Darwin

Atlas

The unified foundation model for adaptive media.

Atlas understands social content at a depth no off-the-shelf model can match. Trained on real ad campaign outcomes, creator content, and user social graphs — it powers the backbone of intelligence across Darwin's product surfaces.

01

Adaptive Media Generation

Photorealistic. Native. Invisible.

Generates brand placements that match the lighting, perspective, and motion of the original scene — indistinguishable from native content. Every placement is a first-party creative.

02

Visual Identification

Every frame. Every surface.

Analyzes video at the frame level to map spatial layout, lighting, and scene depth — surfacing natural integration points across millions of creator videos.

03

Content Reaction Simulation

Know before you spend.

Simulates synthetic viewer reactions to predict impressions, attention, and ROI before a dollar is spent — then trains on real outcomes to sharpen every future decision.

04

Content Recommendations

Precision at scale.

Scores and ranks available ad slots against campaign objectives, audience fit, and predicted engagement — surfacing the optimal placements across any budget.

05

Memory

Every brand. Always on.

Stores and retrieves high-dimensional embeddings for characters, logos, and brand elements — so Atlas can faithfully reconstruct any creative asset, in any scene, on demand.

06

Content Attribution

From placement to proof.

Connects each ad placement to real downstream outcomes — brand lift, purchase intent, and conversion signals — using viewability modeling, audience panel data, and creator-level engagement metrics. Attribution closes the loop between what ran and what worked.

Interested in researching adaptive media?

View open roles