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AI-first approach

As explained in The AI Pocket Book

A product-development strategy that starts by seeking uses for AI before verifying a customer need.

An AI-first approach starts by looking for AI uses before checking whether customers actually need them. It can lead to teams, products, or funding built around the technology rather than the problem. section 4.2

A cautionary example is a self-driving car push that began with stronger image categorization and large investor bets, but often lacked a clear customer problem or commercial path. section 4.2

The same pattern appears when organizations create AI-only teams or hire many people for undefined AI work, assuming promising technology will eventually produce a use case. section 4.2

What this approach usually involves:

  • Starting from what AI can do, then searching for applications. section 4.2
  • Treating technical promise as enough reason to fund or launch work. section 4.2
  • Skipping the earlier question of what customers actually want. section 4.2

The main problem is that it reverses a customer-centric process: instead of finding a real need and then choosing a tool, it risks building something impressive but unnecessary. section 4.2

How The AI Pocket Book covers it

How deep it goes
Explains the pattern through examples and consequences, but stops short of a formal framework or step-by-step method.
Examples
Uses Amazon Go-style checkout concerns, AI teams without clear tasks, and self-driving car startups as cautionary examples.
What it assumes
Assumes basic familiarity with product development and deliberately explains the customer-first contrast from scratch.
What you can do after
Evaluate whether an AI idea begins with customer need or only with technical enthusiasm.
How it connects
Connects to customer-centric approach, lean movement, entrepreneurship, innovation, and self-driving cars.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of The AI Pocket Book. The section links point to the parts of the book it draws on.