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On The Value and Necessity of Proof of Concepts (PoCs)

Exploring the Role of PoCs in Generative AI Implementation

Jair Ribeiro
6 min readJul 26, 2024

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I believe a Proof of Concept (PoC) is a crucial step in the journey from AI concept to deployment that is often overlooked. It is a foundational element, allowing organizations to test, validate, and refine their AI initiatives before full-scale implementation.

The PoC is not just a technical necessity but a strategic imperative.

Reflecting on my experience with AI-driven projects, I can attest to the invaluable role that PoCs play. They are essential for identifying potential risks and challenges early in the project lifecycle. We can pinpoint technical, operational, and financial risks by simulating real-world scenarios on a smaller scale before committing significant resources.

Moreover, PoCs are instrumental in determining the feasibility and viability of the AI solution. This involves assessing whether the proposed technology can achieve the desired outcomes and integrate seamlessly with existing systems and workflows. Through PoCs, we can demonstrate tangible evidence of the AI solution’s potential benefits, making securing the necessary support and funding for full-scale deployment easier.

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Jair Ribeiro

Top #5 Global AI Thought Leader, Father, Writer, and Reader