Harmonizing your data into a simple structure makes AI perform.
Harmonizing your data into a simple structure makes AI perform.
The only true digital transformation transforms your data silos into a single simple coherent knowledge structure. Systems come and go. Your data and your institutional knowledge are your key assets. Harmonizing your overlapping and incompatible data models into a simpler knowledge graph makes your AI applications powerful and capable. This simplified structure enables your agents to collaborate with astonishing accuracy and capability. Organizations spend between 40% and 60% of their yearly IT budget paying integration debt, the cost of managing multiple overlapping systems that can't talk. Data lakes and data warehouses attempt to manage this complexing at greater and greater cost. Moving to the cloud didn't solve this problem. It is not colocation but data harmonization that solves it.
Taking a data-centric approach (putting the data first) and building a simple representation, your existing systems are carefully mapped into a knowledge graph. This simplified view brings together data, metadata and knowledge into a single coherent representation. You can view all of your connected systems in one place and so can your AI agents. What follows is predictable value generation, insights and analytics. Your enterprise knowledge is then available through a natural language interface or an API to power AI applications.
We work through a validation driven approach that sets your goals in the form of competency questions at the core of the development process. This set of explicit value generating goals drives the discussion, collaboration and ultimately the knowledge graph model. From the model we test and validate your value generating potential.
Agents are amazing. They perform human-like feats of creation and collaboration. They also hallucinate. Anchoring these agents to explicit knowledge in the form of a knowledge graph provides a means to control their behavior and prevent hallucination. Their agency and reasoning combined with an explicit view of your operation allow them to perform incredible feats of insight and analysis that are completely controllable and auditable.
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