Explainable & Auditable Predictive AI
In industries that demand the ability to audit a model’s reasoning, black box deep-learning ML models can be challenging to work with and are often simply not worth the hassle. You simply cannot confidently detect bias or understand root causes when errors happen - this creates complex legal and regulatory risks. Orca’s transparent inference tracing unlocks predictive AIs for classification, ranking, and scoring problems when explainability and auditability are essential.
Deterministic audit trails
Orca tracks each inference run and the specific data used to derive the outputs, providing transparency whenever you need it. By simply finding the relevant inference runs in Orca’s Workflow & Audit Inspector, you can see each memory and its influence in seconds. Orca even retains records after you edit memories so you can compare the previous and current states to show corrective actions. One example is health care imaging in which an AI differential diagnosis can be explained & compared to peer human/AI alternatives.
Explainability for confident steering
Traditional deep-learning prediction tools simply provide a single output. Orca’s transparency into the underlying memories and weighting for each recommendation gives deep insight into the model’s reasoning. This clarity opens up confidence building and time saving workflows in debugging, correction, and tuning. In addition, the system’s automated recommendations for adjusting data can be easily understood and evaluated. One example is threat detection - quickly spotting and relabeling examples previously assumed safe provides instant correction without retraining delays.
Many systems that assert explainability are “outside-in” systems which are inferring patterns from large numbers of inference runs. While this aggregate method has its uses, it does not provide the deterministic explanation for each individual inference - Orca enables the defensible audit trails and high confidence steering needed for mission critical AI use cases.
Find out if Orca is right for you
Speak to our engineering team to learn how we can help you unlock high performance agentic AI / LLM evaluation, real-time adaptive ML, and accelerated AI operations.