AI is Broken: Artificial Intelligence, Without Context, is Artificial Uselessness

At Ingenious DataWorks (IGD), we specialize in structuring unstructured data to drive AI improvement and unlock its full potential. We understand that much of today’s valuable data - whether in text, images, or audio - exists in an unorganized, raw format that’s difficult for AI systems to process effectively. We leverage a proprietary data engine to transform this unstructured data into structured, usable formats, making it ready for analysis, training, and integration into AI models, including LLM for GenAI.
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Regulatory and IP Foundations: The 3DI Data Engine starts by integrating all publicly available data from industry-specific regulators, along with the company’s patent and trademark documents. This ensures the model is grounded in the most relevant and critical information that defines the business environment.
VNG Enhancement: Next, we enhance the data using 3DI's Data Engine proprietary Variable N-Gram Generation (VNG) techniques. This process eliminates common noise terms and generates 2–5-word N-grams from the collected files, refining the corpus to highlight meaningful, context-specific language patterns essential for precise model training.
Harvest Corporate Knowledge: At the core of this model is the comprehensive extraction of corporate documents, emails, litigation holds, and other unstructured data through the 3DI Data Engine JSON format. This approach captures the full spectrum of communication and documentation generated by the company, creating a rich dataset for training the LLM.
Build the Custom LLM: Using the curated and enhanced dataset, we develop a company-specific LLM. This tailored solution is designed to understand and generate language based on the company’s unique data, representing a true ground-up, headless approach.
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Download 3DI CAPABILITIES
Rationalize
Inventory potential content and collect single instances of unique files.
Classify
Describe the type of content beyond just file type, and determine to keep.
Attribute
Identify the key attributes to extract and use in process management systems.
Validate
Confirm that classifications and extracted attributes are accurate and reliable.
Enterprises no longer need to wait months or invest tens of millions to build powerful AI models. We leverage technology to simplify and accelerate the entire process, eliminating complex workflows and reliance on human-in-the-loop or VectorRAG. Build and deploy AI faster and more efficiently than ever before.
Ingenious Dataworks, Inc. All rights reserved.
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