dmodel

look inside the model

dmodel is an artificial intelligence research and deployment company.

Closed model providers only sell you the next token. dmodel builds systems you can understand, steer, and retrain.

We work with you to solve three key problems that are keeping artificial intelligence from better serving the world.

See the model

LLMs fail audits, leak secrets, and bias decisions because no one can explain a single answer. dmodel opens the model’s circuitry in real time, tracing each token through weights, activations, and prompts, so teams catch spurious correlations, verify safety constraints, and ship with confidence.

Shift the model

Models can decay before anyone notices. A quiet distribution shift can cause wrong diagnoses, throw off financial models, or trigger policy violations. dmodel watches live traffic, flags the features that moved, and triggers retraining before users notice.

Shape the model

Standard fine-tuning pipelines waste compute and invite reward hacking. dmodel is building a refinement fine-tuning service with built-in reward hacking probes and interpretable training curves that convert a base model into aligned, reliable tools.

We’re tackling some of the hardest problems in AI reliability and control. If you’re deploying models in the wild or curious about how we work, we’d love to talk.

Reach out to explore a pilot or collaboration.

Join us if you want to shape the future of steerable, interpretable AI.