Beyond Limits’ Hybrid AI platform combines game-changing Symbolic AI reasoner technology with Numeric AI (Machine Learning, Neural networks and Deep Learning) models and Generative AI to transform knowledge and operational data into intelligent inferences, decisioning workflows and actionable recommendations for optimizing mission critical applications.
Our breakthrough Hybrid AI technology enables organizations to accelerate beyond the capabilities of conventional AI toward a human-like ability to perceive, understand and reason in solving problems faster, more accurately and reliably, while adhering to safety and responsible AI standards.
Hybrid AI offers these powerful advantages over conventional AI approaches
Hybrid AI realizes the ultimate vision of harnessing all explicit and implicit data and knowledge available within an organization into Knowledge Bases that form the basis for insights and intelligent decisioning.
Our hybrid approach employs human-understandable symbols to represent knowledge and applies reasoning based on the way people think through problems and use their intuition.
Numeric and Generative approaches suffer due to their ‘black box’ nature and poor explainability of results. Solutions from Beyond Limits’ platform are inherently explainable because of our core use of symbolic AI, which tacitly offers interpretable outcomes in the words and symbols entered by users.
Hybrid AI is designed from the ground up to augment and amplify human abilities, while keeping humans in charge. It enables human-in-the-loop use cases as well as fully autonomous closed-loop decisioning systems, adhering to human expert guidelines and guardrails. Our platform leverages Generative AI to facilitate natural language use wherever possible. Along with intuitive no-code interfaces, our platform humanizes the experience of using and deploying cutting-edge AI in previously unavailable ways.
Industries with high-risk and mission critical use cases, have too much at stake to trust the decisions of a machine at face value, with no explainable understanding of its reasoning. Only Hybrid AI can rise to the meets the challenge of to explaining the “why” behind its decisions solutions and become a trusted advisor to human decision-makers.
KBOps (Knowledge Base Operations) offers the ability for users through no-code interfaces to encode, test, maintain and deploy knowledge into automated intelligent decisions at scale.
KBOps allows organizations to apply their experts’ knowledge directly on their data and ML pipelines. Knowledge, critical business insights, operational guidelines, and expertise that often gets siloed among too few experts can be encoded at scale, curated and tested before deployment. Once put into the business process it can be continuously evaluated against real-time operational data through Beyond Limit’s advanced symbolic reasoners to deliver real-time, contextual inferences, insights and decision guidance to frontline operators and non-experts.
PRE (Predictive Recommendations Engine) is the alerts, actions and recommendations delivery system of the Beyond Limits Hybrid AI platform.
PRE leverages Hybrid AI platform’s No-Code knowledge interfaces to data into tagged and labeled concepts, utilizes base ML models to correlate, discover, predict and provides multi-modal End-user delivery tools to create, simulate and deploy actionable intelligence. PRE integrates with LLM semantic search to provide human-friendly answers, supporting both Human in the loop review or closed loop automations.
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