- Synthesis of LLMs with ontology
- Ontology has the advantages of explicit entities and relationships, explainable
- Generative AI has the advantages instant knowledge access, without the time consuming and expensive ontology engineering process
- Integration of external databases and other sources
- AI engine recommends best match machine learning resources for discovery goals
- Supports entire machine learning project lifecycle through AI application deployment
- Efficient machine learning project conception, design and training (neural nets/others)
- Includes Predictive and Generative AI (GenAI)
Featured this month
Ontology - Large Language Model (OntoLLM™)
The first application is Quantum Science Initiative portal for quantum scientists (and others) with accounts. The goal is to curate quantum knowledge to accelerate progress, with emphasis on ontology-based knowledge graphs. This initiative regularly meets at a) IEEE Quantum Science and Engineering conferences (presented at QSE22 and QSE23, b) SPIE Quantum (presented at SPIE Quantum West 2023), and others including the NATO Military Missiles Symposium 2023 in London and the Five-Eyes Quantum Conference in Ft. Meade, MD.
Due to the success of QuantumSci.org, another is being developed: the AI for Good Squared
(AI4Good2 Inc.) portal (ai4good2.org). The primary goal of
AI for Good Squared™ is the advancement AI in projects that help humanity. The initial focus is on the bottom of the pyramid (BoK), based on the seminal book
published in 2001 by C. K Prahalad, and his subsequent presenations at the United Nations. The goal is to bring knowledge and capabilities to BoP micro-businesses
that can help lift them via 24/7 agentic AI. Back in2021 Prahalad frequently mentioned the $109 billion market opportunity for investors; today this opportunity is much more.
To this end we use data science, AI and machine learning, especially as it relates to the application of artificial intelligence for lifting and aiding the
underprivileged.
See the announcements below.
ANNOUNCEMENT: Workshop in the Swiss Alps, June 28 to July 5, 2025)
We are thrilled to announce our workshop on AI4ROI Cloud (ai4roi.cloud). Topics include the integrating knowledge via machine Learning for supporting those at the bottom of pyramid (BoP), agriculture, education, health,micro-business, and water and sanitation. The primary goal, in the early years, is to lift BoP micro businesses to compete in the global economy. Agentic AI is doing the heavy lifting here. AI4ROI Cloud provides the knowledge curation, integration and dissemination with agentic AI, utilizing the combination of ontology with large language models (OntoLLM).
Introducing the AI4ROI Cloud Initiative
Initially the portal (on domain name AI4ROI.cloud) will serve as an invaluable resource in education in entrepreneurship and an 24/7 nearly autonomous set of specialized AI Agents in micro-business, product develop, marketing and sales, supply chain management, inventory control, CRM, etc. Data scientists, cloud engineers, domain experts and investors, and all others with something to share, are encouraged to participate. The vision is a world without poverty. The goal is to lift as many - as resources from contributors permit - through global cloud economy of scale. As the number of micro-businesses increases the average cost per micro-business goes down. Our mission is to accelerate the pace of discovery and innovation to alleviate and eventually solve the global poverty crisis. Our approach is agentic AI hosted in the cloud; research and development is needed to provide more capabilites at less cost.
Powered by OntoLLM™ and DiscoveryAid™
The AI4ROI.cloud portal is being engineered to provide unparalleled access to curated, high-quality data and knowledge in an custom desgined edge agentic AI device that can communicate in native language such the language of our Zambia pilot, Chichewa. At the core of these platforms is OntoLLM™ (the Ontology and Large Language Model), our technology is designed to manage and integrate diverve, multimodal sources into a highly accessible knowledge graph, for use by and for large language models (LLMs) and agentic AI applications.
Complementing OntoLLM™ is DiscoveryAid™, a predictive and discovery-focused AI platform specifically to streamline and accelerate the process of discovery. Both OntoLLM™ and DiscoveryAid™ are evolving to reduce operational expenses while increasing the completeness and accuracy of results.
Launch Details
Mark your calendars! The anticipated public launch date for AI4ROI.cloud is January 1, 2026. The portal will go live with agentic AI that is updated with new capability that seems to almost evolve exponentiallythese days. These portals use the best of AI with well-established and trusted datasets and capabilities. These platforms are designed to evolve, adapt, and grow, just like the communities they serve.
We invite you to stay tuned for further announcements and features as we move closer to the launch date. Join us on this exciting journey as we break new ground in agentic AI via global cloud computing infrastructure.
We look forward to pioneering the future of technology and engineering - that helps humanity prosper - together with you.
Participation and Collaboration Opportunities
Please leave a note below if you would like more information or are interested in some form of participation, whether AI or cloud engineering, domain expertise, investor or other. AI4Good2.org is a not-for-profit 501C3 (IRS determination letter available on request). Janssen LLC and AI4ROI Cloud are for profit corporations because of the need for social impact bonds and other types of investment. We collaborate with the US and United Nations AI for Good organizations, corporations, NGOs, governments and individuals. Will you join in and help change the world?