Project Mittalmar: Building Script AI from Concept to MVP

Introduction

ASTAR CONSULTING played a pivotal role in helping Mittalmar develop the MVP for Script AI, a groundbreaking generative AI platform designed to revolutionize script writing and content creation. Our expertise in generative AI enabled us to deliver innovative solutions that added significant value to the project.

The Vision

Mittalmar approached us with an ambitious vision: to create an AI-powered platform that could:

• •Generate high-quality scripts for various media formats
• •Adapt to different writing styles and genres
• •Collaborate with human writers seamlessly
• •Maintain consistency across long-form content

Our Approach

1. Requirements Analysis and Architecture Design

We began by conducting thorough workshops with Mittalmar to understand:

• •Target user personas (screenwriters, content creators, marketers)
• •Key features for the MVP
• •Performance requirements
• •Scalability considerations

Based on these insights, we designed a modular architecture that could grow with the platform.

2. Core AI Engine Development

Natural Language Processing Pipeline

• •Custom Language Models: Fine-tuned GPT-based models for script-specific outputs
• •Context Management: Advanced systems to maintain narrative coherence
• •Style Transfer: AI that adapts to different writing styles and tones
• •Multi-format Support: Screenplay, stage play, and video script formats

Key Features Implemented:

• •Character Consistency: AI maintains character voices throughout scripts
• •Plot Development: Intelligent story arc suggestions and conflict resolution
• •Dialogue Generation: Natural, character-appropriate conversations
• •Scene Descriptions: Vivid, production-ready scene settings

3. User Experience Design

We created an intuitive interface that allows users to:

• •Input basic story concepts and receive full script drafts
• •Collaborate with AI in real-time
• •Edit and refine AI-generated content
• •Export in industry-standard formats

Technical Excellence

Innovation in Generative AI

Our team implemented several cutting-edge techniques:

1. Hierarchical Generation

• •Three-tier approach: Synopsis → Scene outline → Full script
• •Consistency checks: At each level to maintain narrative coherence
• •User control: Ability to guide AI at any generation level

2. Custom Training Pipeline

• •Domain-specific data: Curated dataset of high-quality scripts
• •Fine-tuning strategies: Optimized for creative writing tasks
• •Evaluation metrics: Custom metrics for script quality assessment

3. Real-time Collaboration

• •WebSocket integration: For instant AI responses
• •Version control: Track changes and iterations
• •Collaborative editing: Multiple users can work with AI simultaneously

Technical Stack:

• •Backend: Python, FastAPI, PostgreSQL
• •AI/ML: PyTorch, Transformers, Custom NLP pipelines
• •Frontend: React, TypeScript, WebSockets
• •Infrastructure: Docker, Kubernetes, AWS

Challenges and Solutions

Challenge 1: Maintaining Long-form Coherence

Solution: Implemented a sophisticated context window management system with semantic chunking and intelligent summarization.

Challenge 2: Balancing Creativity with Consistency

Solution: Developed a dual-model approach - one for creative generation, another for consistency checking.

Challenge 3: Real-time Performance

Solution: Optimized models for inference speed and implemented intelligent caching strategies.

Results and Achievements

The MVP launch exceeded expectations:

• •Performance: Sub-second response times for most generations
• •Quality: 85% of generated scripts required minimal human editing
• •User Adoption: 500+ beta users within the first month
• •Efficiency: 70% reduction in initial script drafting time

Client Testimonial

"Astar played an important role in helping us at Mittalmar develop the MVP for Script AI. Their expertise in generative AI allowed them to deliver solid and innovative solutions that added value to our project. The team was professional, adaptable, and easy to work with. We appreciated their ability to meet tight deadlines while maintaining good quality in their work."

Key Takeaways

What Made This Project Successful:

1. •Deep Domain Understanding: We invested time in understanding the scriptwriting process
2. •Iterative Development: Regular feedback loops with Mittalmar ensured alignment
3. •Quality Focus: Emphasis on output quality over feature quantity for MVP
4. •Scalable Foundation: Built with future expansion in mind

Future Roadmap

Following the successful MVP launch, we're continuing to support Mittalmar with:

• •Advanced character development AI
• •Multi-language support
• •Integration with production tools
• •AI-powered script analysis and feedback

Conclusion

The Script AI project exemplifies ASTAR CONSULTING's ability to transform innovative ideas into practical, market-ready AI solutions. By combining our technical expertise with Mittalmar's vision, we created an MVP that not only met immediate needs but also laid the foundation for a revolutionary product in the content creation space.

This collaboration demonstrates our commitment to delivering high-quality AI solutions under tight deadlines while maintaining the flexibility to adapt to evolving requirements. Script AI stands as a testament to what's possible when cutting-edge AI technology meets creative ambition.