Beyond Limits is the market leader in Hybrid AI, which provides industrial grade performance applied to real world problems.

Beyond Limits is the commercial evolution of the Advanced AI Reasoning Labs (AIRL), which was established by JPL/Caltech in 2005.

In 2014, the leadership team of AIRL, spearheaded by CEO AJ Abdallat and CTO Dr. Mark James, secured the rights to AIRL's Symbolic technology and subsequently founded Beyond Limits

Beyond Limits is built to unlock the value of AI in the physical world

Beyond Limits specializes in developing Hybrid AI solutions tailored for organizations where conventional AI approaches are inadequate.

Successfully proven solutions have been deployed in space, energy, chemicals, infrastructure and other mission-critical environments

Hybrid AI, also known as neuro-symbolic AI, is a sophisticated framework that merges the strengths of symbolic AI (rule-based reasoning and knowledge representation) with the pattern recognition and predictive capabilities of machine learning (ML) and large language models (LLMs).

It includes human-in-the-loop contributions and domain expertise, enabling complex, interpretative, explainable, and context-sensitive decision-making. This approach is particularly effective in environments that demand precision, accuracy, and real-time responsiveness, especially where mistakes are costly, resources are constrained, and adherence to standards and regulations is crucial.

Key Attributes of Hybrid AI Systems

• Explainable, complex problem-solving capabilities
• Contextual and interpretative decision-making
• Human-Centric real-time adaptability
• Regulatory adaptability and standards compliance

Generative AI Platform 

Beyond Search A self-managed work assistant for semantic search retrieval and content generation that combines the power of an enterprise fine-tuned LLM and NLP to deliver conversational Q&A and voice assisted outcomes 

Hybrid AI Platform Low-code – no-code platform that combines Machine Learning+ Generative + Cognitive reasoning (Symbolic) to drive intelligent decision making.

A symbolic overlay on top of Machine Learning and Data processing acts very much like a human-in-the-loop expert, able to interpret and reason these different outputs and make systems-level decisions and provide common-sense guardrails with full transparency.

Hybrid AI Platform Access  The platform access fee provides enterprises with a development license to build Hybrid AI solutions on the Beyond Limits Hybrid AI Platform.  The required license provides access to our low code API, Data, ML Ops, KB Ops and PRE services to develop production grade solutions.  The license is per domain and is for a Development Sandbox Instance 

Knowledge Base Operations  A no code AI service that enables subject matter experts to encode their knowledge and have it executed by Advanced Symbolic reasoners to provide on demand decision guidance, recommendations & prescribed actions (Requires Hybrid Platform Access)

Predictive Recommendation Engine  A no code Hybrid AI service that enables users to surface operational anomalies, predict events and deliver recommended actions to targeted users to enhance reliability, productivity and response time to unplanned events.  

  AI Applications

Operations Advisor Operations Advisor is a low code Hybrid AI real time decision support system that makes timely, transparent recommendations to operators to maximize operational efficiency and improve profitability. 

Blend Optimizer Blend Optimizer is no AI software application that supports the development of new products based on past formulation and raw material data.  It leverages machine learning and domain knowledge to help customers reduce product costs and improve performance. 

Sensor Placement & Leakage Detection for Water Network AI-based solution for optimal sensor design and intelligent leakage detection for a WATER distribution network. The solution was derived from an advanced deep space sensors algorithm developed by JPL. 

Smart e-Gate Software An enterprise grade software solution that controls the process of access control gates for several use cases like: Airports, land borders, or even metro stations. It comes with a control panel and a dashboard user interface and a predefined hardware software integrations with gates, cameras, and sensors