We built an AI content-production system for a creator project in esotericism and online services. It combines ideas, scripts, narration, visual assets and the assembly of short vertical videos. A Telegram bot lets the client review finished content and manage its publication.
All case studies
AI content-production system
Ideas, scripts, AI narration and vertical video assembly in one workflow, managed through a Telegram bot and connected social media platforms.
Video2
SolutionAI content creation and publishing system
StatusCore functionality implemented
System output
Examples of AI-generated content.
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Client task and starting point
The client needed to automate content creation and regular publishing to promote a creator project on social media.
Materials had to fit the project theme and a consistent style: calm, realistic imagery with mystical elements and minimal graphic clutter. The style needed to evolve with client feedback without rebuilding the whole system.
What was implemented
An AI text and video content system with a Telegram bot, automatic video assembly and social media integrations.
- Topic, idea, text and script generation for short vertical videos.
- AI narration, visual asset generation and selection.
- Automatic assembly of scenes into a video with text, music, transitions and visual elements.
- A Telegram bot for interacting with the system, reviewing materials and managing content.
- Publication preparation for Telegram and social media, with Instagram Business and Facebook integrations.
- Adjustable scripts, voice, music, visual style and AI models.
- Project infrastructure on a dedicated server.
- Testing several video-generation models with attention to per-video cost and developing a consistent visual direction.
How the solution works
- 01
Idea and script
AI produces a publication topic and script, then divides the short vertical video into scenes.
- 02
Visuals and narration
Visual assets are generated or selected for each scene; the system prepares text and AI narration.
- 03
Video assembly
Scenes, audio, text and music are automatically combined into a finished video with transitions and visual elements.
- 04
Review and publishing
The material arrives through the Telegram bot for review and publication on connected platforms. Generation settings can be adjusted following client feedback.
Technical logic and integrations
The supplied project description lists Telegram Bot API, Instagram Business, Facebook, Meta Business, Kling AI, OpenAI and other AI services for generating text, speech and video.
Infrastructure runs on a dedicated Timeweb Cloud server. The system connects script preparation, asset generation, video assembly and publication management through Telegram.
Script, narration and visual settings can be adjusted. Final testing compared videos with different visual complexity and generation costs.
TelegramTelegram Bot APIInstagram BusinessFacebookMeta BusinessKling AIOpenAITimeweb Cloud
Business value
The client gained one system connecting the main content-production stages: from idea and script to narration, visuals and a finished video.
Much of the repetitive publication preparation was automated. Voice, scripts, music, style and AI models can change without relying on a single fixed template.
Several video variants were prepared during final testing. Together with the client, the team selected calm, realistic imagery with mystical elements and an emphasis on scripts and narration.
Core functionality was implemented in September 2026. A client AI avatar is a separate next phase; a website with a digital library and paid access is under consideration.
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