Oumi has unveiled a set of new capabilities that turn companies into AI factories, completing the entire AI development lifecycle. Enterprises can now build a specialized model, deploy it in one click, and monitor it in production, with every interaction feeding back into retraining, so the model keeps continuously improving on the enterprise's own production data.
Oumi launches Compounding AI Factory with auto-scaling deployments and continuous improvement.
Enterprises can build, deploy, and monitor specialized models with one-click deployment.
Auto-scaling GPUs scale to zero when idle to eliminate compute costs.
Continuous improvement automatically retrains models using production traffic data.
Agent-operable CLI enables both human and AI agent-driven development.
Co-founded by former Google Gemini, Apple, and Microsoft AI and engineering leaders.
This launch arrives at a pivotal moment for enterprises, as the industry shifts from renting intelligence to owning it. Enterprises are realizing that consuming the same general, closed frontier models as their competitors is not a sustainable strategy: there's no differentiation when everyone is prompting the same model, proprietary business knowledge leaks to frontier labs with every query, costs run 5 to 10x higher than they need to, and enterprises have no control over their most critical technology. With this launch, any enterprise can run that entire cycle automatically – building specialized intelligence, holistically evaluating, deploying, capturing failures, retraining, reevaluating, and redeploying.
Auto-Scaling Deployments allow trained models to be deployed for production inference with one click, with GPUs that automatically scale based on traffic. At zero traffic, deployments scale to zero, eliminating idle compute costs. Continuous Improvement enables enterprises to automatically retrain their specialized models using data captured directly from production traffic, with failure modes automatically identified and converted to training signals. The Agent-Operable CLI gives developers full access to Oumi's training, evaluation, and deployment workflows directly from the terminal, enabling both human and AI agent-driven AI development.
"Every company is becoming an AI company, but nearly all of them are running the exact same closed, generalized models trained on the public web, not on their own workflows, policies, or edge cases," said Manos Koukoumidis, co-founder and CEO of Oumi. "The next shift in AI will be enterprises becoming compounding intelligence factories—building specialized AI on their own data, owning the resulting intelligence as IP, and making it smarter with every production run."
About Oumi
Oumi is an enterprise AI platform that lets companies build, own, and continuously improve specialized intelligence – instead of renting general intelligence from frontier model providers. What Claude Code did for software development, Oumi does for AI model development: describe what you need and it runs the rest. Oumi closes the entire loop of AI model development combining automation with full transparency, flexibility, and AI sovereignty. Oumi was co-founded by a team of former Google Gemini, Apple, and Microsoft AI and engineering leaders. Oumi is based in Seattle and backed by Venrock, Obvious Ventures, Plug & Play, Mozilla Ventures, and Ascend.
