The AI Question in Games Needs a Second Axis, and Then a Third

The industry-wide debate regarding artificial intelligence in game development suffers from an oversimplified focus on whether AI was used in a project. This binary inquiry fails to account for the nuanced realities of production, legal exposure, and labor impact. A more effective framework requires moving beyond a single-axis "ladder" of AI involvement toward a multi-dimensional grid that can accurately categorize how and where AI is applied. By separating pipeline location—where AI touches the workflow—from output intensity—how much AI determines the final player experience—producers can better manage creative defensibility and disclosure requirements.

Beyond these two dimensions, the analysis identifies two critical, often overlooked axes: legal provenance and labor substitution. Provenance, encompassing training data, licensing, and indemnity, represents a significant long-term legal risk that remains invisible in finished assets. Simultaneously, labor substitution occurs primarily in early-stage production—such as concept work and grayboxing—which are often excluded from player-facing disclosure frameworks. Because these foundational roles are where junior talent traditionally builds expertise, their automation poses a structural threat to the industry’s future talent pipeline.

The analysis draws on industry data, including GDC survey findings and layoff patterns from 2025 and 2026, to highlight the negative sentiment among artists and designers regarding generative tools. While current platform policies, such as those from Steam, attempt to address disclosure, they remain limited by their inability to track provenance or internal labor shifts. Ultimately, the industry requires a comprehensive four-axis register to replace current "purity tests." By explicitly tracking pipeline location, output intensity, provenance, and labor impact, producers can move from reactive, slogan-based management to a robust, analytical approach that addresses the actual risks inherent in modern game production.