Small & Midsize Businesses

AI Infrastructure & Hosting

AI Infrastructure and Hosting is the foundation upon which dependable intelligence is built. It determines the speed, security, and sovereignty of every AI workflow your organization relies on. Instead of renting unpredictable compute and exposing sensitive data to third-party platforms, Theta Tech enables businesses to own their infrastructure outright. Private models, private data, private control - engineered with enterprise-grade rigor and SMB-friendly scalability.

We design environments where performance is stable, costs are predictable, and compliance is intrinsic. Whether you require lightweight private LLMs or full GPU clusters that power advanced workloads, we ensure your systems run with the precision and endurance your operations demand.

Understanding the Concept

AI infrastructure refers to the hardware, orchestration layers, hosting environments, and monitoring stacks that make intelligent systems operational. It includes GPU scheduling, microservices, storage design, inference optimization, security boundaries, and failover architecture. Hosting then governs how these models are deployed - privately, securely, and in alignment with your organization's requirements.

SMBs often face a paradox: public cloud tools provide convenience but expose teams to vendor lock-in, unpredictable billing, privacy constraints, and limited flexibility. Private infrastructure reverses the equation. You gain control over the full stack - the model weights, the GPU environment, the security perimeter, and the data governance rules. With the right architecture, even small teams can operate with enterprise-level capability.

Infrastructure is not overhead. It is the skeleton that makes intelligence durable.

Why This Matters

Control your AI. Don’t rent it.

Public cloud AI is fast to adopt but slow to trust. Costs spike without warning. Data crosses boundaries you cannot see. Vendors change policies and pricing without consultation. In regulated or data-sensitive industries, these risks become existential.

Theta Tech builds infrastructure that belongs to you. The performance is consistent. The privacy is non-negotiable. The architecture is designed around your workflows instead of forcing compromises. This allows SMBs to operate with the same technological sovereignty as large enterprises - without the operational burden. You gain control over your AI destiny, rather than outsourcing it.

Technical Capabilities

Sub-Services
  • Private LLM Hosting and Deployment:
    Securely host open-weight models tailored to your scale, compliance needs, and latency constraints.
  • Hybrid and On-Prem Cloud Architecture:
    Combine the elasticity of cloud compute with the sovereignty and predictability of on-prem environments.
  • GPU Cluster Orchestration and Monitoring:
    High-performance compute management designed for inference, training, and mixed workloads.
  • Serverless and Microservice Architecture Design:
    Modular, auto-scaling systems that support modern AI applications without unnecessary operational complexity.
  • Redundancy and Failover Engineering:
    Continuous uptime through intelligent replication, automated recovery, and fault-tolerant infrastructure.
  • Cost and Performance Optimization:
    Right-size your AI infrastructure to minimize spend while maximizing throughput.

The Result

A private AI foundation that runs faster, safer, and cheaper than public alternatives.

Infrastructure that scales with you, not against you.

All Services
Case Studies

Real-World Impact

Explore our successful AI case studies.
Algorithm for Collaboration & Distribution
Updating disparate and unorganized AI algorithm code into cohesive and easily sharable notebooks.
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Clinical UI Design for Radiology AI
Creating intuitive software interfaces that empower doctors and accelerate AI innovation
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Developing 3D Radiology AI Solutions
Moving University Client to the Cloud with Open Source Medical AI Models
Read More
Publications

Explore Our Work

See our 35+ Peer-Reviewed Publications & Patents.
Improved Active Shape Models for Segmentation of the Prostate on MR Imagery
Toth, R. “Improved Active Shape Models for Segmentation of the Prostate on MR Imagery,” M.S. Thesis, Rutgers University, 2010.
Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge
Litjens, G., Toth, R., van de Ven, W., Hoeks, C., Kerkstra, S., van Ginneken, B., Vincent, G., Guillard, G., Birbeck, N., Zhang, J., Strand, R., Malmberg, F., Ou, Y., Davatzikos, C., Kirschner, M., Jung, F., Yuan, J., Qiu, W., Gao, Q., Edwards, P.E., Maan, B., van der Heijden, F., Ghose, S., Mitra, J., Dowling, J., Barratt, D., Huisman, H., Madabhushi, A. “Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge.” Medical Image Analysis 25:18(2), Dec 2013 pp. 359-373. doi: 10.1016/j.media.2013.12.002
HistostitcherTM: An informatics software platform for reconstructing whole-mount prostate histology using the extensible imaging platform framework
Toth, R.J., Shih, N., Tomaszewski, J.E., Feldman, M.D., Kutter, O., Yu, D.N., Paulus, J.C., Paladini, G., Madabhushi, A., “HistostitcherTM: An informatics software platform for reconstructing whole-mount prostate histology using the extensible imaging platform framework.” Journal of Pathology Informatics 5(8), Mar 2014. doi: 10.4103/2153-3539.129441
A Domain Constrained Deformable (DoCD) Model for Co-registration of Pre- and Post-Radiated Prostate MRI
Toth, R., Traughber, B., Ellis, R., Kurhanewicz, J., Madabhushi, A., “A Domain Constrained Deformable (DoCD) Model for Co-registration of Pre- and Post-Radiated Prostate MRI.” Neurocomputing 144(20) Nov 2014. pp. 3-12 doi: 10.1016/j.neucom.2014.01.058
"Theta Tech AI is an exciting medical AI consulting company whom we’ve worked with for over a decade.

Their team of experienced healthcare AI developers and PhD level biomedical engineers have helped us accelerate our clinical AI research implementation efforts.

Their team is hardworking and extremely responsive.
If you’re in the healthcare technology space, you’d be remiss to not work with Theta Tech." 
Professor Anant Madabhushi
Executive Director for the Emory Empathetic AI for Health Institute
"Theta Tech AI brings together biomedical engineers and medical imaging experts who deeply understand both AI and clinical practice.

For anyone working in healthcare AI—especially at a leading university or tech company—they are a fantastic team to collaborate with."
Assistant Professor Andrew Janowczyk
Emory University
"Theta Tech AI is an outstanding team of biomedical engineers and medical imaging software experts, who can provide you with specialized healthcare AI solutions that will ensure successful ventures in this space."
Satish E. Viswanath, PhD
Associate Professor, Department of Biomedical Engineering
"Theta Tech AI is a highly competent healthcare AI consulting company that has deep expertise spanning machine learning, data science, medical data, image analysis, comprising of a great team of biomedical engineers."
Mike Galvin
Co-Founder & Chairman of LivAI

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