Justine Moore — a16z - There is no God Tier video model - October 2025

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There is no God Tier video model - But there is something better

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Type

Open Source

Company

Andreessen Horowitz (a16z)

Visit Website GitHub (38 stars)

About Justine Moore — a16z - There is no God Tier video model - October 2025

Justine Moore, a partner at a16z, argues in this October 2025 article that the video model landscape is shifting away from the pursuit of a single "god-tier" model that excels at everything. Instead, progress is plateauing on benchmark metrics (e.g., realism, length, audio sync), and the frontier is moving toward specialization and product innovation. Moore draws parallels to LLMs, where foundation labs began to specialize and the product layer took off after benchmark improvements slowed. She highlights opportunities for startups in two dimensions: models that excel at one specific capability (e.g., physics, anime, multiple shots) and products that abstract complex workflows. The piece emphasizes that even if video model progress stopped entirely, founders would have years of catch-up work building usable products around existing capabilities.

Key Features

Analysis of plateauing video model benchmarks (e.g., realism, audio sync, length)

Discussion of model specialization across dimensions (physics, anime, multiple shots, etc.)

Emphasis on the product era of video models as a major opportunity for startups

Historical comparison to LLM progress and subsequent specialization

Insight that even without further model improvements, product building remains a multi-year endeavor

Perspective from a16z on venture capital trends in AI video

Pros & Cons

Pros

Provides a clear, well-argued thesis on the shift from benchmark races to specialization
Leverages a16z's deep industry perspective and portfolio insights
Includes concrete examples and analogies (e.g., still-life painting, LLM progression)
Actionable for entrepreneurs: identifies specific dimensions where startups can differentiate

Cons

Focuses on opinion and high-level trends rather than technical model details or benchmarks
Does not include specific model names or recent releases (e.g., Sora 2, Veo 3) beyond brief mentions
May reflect a16z's investment bias toward portfolio companies
Limited to a single viewpoint; lacks counterarguments or alternative perspectives

Best For

Understanding the current state and trajectory of video AI model developmentIdentifying startup opportunities in vertical-specific video models and product layersEvaluating investment theses in the generative video spaceInforming strategic decisions for founders, product managers, and researchers in AI video

FAQ

What does 'no god-tier video model' mean?

The article argues that no single video model is excellent at all dimensions (e.g., physics, character consistency, anime). Instead, models are specializing, and progress on general benchmarks is plateauing, moving the focus to product building and vertical-specific models.

What opportunities does this create for startups?

Startups can build models that excel at one key thing (e.g., physics, anime, multiple shots) or create products that abstract away the arduous workflows of using current video models. Even if model progress stops, years of product work are needed.

Is the article free to read?

Yes, the article is publicly available on the a16z Substack and does not require a subscription to read.