Artificial Agency vs The Trade Desk
Side-by-side comparison of AI visibility scores, market position, and capabilities
AI behavior engine for game NPCs turning developers into stage managers. $16M funding from former Google DeepMind researchers; working with AAA studios.
About
Artificial Agency is a game AI company building a behavior engine for non-player characters (NPCs) in video games. Founded by researchers from Google DeepMind, the company applies frontier AI techniques to the historically rigid problem of NPC behavior — creating characters that can reason, converse, and act in ways that feel genuinely intelligent rather than following scripted state machines. The core insight is that large language models and reinforcement learning, applied to the specific domain of game character behavior, can create NPCs that respond meaningfully to player actions and dynamic game states in ways that no handcrafted behavior tree can replicate.\n\nThe Artificial Agency platform is designed to slot into existing game development pipelines, giving designers and narrative directors a new kind of creative tool: rather than scripting explicit NPC behaviors, they define goals, personalities, and constraints, and the AI engine generates the actual behavior at runtime. This transforms the developer's role from behavior programmer to stage manager — setting up the environment and characters, then letting the AI drive the performance. The system is built to be production-safe for AAA games, handling the performance and consistency requirements that experimental AI research prototypes cannot meet.\n\nArtificial Agency has raised $16M and is working with AAA game studios — large-budget console and PC game developers for whom believable NPC behavior is a meaningful competitive differentiator. The founding team's DeepMind background gives the company strong credibility in applied AI research circles and likely facilitates conversations with major studios that are actively exploring how AI can be integrated into game production. As player expectations for NPC intelligence rise and developers seek ways to create richer worlds without proportional increases in content costs, Artificial Agency is positioned to become infrastructure for the next generation of game AI.
$2.45B revenue 2024 (+26% YoY); Q2 2025 $694M (+19% YoY); Q3 2025 guidance $717M+ (+18% YoY); 25.8% DSP market share; 19% US programmatic market; $12B ad spend 2024; 95% client retention
About
The Trade Desk was founded in 2009 by Jeff Green and Dave Pickles, veterans of AdECN (acquired by Microsoft), to build a demand-side platform giving media buyers transparent, data-driven access to programmatic advertising inventory across the open internet. The company operates as a buy-side-only platform — it does not own any media inventory — eliminating the conflict of interest inherent in platforms serving both buyers and sellers. This independence became a core differentiator as advertisers sought platforms they could trust to optimize spend without competing business motives.\n\nThe platform enables media buyers to plan, execute, and measure campaigns across display, video, CTV, audio, native, and DOOH channels in a single interface. Unified ID 2.0 (UID2), an open-source identity framework adopted by hundreds of publishers, provides cookie-free targeting. The Kokai AI system applies machine learning to bidding, audience selection, and creative optimization in real time. The Trade Desk holds approximately 25.8% of the DSP market and 19% of total US programmatic advertising.\n\nThe Trade Desk reported $2.45 billion in revenue for 2024 (+26% YoY) and $694 million in Q2 2025 (+19% YoY). The company trades on Nasdaq as TTD with a market cap exceeding $12 billion. As connected TV advertising accelerates and advertisers shift programmatic budgets from walled gardens to the open internet, The Trade Desk is positioned as the independent operating system for omnichannel programmatic media buying at enterprise scale.
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