Industry: Media, Film & Animation | Solution Type: API-Only AI Platform
Tech Stack: Python · Stable Diffusion · Custom Trained LLMs (Mistral, DeepSeek, Phi-4) · REST APIs
Overview
Visual storytelling begins long before the camera starts rolling. But for writers, directors, and production teams, converting raw scripts into visual plans is a time-consuming and resource-heavy process. That’s where our client came in—with a bold vision: “Can AI instantly turn stories into illustrated, emotionally aligned storyboards?”
We helped bring this vision to life. Our team at DEIENAMI developed a highly sophisticated API-only backend system that transforms entire narratives—screenplays, scenes, or novels—into detailed visual storyboards using natural language understanding, image generation models, and structured scene breakdown logic.
The Challenge
- Manual storyboarding required artists and directors to spend days sketching, reviewing, and refining
- Most AI solutions lacked narrative depth and contextual accuracy
- The client needed an API-first solution, fully white-labeled and embeddable within their frontend ecosystem
- High expectations on image quality, narrative consistency, and cost-effective scaling
Our Solution: Text-to-Storyboard Engine
We built a custom-trained, end-to-end AI pipeline that takes raw text input (scenes, paragraphs, or full scripts) and returns:
- Scene-by-scene visual renderings
- Character, prop, environment extractions
- Auto-generated captions/dialogues
- Emotional tone and lighting cues
- JSON-based metadata for integration into design or film production software
This was exposed as a scalable API-only platform, allowing the client to integrate it into their creative tools and workflow seamlessly.
Technical Architecture
| Component | Stack / Tools Used | Purpose |
|---|---|---|
| NLP Engine | Open-source LLMs (Mistral, DeepSeek, Phi-4) | Extract scenes, entities, emotions, timelines |
| Vision Engine | Stable Diffusion (custom-trained) | Render scenes into images with prompts and controlnets |
| Scene Planner | Python + Langchain Agents | Break down scripts into structured sequences |
| Backend APIs | Python FastAPI | Serve processed results via REST endpoints |
| Model Hosting | On-prem + GPU-enabled AWS EC2 | Balanced cost + performance for AI inference |
| Integration Interface | JSON/REST APIs | Easy plug-in for any web or desktop frontend |
The models were retrained using custom cinematic datasets and tuned for cinematic lighting, facial emotion rendering, and costume consistency across frames.
Key Features
🎬 Scene Extraction
Each paragraph is parsed to extract characters, action, setting, emotion, camera angle, and dialogue.
🖼️ AI-Powered Visual Rendering
Scenes are rendered using a prompt-tuned stable diffusion model, ensuring consistent look & feel across the storyboard.
🗣️ Dialogue Auto-generation
LLMs interpret character interactions and generate matching dialogues or captions in the storyboard format.
⚙️ Flexible API Integration
Results are returned as images, metadata, captions, and structured scene JSON for use in frontend storyboard editors, pitch decks, or production tools.
Why This Project Was Special
- Zero Frontend Work: The client fully integrated with our APIs—giving them maximum flexibility and speed-to-market
- Creative Industry Focus: The system understands visual storytelling—not just text-to-image translation
- Custom Training: We used real-world film scripts and cinematic reference libraries to tune outputs for accuracy, emotion, and art direction
Business Impact & Results
✅ Reduced pre-production storyboarding time by 70–80%
✅ Enabled writers and directors to visualize full scenes within minutes
✅ Allowed clients to pitch scripts visually, speeding up stakeholder buy-in
✅ Designed for scale and reuse in animation studios, indie filmmaking, and OTT content planning
What DEIENAMI Delivered
| Area | Our Contribution |
|---|---|
| AI Research & Training | Model finetuning with cinematic datasets |
| Infrastructure Engineering | GPU resource management, auto-scaling, API load balancing |
| Secure API Development | Token-based access, logging, and uptime guarantees |
| Long-term Support | Ongoing model retraining, endpoint optimization |
| White-labeled Integration | Allowed the client full brand control and IP handling |
Looking Ahead
This technology opens doors for educational tools, creative writing apps, AI-based pitch platforms, and pre-visualization tools in games, advertising, or virtual production pipelines. We’re currently working on supporting:
- Multilingual input (scripts in Hindi, Spanish, Tamil, etc.)
- Video frame generation and animation
- Soundscape pairing with scenes
Want to Build an AI-Powered Creative Platform?
At DEIENAMI, we specialize in building high-performance, domain-specific AI engines—trained, tuned, and engineered to solve real-world creative problems. Whether you’re an enterprise or an indie product founder, we can turn your AI idea into a scalable, production-ready reality.
📩 Contact us at hello@deienami.com
🌐 Visit www.deienami.com
