Proof of Concepts (Poc)
POCs can be used for a variety of use cases and purposes, including:
- Feasibility study: Proof literally something is possible.
- Learning: Learn how an API, library, framework, or technology works.
- Reinforcement: Repeat an algo 10x so it sticks in your brain.
- Experimentation: Try out new ideas or approaches without the pressure of a full project.
- Demonstration: Showcasing a concept or idea to stakeholders or team members.
- Validation: Validate assumptions or hypotheses before investing significant resources.
- Risk Reduction: Identify potential challenges or issues early in the development process.
- Innovation: Explore new technologies or methodologies to foster innovation within a team or organization.
- Communication: Facilitate communication and collaboration among team members by providing a tangible example.
Some of these use cases, AI cannot help you, such as:
- Reinforcement: AI cannot help you to repeat something 10x so it sticks in your brain.
- Learning: AI can help you to learn faster, but the actual learning process requires your active engagement and practice. Meaning you need to have output; you can't just "copy" the result from AI, you need to understand it and apply it yourself.
- Innovation: All people have the same AI, same APIs; this is not how you will innovate.
The other use cases, AI can help you to some extent, such as:
- Feasibility Study: AI can help you quickly prototype and test ideas to determine their feasibility
- Experimentation: AI can assist in generating ideas and approaches for experimentation.
- Demonstration: AI can help create demos to showcase concepts or ideas.
- Validation: AI can help you design tests and experiments to validate assumptions or hypotheses.
- Risk Reduction: AI can help identify potential challenges or issues by analyzing data and providing insights.
- Communication: Facilitate communication and collaboration among team members by providing a tangible example.
Another usage of AI can be that you can use AI just to get something working quickly. I remember in my life how many times it took me days or weeks trying to figure out something on the internet; now you can ask AI to do a POC in seconds. You still need to do a second or third POC; I like doing 10x, but the zero-to-demo time now is zero.