Generative models produce new content such as text | AIGP
7-day money-back guarantee — full refund within 7 days of purchase if you've completed under 20% of the questions. See pricing →
Certifications Tools Flashcards Career Paths Exam Guides Blog Pricing For Teams About

Language

✓ EnglishDeutschEspañolFrançaisPortuguês
Check readiness — free →

Generative models produce new content such as text: Which statement best captures a defining difference

AIGP Understanding How to Govern AI Deployment and Use Easy

The defining difference is that generative models create new content while classic models classify or predict.

The question

When evaluating model types for deployment, a team distinguishes classic AI from generative AI. Which statement best captures a defining difference between the two?

Preparing for AIGP? Take the free 5-min readiness quiz →

  1. Generative models can only run in cloud environments, whereas classic models are the only type that can be deployed on-premise or at the network edge.
    Plausible-sounding, but deployment location is independent of model type; both can run across cloud, on-premise, or edge.
  2. Generative models never require any training data, whereas classic models are the only type that must be trained on labeled examples.
    Plausible if one confuses paradigms, but generative models are also trained on large datasets, so this distinction is false.
  3. Generative models are always open source by definition, whereas classic models are always proprietary and licensed from a vendor.
    Plausible because open vs. proprietary is a real axis, but it is an orthogonal distinction and both model types exist in each form.
  4. Generative models produce new content such as text or images, whereas classic models typically classify inputs or predict specific target values.
    Correct because generating new content versus classifying/predicting is the standard distinction between generative and classic AI model types.
The trap
Collapsing independent model axes (licensing, deployment venue) into the classic-versus-generative distinction.

How to remember it

The defining difference is that generative models create new content while classic models classify or predict.

How many of these would you get right?

One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.

Test your AIGP readiness — free

More Understanding How to Govern AI Deployment and Use questions

Part of the Certsqill AIGP question bank · Understanding How to Govern AI Deployment and Use · Every answer, right and wrong, comes with its own explanation.