functionality, such as user registration and language selection.

2. Then, I will implement the tariff logic and limits, including message and context processing.

3. Finally, I will integrate the bot with AI through make.com to ensure the processing of message contexts and structured responses.
…
Thank you for considering my proposal. I am excited about the opportunity to work with you!

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