Evaluation & Quality Monitoring
Evaluation and Quality Monitoring transforms AI from a black box into a measurable system of truth. As your models produce outputs day after day, hidden drift, subtle tone changes, and creeping inaccuracies begin to accumulate. Without continuous monitoring, these small deviations can erode trust, distort results, and cause operational failures.
Theta Tech builds evaluation frameworks that operate like an immune system. They detect weakness, surface anomalies, and quantify performance across every dimension that matters. Instead of wondering whether your AI is still aligned, you know—with evidence.
Understanding the Concept
Evaluation is far more than an occasional accuracy check. It is a continuous, automated process that systematically scores your AI across factuality, coherence, tone, bias, safety, and task-specific correctness. The most advanced systems incorporate AI-as-a-judge comparisons, cross-model critique, synthetic test cases, human calibration loops, and automated regression testing.
Quality monitoring extends this evaluation over time. You gain dashboards that track drift, identify bottlenecks, flag hallucinations, and visualize changes in model behavior. With these systems in place, you no longer react to failures—you anticipate them. You can retrain precisely when needed, optimize performance proactively, and maintain high-quality output even as data or business contexts evolve.
Evaluation is not a phase. It is infrastructure.
Make your AI measurable, not mysterious.
AI degrades quietly. A slight shift in customer language, a new data source, or a model update from a vendor can cause sudden misalignment. By the time a user reports an error, the damage has already occurred—support tickets rise, trust declines, and your team scrambles to diagnose what changed.
Theta Tech prevents this spiral by making quality visible. With quantifiable evaluation systems, deviations are caught early. Bias is identified before it becomes a liability. Tone misalignment is corrected before it affects brand perception. You gain confidence that your AI behaves consistently, safely, and predictably—day after day, update after update.
Technical Capabilities
- Automated Scoring and Benchmark Pipelines:
Continuous testing across accuracy, coherence, safety, tone, and domain-specific metrics.
- Cross-Model Evaluation and AI-as-a-Judge Systems:
Multiple models evaluate each other to produce consistent, scalable performance assessments.
- Human-in-the-Loop Calibration and Oversight:
Expert reviewers refine scoring frameworks and validate high-impact decisions.
- Hallucination, Bias, and Drift Detection:
Early-warning systems that detect problematic behavior before it reaches users.
- Real-Time Performance Dashboards:
Visual monitoring of trends, anomalies, and regressions across all deployed models.
- Regression and Release Testing:
Validation frameworks that evaluate model updates before they affect production workloads.
The Result
AI that improves with evidence, not assumption.
Theta Tech turns evaluation into the immune system of your AI operations.
Real-World Impact
Algorithm for Collaboration & Distribution
Clinical UI Design for Radiology AI
Developing 3D Radiology AI Solutions
Explore Our Work
Improved Active Shape Models for Segmentation of the Prostate on MR Imagery
Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge
HistostitcherTM: An informatics software platform for reconstructing whole-mount prostate histology using the extensible imaging platform framework
A Domain Constrained Deformable (DoCD) Model for Co-registration of Pre- and Post-Radiated Prostate MRI
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