# Case study and design choices — AI Visibility & LLM Brand Discovery

Source: https://www.geekswithgeeks.com/en/ai-visibility/ai-visibility-22

> Apply core concepts 5 in AI Visibility & LLM Brand Discovery.

## Understand Case study and design choices

In **AI Visibility & LLM Brand Discovery**, connect the goal, constraints, risks, and measurable outcome before selecting a workflow.

## Practise deliberately

Use a small, safe example and verify one result before expanding it.

## A useful comparison

Treat this as a route plan: every step should lead to a checked destination.

Check your reasoning.

**Quiz:** What should come before selecting a workflow?

- [x] A clear goal, constraints, and evidence.
- [ ] An unverified copy.
- [ ] No safety review.

*Answer:* A clear goal, constraints, and evidence.. Evidence and constraints make decisions reviewable and safer.