Sora 2 vs GPT-4.1 Nano

1. Advanced Video Generation Capability

• Produces richly detailed, cinematic video clips from simple text or image prompts.
• Handles complex scenes, motion, lighting, environments, and multi-object interactions with high fidelity.

2. Synced Audio Generation

• Generates audio that aligns with the timing, actions, and mood of the video.
• Useful for creating complete media outputs without requiring external sound design.

3. Multi-Modal Input, Multi-Media Output

• Accepts text and image inputs, enabling:
  • Storyboard-to-video workflows
  • Image-to-video transformations
  • Concept illustrations expanded into full scenes
• Outputs video and audio, making it ideal for end-to-end content creation.

4. Resolution-Optimized Performance

• Provides high-quality generation at:
  • Portrait: 720 x 1280
  • Landscape: 1280 x 720
• Optimized for common mobile and web video formats used in social media, ads, and creative production.

5. Powerful Media Understanding

• Interprets natural language with strong scene comprehension.
• Capable of rendering realistic movement, physics, emotions, and atmosphere.
• Suitable for:
  • Marketing videos
  • Short films and creative storytelling
  • Product demos and conceptual visualizations

6. Integrated Across Major API Endpoints

• Supported in Chat Completions, Responses, Realtime, Assistants, and Videos endpoints.
• Makes it easy to integrate into agent workflows or interactive production pipelines.

7. Consistent Model Behavior via Snapshots

• Offers stable snapshots to lock model performance across long-term projects.
• Ensures reproducibility for content pipelines, asset libraries, and enterprise workflows.

8. Ideal Use Cases

• Storyboarding → full-scene generation
• Product or app demos visualized from text
• Educational and explainer videos
• Social media content creation
• Creative ideation and prototyping

1. Ultra-Fast, Low-Latency Performance

• The fastest model in the GPT-4.1 family, ideal for real-time interactions and high-throughput applications.
• Designed for scenarios where speed matters more than complex reasoning.

2. Most Cost-Efficient GPT-4.1 Variant

• Lowest price point among GPT-4.1 models.
• Enables large-scale deployments such as support bots, routing systems, and lightweight assistants without high compute costs.

3. Solid Instruction Following

• Consistent and reliable at following clear instructions.
• Well-suited for:
  • Classification
  • Simple reasoning
  • Data extraction
  • Content rewriting
  • Chat-style responses

4. Strong Tool Calling Capabilities

• Built with robust support for:
  • Function calling
  • Structured outputs (e.g., JSON)
  • Lightweight automation tasks
• Works well within multi-step agent workflows that rely on simple tools.

5. Basic Multimodal Input

• Supports text and image input.
• Useful for:
  • Simple visual recognition
  • Alt-text generation
  • Reading graphics or screenshots

6. Text-Only Output

• Produces text only, ensuring:
  • Clean structured outputs
  • High reliability for downstream processing
  • Ease of integration into backend systems

7. 1M-Token Context Window

• Supports up to 1,047,576 tokens, allowing:
  • Long documents
  • Multiple files
  • Large prompt memory
• Reduces or eliminates the need for chunking and retrieval in many simple workflows.

8. Ideal Use Cases

• Customer support bots
• Routing and intent detection
• Simple agents and workflow automation
• Content cleanup and rewriting
• Basic Q&A, summaries, and extraction

9. Broad API Integration

• Available across major API endpoints:
  • Chat Completions
  • Responses
  • Realtime
  • Assistants
  • Fine-tuning
• Supports predicted outputs for reliability and determinism.