No-code systems architect / AI integrator (Make.com + Airtable + Gemini)

Good day, my colleague and I have been professionally engaged in technical design and the construction of intelligent systems based on No-code tools for over 4 years, so we will help you launch a "smart" CRM for Telegram turn-key. We will implement a frontend audit of your scenario in Make.com, set up advanced formulas and interfaces in Airtable, and ensure the quality operation of LLM through API for generating responses and posts. Our experience of over 4 years is confirmed by successful cases in the fintech sector and media resource automation, which allows us to offer optimal solutions for scaling your ecosystem, check our quality of execution: drkukharevich.rivne.ua, crave-agency.com.ua, jk-solution.com.ua.

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Greetings, my partner (designer + full-stack) and I have been specializing for over 4 years in the development of complex fintech ecosystems and process automation through Make.com, so we will professionally implement your CRM for managing a network of Telegram bots. We will design the database architecture in Airtable to visualize the connections between admins and channels, implement technically flawless integration with Gemini 1.5 Pro, and ensure scalable logic for simulating real users. Our experience of over 4 years allows us to create reliable systems where AI agents autonomously manage content and interactions, ensuring the stability of the entire network. Take a look at our technical works: hyperfi.tech, espressolab.com.ua, hudi.com.ua.

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Hello! I have experience working with similar flows and automations with AI integration. I think we can create an autonomous system without using make and airtable, instead using self-hosted n8n which will save on third-party services, and I would recommend using Deepseek V4 as the AI provider because it is cheaper in API credits and is not inferior to gpt-40, gemini 1.5 pro, and other models.

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Hello!
We are Devoxen, an IT outsourcing company specializing in the development of AI solutions, backend systems, and business process automation.
We have experience in creating AI agents and chatbots using OpenAI, including scenarios for training, user support, and communication automation. We understand that for an online school, it is important not just to "connect AI," but to build a logic that truly helps students and relieves the team.

Our approach to implementation:
- designing the logic of the AI agent (responses, scenarios, behavior)
- integrating with the school's platform / CRM / messengers
- setting up work with the knowledge base (courses, FAQs, materials)
- adding context and personalization
… - implementing quality control of responses and limitations
- if necessary - an admin panel for management

An important point: we create not just a "chat with AI," but a managed system where responses can be controlled and the logic can be retrained without a complete overhaul.
We work in stages: first an MVP to quickly test the hypothesis, then development and improvement.
After launch, we remain in touch for support and refinements.
If there are details about the functionality or the school's platform - please show us, we can offer an optimal implementation faster.
We are ready to discuss and start.

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Good day.
I am ready to take your project into work.
I can develop automation for you according to your technical specifications on Make or n8n.
Write to me privately, we will discuss all the details and choose the best solution for you.

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Good day!

I have reviewed the project description — it is an interesting and large-scale task. Although my main specialization is development in Python and Telegram bots, I regularly work with API integrations, process automation, and building systems similar to CRM.

I can offer a more flexible and scalable solution:

development of a centralized management system for Telegram bots
integration of AI (GPT / Gemini via API) to simulate the behavior of "administrators"
building a database with relationship logic (similar to Airtable, but with greater control)
… automation of scenarios (instead of Make — through backend, which provides more stability and speed)
scaling for a large number of channels and users

💡 The advantage of this approach is that you are not limited by no-code platforms and gain full control over the system, speed, and logic.

I can also implement:

logging and analytics of interactions
flexible bot behavior scenarios
the possibility of further development and support

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I specialize in creating complex No-Code systems using the combination of Bubble + n8n + AI (Gemini / GPT-4o). I can build a scalable CRM that manages a network of Telegram bots, processes messages through AI, and automates all processes without manual intervention. I have experience working with the Telegram API, webhooks, integrating LLM models, building logic in n8n, and creating interfaces in Bubble. I am ready to implement a stable, scalable system that will function as a single intelligent hub.

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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 discuss the details.

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Good day! We have reviewed your project and have relevant experience. We are ready to help build a scalable no-code ecosystem of Telegram channels with smart CRM, automations, and AI logic for managing a network of bots. We have practical experience in Make.com, Airtable, AI integrations, and building complex workflow systems for long-term projects.

What we can implement:
• Architecture of the CRM system for managing a network of Telegram channels
• Make.com scenarios of any complexity (automations, routing, logic, queues)
• Airtable as the central database: relationships, formulas, interfaces, dashboards
• Integration of GPT-4o / Gemini / other LLMs via API
• AI bots with different roles and communication styles
• Automatic processing of leads / messages / tasks
… • Scalable system for managing multiple projects and channels
• WebApp interfaces via Glide / Softr (if necessary)

We have experience in projects where the following is critical:
• stability of automations
• large number of scenarios
• centralized data management
• AI communication with users
• flexibility for further growth of the system

We also understand the importance of security, API limits, logging, and the convenience of daily team work.

We are ready to review the technical specifications, propose an optimal architecture, and provide a step-by-step implementation plan.

Our website: https://benefit-it.net/
Sincerely, Benefit Studio

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Hello, I have worked a lot with similar tasks and I am confident that I will complete everything at a high level.
My GitHub: https://github.com/onyx144
My approach to implementing "Smart CRM":
1. Airtable as the "Brain" of the system
I will build a relational database where each entity is interconnected:

Table "Bots/Admins": Profiles of AI admins, their unique ToV (Tone of Voice), work schedules, and access keys.

Table "Channels": Content plans, target audience, and metrics.
…
Table "Knowledge Base": A knowledge base for each channel that the LLM uses for context (RAG-lite directly in Airtable).

2. Make.com as the "Nervous System"
I create complex scenarios with error handling and branching logic:

Auto-generating content: The scenario calls Gemini 1.5 Pro (thanks to its large context window, it better retains the channel's history), generates a post, selects emojis, and queues it.

Simulating live activity: Bots do not just post, but "communicate" in comments, react to triggers, and forward content between channels of the network.

3. AI Integration (Gemini / GPT-4o)
I will configure API prompts in such a way that each bot has its own "personality." For fintech channels (where I have significant development experience, for example, the Kolo project), we will add real-time market analysis modules through financial data APIs.

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Hello.

I am developing bots for Telegram. I have experience with Make and Airtable. I am ready to take on the task. Write to me, and we will discuss.

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Hello

I am a no-code automator, specializing in automations through the service Make.com

I have practical experience in building and implementing automations using various LLMs, Telegram API, and CRM in Airtable. (You can view my profile and portfolio).
I can provide examples of automations additionally in personal messages.

I can build an automated CRM management system for you, contact me to discuss the cost))

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Hello, I work with Make.com + AI API (Claude, Gemini, GPT) daily – automation, CRM systems, bots, integrations with databases. Airtable with formulas, relationships, interfaces – is also my stack.

Regarding your task: building scenarios in Make.com for managing a network of bots, integrating LLM via API for generating context-aware responses, Airtable as a CRM with auto-updating statuses, relationships between tables, filtering. I have experience with the Telegram Bot API. Cases in my portfolio.

4 years in project management (EU master's, PRINCE2, US/EU/Asia), the last year – fully in AI automation. I build systems that operate unattended – with error handling, logging, monitoring.

I am ready to review the technical specifications and provide an estimate for the budget and timelines.

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