Serverless Generative AI Platform
For Professionals
Orchestrating Gemini 3 Pro Image and advanced diffusion models into a unified workflow. From zero to studio-quality assets in seconds via Telegram (MVP) and API.
RefGen AI: Enterprise-Grade GenAI Orchestration Platform
RefGen AI is a cloud-native generative AI middleware built to democratize access to state-of-the-art models (Gemini 3 Pro Image, Flux 2 PRO, ChatGPT Image API) for creative industries and game development.
The Problem
Accessing professional-grade generative AI requires complex prompt engineering, high-end hardware, and fragmented subscriptions. Existing tools lack API integration for automated workflows.
The Solution
We provide a unified "Smart Layer" on Google Cloud that translates simple user intent into complex inference calls across multiple SOTA models. Currently deployed via a frictionless Telegram interface for rapid MVP validation, with a full Web Interface and REST API rolling out in Q2 2026.
Target Audience
Marketing Agencies, Game Development Studios (Asset Generation), and SMBs requiring scalable content production without the complexity of managing multiple subscriptions and APIs.
More Than Just a Bot
We solve the problem of complex prompting and access to heavy neural networks. All the power of server AI in your pocket.
NLP Intent Transformation Engine
Utilizing Gemini 3 Pro Image's advanced language understanding, our backend analyzes short user inputs and restructures them into engineering-grade prompts optimized for specific diffusion models.
God Mode
Turn drafts into polished, final images. Add details, edit scenes, and place text with full control.
Pro Upscaling
Two powerful upscaling engines. Transform drafts into final assets or 4K screens.
For Marketing Agencies
- Accelerate creative production by 10x - deliver campaign concepts and client presentations in hours, not weeks
- Eliminate costly pre-production delays - move directly from brief to high-fidelity mockups without manual sketching
- Enable distributed teams to collaborate seamlessly through familiar Telegram interface - no additional software licensing required
For Game Development Studios
- Rapidly prototype visual assets - generate production-ready textures, character designs, and environment concepts on demand
- Transform low-fidelity 3D blockouts into photorealistic renders for stakeholder presentations and funding pitches
- Streamline art director workflows - integrate AI generation directly into existing team communication channels
How It Works
From simple prompt to studio-quality asset in seconds
Simple Prompt
Enter a short description in Telegram
Smart Expansion
AI transforms it into engineering-grade prompt
Generation
Gemini 3 Pro creates studio-quality image
Enhancement
Upscale, refine, and customize your result
Example Results
Generated with Gemini 3 Pro Image Preview + RefGen Crystal Upscaler • Prompt Enhanced
Generated with Gemini 3 Pro Image Preview + RefGen Crystal Upscaler • Prompt Enhanced
Generated with Gemini 3 Pro Image Preview + RefGen Crystal Upscaler • Prompt Enhanced
Generated with Gemini 3 Pro Image Preview + RefGen Crystal Upscaler • Prompt Enhanced
Generated with FLUX 2 PRO + RefGen Crystal Upscaler • Prompt Enhanced
Generated with Gemini 3 Pro Image Preview + RefGen Crystal Upscaler • Prompt Enhanced
Generated with FLUX 2 PRO + RefGen Crystal Upscaler • Prompt Enhanced
Drag to explore more results
Why Complexity?
Just Press a Button.
Most AI tools require powerful PCs or "engineering" prompts. RefGen AI solves this. We use cloud architecture to orchestrate requests to Google's best models. Our Smart Layer analyzes your request and transforms it into the ideal prompt.
"Cat astronaut on moon"
"Cinematic shot, hyper-realistic cat astronaut in detailed sci-fi suit, standing on moon surface, earth in background, volumetric lighting, 8k resolution, Unreal Engine"
Transform Anything
See the magic in action
Success Stories
Trusted by creative studios and education leaders worldwide
SQUAD.PROMO
High-End VFX Production
Challenge
Pre-production phase for large-scale VFX projects required weeks of concept art iteration, slowing down the pipeline and inflating budgets.
Solution
SQUAD adopted RefGen.AI as their primary R&D and Visual Development tool. They utilize our Professional AI Generation Suite to rapidly visualize complex scenes and lighting setups before 3D production.
Results
- • Accelerated Lookdev phase by 300%
- • Successfully renewed B2B Enterprise subscription due to high ROI
- • Integration into daily workflows for high-fidelity commercial projects
Isaev Workshop
EdTech & Design Infrastructure
Challenge
Needed a scalable generative AI solution for internal marketing and to provide accessible tools for thousands of students without requiring expensive hardware.
Solution
Full-scale integration of RefGen.AI. The platform generates all primary graphic design assets for school marketing and provides an educational gateway for students to learn generative pipelines.
Results
- • Complete automation of marketing asset production
- • Active usage by hundreds of design students
- • High-load stress test handled seamlessly by Google Cloud architecture
Senior Concept Artists
Tier-1 Studios (NDA Protected)
Challenge
Individual lead artists at top European and Global production houses needed rapid storyboarding and pitch deck creation tools.
Solution
Professionals choose RefGen for its precise prompt adherence and high-resolution upscaling capabilities, utilizing it for rapid visualization of major film and game projects.
Results
- • Used for rapid storyboarding across major productions
- • High-resolution upscaling meeting professional standards
- • Seamless integration into existing creative pipelines
Why Telegram?
STRATEGIC STARTUP ADVANTAGE
Telegram serves as our MVP platform, providing instant access to 900M+ users worldwide without any installation friction. This allows us to validate the product, gather feedback, and iterate rapidly.
Current Benefits
Accessible from anywhere - your phone, computer, tablet. No installation, no complex setup. Just open the chat and start creating. All your generations are saved in one place, always available.
FUTURE: FULL ECOSYSTEM
As we scale, RefGen AI will evolve into a complete multi-platform ecosystem: web app, desktop clients, mobile apps, and API access. Telegram is just the beginning of our journey to become the industry-standard AI generation platform.
No downloads or installations required
Your data stays in Telegram's encrypted cloud
Perfect for startup velocity and user feedback
900M+ potential users, zero acquisition friction
Powered by Google Cloud Platform
Enterprise-grade infrastructure ensuring low latency and high availability
Core AI Models
Latest generation model for photorealistic outputs by Google
Precise style and composition control
Professional Enhancement Suite
Advanced neural upscaling powered by Clarity Upscaler and Crystal Upscaler - cutting-edge technology that preserves fine details and achieves studio-grade quality with 2x-8x resolution enhancement.
Delivering professional-grade AI generations with enterprise reliability
Built for Startups, Scaled for Enterprise
Why leading teams choose RefGen AI for rapid iteration and production deployment
Cost-Effective Scaling
Start at $5/month and scale to enterprise. No upfront infrastructure costs. Pay only for what you generate.
Launch Velocity
Zero onboarding friction via Telegram. Your team starts generating in 60 seconds, not 60 days.
Team Collaboration
Native Telegram integration means your entire team - designers, marketers, developers - work in one place.
Production Ready
Built on Google Cloud infrastructure with 99.9% uptime. Enterprise SLA available for mission-critical workflows.
Enterprise Integration & API Access
Embed RefGen AI directly into your existing workflows and products
RESTful API Access
Coming soon: Integrate AI generation capabilities directly into your platform. Planned support for webhooks, batch processing, and custom model fine-tuning.
- Real-time generation API - Integrate into your app or website
- Enterprise authentication - OAuth 2.0, API keys, and SSO support
- Dedicated infrastructure - Isolated compute for high-volume clients
White-Label Solutions
Offer AI generation as part of your product suite. Custom branding, dedicated support, and flexible licensing models.
Deploy with your company's logo, colors, and domain. Fully white-labeled experience.
Flexible pricing models: per-generation, monthly quotas, or unlimited enterprise plans.
Priority technical support, SLA guarantees, and direct engineering access.
Who We Are
Experienced team building the future of AI-powered creative tools
Vova Zhuruk
Founder & CEO
Product Lead & AI Architect. 7+ years in Digital Art & Creative Direction (ex-Isaev Workshop). Specialized in building automated GenAI pipelines for asset production. Designed the proprietary Smart Layer prompt expansion logic.
LinkedIn
Anton Antipenko
CTO / Lead Engineer
Cloud-Native Architecture Expert (GCP). 6+ years in DevOps and Backend development. Deep practical expertise in high-load systems, Kubernetes orchestration, and GCP serverless stack. Responsible for optimizing scalable API infrastructure and managing AI inference costs.
LinkedInWhat's Next
From Telegram bot to enterprise platform
Advanced Telegram Integration
- Enhanced bot interface with inline controls
- User API access for developers
- Batch processing capabilities
Web Platform Launch
- Standalone web application
- SaaS subscription model for B2B
- Advanced project management tools
Enterprise Solutions
- Enterprise API with custom quotas
- White-label solutions
- Dedicated support & SLA
Enterprise-Grade Security & Privacy
Your intellectual property is safe with us.
Zero-Training Policy
We do not use your private generations or prompts to train our public models. Your intellectual property remains completely yours.
Data Encryption
All assets are encrypted at rest (AES-256) and in transit via Google Cloud's secure infrastructure. Enterprise-grade protection.
Isolated Environments
Enterprise clients run on dedicated Cloud Run instances to ensure complete data isolation and guaranteed performance.
Choose Your Power Level
Start free, upgrade anytime
Lite
- Up to 35 Studio Quality generations
- Up to 46 ultra-generations
- Or 170 text-only generations
Starter
- Up to 90 Studio Quality generations
- Up to 120 ultra-generations
- Or 450 text-only generations
Essential
- Up to 200 Studio Quality generations
- Up to 266 ultra-generations
- Or 1000 text-only generations
Enterprise Solutions
Dedicated API endpoints, Custom Model Fine-tuning on Vertex AI, SLA 99.9%, and SSO Integration. Tailored solutions for creative agencies and game development studios.
Contact Us
Built on Google Cloud Infrastructure
Uses Google AI models as part of our pipeline. RefGen AI is an independent product and is not affiliated with Google LLC.