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Gen-2vsGPT-o1

Runway vs OpenAI — Side-by-side model comparison

GPT-o1 leads 4/5 categories

Head-to-Head Comparison

MetricGen-2GPT-o1
Provider
Arena Rank
#3
Context Window
N/A (video)
200K
Input Pricing
Credits-based/1M tokens
$15.00/1M tokens
Output Pricing
Credits-based/1M tokens
$60.00/1M tokens
Parameters
Undisclosed
Undisclosed
Open Source
No
No
Best For
Video generation, creative content, effects
Complex reasoning, math, science, coding
Release Date
Jun 7, 2023
Dec 17, 2024

Gen-2

Gen-2 is Runway's text-to-video and image-to-video model that popularized AI video generation for creative professionals. It can generate short video clips from text descriptions or transform still images into animated sequences. Gen-2 played a pivotal role in demonstrating the potential of AI video generation to the broader creative industry and remains widely used for rapid prototyping of visual concepts.

View Runway profile →

GPT-o1

GPT-o1 is OpenAI's first dedicated reasoning model, introducing the concept of 'thinking tokens' where the model reasons through problems step-by-step before generating a response. This approach significantly improves performance on complex mathematics, coding challenges, and scientific reasoning compared to standard language models. With a 200K token context window, o1 can process lengthy technical documents while applying deep reasoning. It excels on competition-level math problems, PhD-level science questions, and complex coding tasks that require careful logical thinking. While slower and more expensive than GPT-4o due to the reasoning overhead, o1 delivers substantially better results on tasks that benefit from deliberate, structured problem-solving rather than quick pattern matching.

View OpenAI profile →
G

When to use Gen-2

  • +Your use case involves video generation, creative content, effects
View full Gen-2 specs →
G

When to use GPT-o1

  • +Your use case involves complex reasoning, math, science, coding
View full GPT-o1 specs →

The Verdict

GPT-o1 wins our head-to-head comparison with 4 out of 5 category wins. It's the stronger choice for complex reasoning, math, science, coding, though Gen-2 holds an edge in video generation, creative content, effects.

Last compared: March 2026 · Data sourced from public benchmarks and official pricing pages

Frequently Asked Questions

Which is better, Gen-2 or GPT-o1?
In our head-to-head comparison, GPT-o1 leads in 4 out of 5 categories (arena rank, context window, input pricing, output pricing, and parameters). GPT-o1 excels at complex reasoning, math, science, coding, while Gen-2 is better suited for video generation, creative content, effects. The best choice depends on your specific requirements, budget, and use case.
How does Gen-2 pricing compare to GPT-o1?
Gen-2 charges Credits-based per 1M input tokens and Credits-based per 1M output tokens. GPT-o1 charges $15.00 per 1M input tokens and $60.00 per 1M output tokens. For high-volume production workloads, the pricing difference can significantly impact total cost of ownership.
What is the context window difference between Gen-2 and GPT-o1?
Gen-2 supports a N/A (video) token context window, while GPT-o1 supports 200K tokens. Context window size matters most for tasks involving long documents, large codebases, or extended conversations.
Can I use Gen-2 or GPT-o1 for free?
Gen-2 is a paid API model starting at Credits-based per 1M input tokens. GPT-o1 is a paid API model starting at $15.00 per 1M input tokens.
Which model has better benchmarks, Gen-2 or GPT-o1?
Gen-2's arena rank is not yet available, while GPT-o1 holds rank #3. Note that benchmarks don't capture every use case — we recommend testing both models on your specific tasks.
Is Gen-2 or GPT-o1 better for coding?
Gen-2's primary strength is video generation, creative content, effects. GPT-o1 is specifically optimized for coding tasks. For coding specifically, arena rank and code-specific benchmarks are the best indicators of performance.