General AI

Evaluation

Theta Tech constructs continuous evaluation frameworks that measure the true performance of AI systems.

Evaluation is not a task— it is infrastructure.

Without measurement, improvement is fiction.

Understanding the Concept

Evaluation is the process of making AI measurable and reliable. Instead of relying on subjective “vibe checks,” serious practitioners quantify AI performance through structured metrics. Accuracy, tone, coherence, factual grounding—all can be systematically evaluated.  

Modern evaluation often uses AI-as-a-judge, in which one model audits another. Human experts and external data sources can also serve as evaluators, cross-validating results to detect bias, hallucination, or drift.

At Theta Tech, evaluation is not an afterthought—it is the foundation. We design automated feedback loops where intelligence improves through evidence.

Why This Matters

Quantifying Intelligence, Ensuring Reliability

Most AI systems degrade quietly. Models hallucinate, regress, or lose alignment without anyone noticing. Businesses relying on subjective checks invite failure.

Theta Tech builds frameworks that continuously test, score, and validate intelligence, turning unpredictability into data, and data into control.

Technical Capabilities

Sub-Services
  • Automated Evaluation Pipelines:
    Continuous monitoring of AI responses across performance dimensions.
  • Quantitative Scoring Systems:
    Objective metrics for factual accuracy, tone, style, and utilit.
  • AI-as-a-Judge Systems:
    Cross-model assessment for scalable, consistent validation.
  • Human-in-the-Loop Verification:
    Expert-driven calibration of automated judgments.
  • Hallucination and Drift Detection:
    Statistical and contextual checks against external truth sources.

The Result

AI systems that evolve responsibly. Reliable, measurable intelligence—refined through quantification, not assumption.

Precision in evaluation creates trust in intelligence.

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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