PRISM™ Causal AI Platform
The Enterprise AI Challenge
To realize the significant ROI being promised, enterprise AI deployments need to target high-value enterprise decision-making which today are deemed too niche and complex for AI. Expanding AI apps beyond generation of marketing content or customer support conversations, PRISM delivers a clear AI ROI boost by targeting critical support and high-value operational decision-making.
C-Suites & Business Managers in Healthcare, Cloud operations or other Production enterprises often are challenged by rapid intervention decisions with analysis and predictions alone. As a result, actual financial performance along with security, compliance, and customer experience goals often become divergent.
Ops teams and tech teams also often need Rapid Root Cause Analysis, Defect Detection, Optimization of operations etc. to meet the overall Enterprise goals.
PRISM™ Causal AI is a full solution platform to serve such customers, not just a Causal AI development environment for Data Scientists.
PRISM™ Enterprise AI – ROI acceleration with Causal Inference
PRISM™ Causal AI Core injects Causal Inference and Domain Knowledge into pattern learning and correlational models as we see in the figure. Spreading causal intelligence and inference on top of existing AI/ML infrastructure and enterprise data systems is the key to accelerate ROI of enterprise AI. With enhanced regularization and information content from domain and causal knowledge, PRISM Causal AI also increases accuracy and stability of predictions.
Causal Knowledge Builder (KB) uncovers the cause-and-effect relationships reflected in data. Once domain experts validate them using PRISM KB and PRISM GPT interfaces, PRISM Core Causal AI further refines them with what-if modeling over observed data.
Such incremental and iterative causal knowledge building from new observations, domain experts or other sources of knowledge is the key to automatically compute the mechanisms of causal drivers and response events on an ongoing basis. This also progressively improves confidence in explanations about WHY the predicted outcomes will happen, engaging the decision makers intuitively to build trust on PRISM AI Applications.
Overlaying domain knowledge and causal intelligence on top of traditional AI PRISM finally upends the notion that
- Causal AI is too niche and complex to be a corporate accelerant to uplift AI value for business solutions
- AI capabilities are limited by Issues with state of the art AI/ML – high modeling costs or hallucinations of GPTs are inevitable