Deep Cogito applies the same large-scale reinforcement-learning and self-improvement stack behind its open Cogito releases to build models for individual companies. The engagement goes past lightweight fine-tuning: the team works with the customer to understand its products and the metrics it measures, then trains that behavior into the model weights.
The customer keeps a specialized model it owns and controls rather than a prompt layer over a third-party frontier model. Zscaler was the first publicly named customer and became a strategic investor in the 2026 Series A.

Deep Cogito trains specialized open-weight models on an enterprise customer's own data and outcomes.


Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.


RunRL is a reinforcement learning service that runs hosted post-training campaigns and raises a model's reward on a customer-supplied task.


Custom enterprise deployments of AI employees, hosted or on-prem/VPC, wired into a company's systems and governed by its rules.


Microsoft's managed cloud platform for accessing, fine-tuning, and deploying foundation models from OpenAI, Anthropic, Meta, and partner providers.
Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.

RunRL is a reinforcement learning service that runs hosted post-training campaigns and raises a model's reward on a customer-supplied task.

Custom enterprise deployments of AI employees, hosted or on-prem/VPC, wired into a company's systems and governed by its rules.

Microsoft's managed cloud platform for accessing, fine-tuning, and deploying foundation models from OpenAI, Anthropic, Meta, and partner providers.
