DiscreteStack
Private AI Infrastructure for Enterprise Deployment
Description
About DiscreteStack
DiscreteStack provides private AI infrastructure that enables enterprises to run open-weight AI models on infrastructure they control. Its offering combines selected models, optimized inference software, APIs, workload management, and enterprise controls into self-hosted deployments designed for on-premises, private infrastructure, and air-gapped environments.
Rather than charging according to token consumption, DiscreteStack uses a flat-rate licensing model per execution node. The platform is designed to help organizations maintain control over their AI infrastructure, data, deployment environment, and operating costs while avoiding dependence on third-party hosted inference services.
Platform & Solutions
DiscreteStack provides a self-hosted enterprise AI stack optimized for the customer’s hardware environment. Deployments combine open-weight models with hardware-specific compilation, an inference runtime, enterprise APIs, workload scheduling, and governance controls.
Core capabilities include:
- Self-hosted deployment of open-weight AI models
- Hardware-specific model and GPU optimization
- Intelligent scheduling and admission queues for concurrent AI workloads
- OpenAI- and Anthropic-compatible APIs
- Hybrid GPU and CPU inference
- On-premises and air-gapped deployment
- Private infrastructure without third-party inference
- Flat-rate licensing without per-token usage charges
Best Fit Customers
DiscreteStack is positioned for enterprises that need production AI capabilities while retaining greater control over infrastructure, data location, and AI operating costs.
Strong-fit customers include:
- Enterprises requiring private or on-premises AI infrastructure
- Organizations with data sovereignty requirements
- Regulated businesses deploying generative AI
- Financial services and insurance organizations
- Public-sector organizations
- Companies seeking to operate open-weight models on dedicated infrastructure
DiscreteStack has specifically identified finance, insurance, and the public sector as regulated sectors targeted for expansion.
Regions Served
Europe. DiscreteStack is headquartered in Sofia, Bulgaria and explicitly positions itself as European-built AI infrastructure.
