The Sources Behind AI Answers

In this lesson

In Module 1 you saw that an assistant that searches picks a few pages and writes its answer from them. This module is about those pages.

Space in an answer is limited. From many candidate pages, the assistant reads a handful and shows even fewer. Which pages get picked largely decides what the answer says about your brand. That's what we mean by "the source economy": visibility isn't built only on your own website. Every page that talks about you plays a part.

This lesson introduces the source types. Lesson 2 shows how to classify the sources behind an answer. Lesson 3 covers honest ways to show up in them.

Six source types

For questions asked in English, the pages behind AI answers often fall into the types below. The list isn't complete. The mix shifts with the engine, the question and the date.

1. The brand's own website

Pricing, features, integrations, security pages, documentation. This is where an assistant finds "what does the company itself say?"

Your influence: full. You write it.

2. Software review platforms (G2 and similar)

Product profiles, star ratings, written reviews and category rankings. They show up often in questions about reliability, ease of use and alternatives.

Your influence: partial. You manage your profile. Customers write the reviews.

3. Reddit and other communities

First-hand experience: "Anyone using this?", "What did you switch to?" Common in recommendation and "X vs Y" questions.

Your influence: indirect. You can take part if you openly say who you are. You don't run the conversation.

4. Wikipedia

General facts: what a category is, and for well-known companies, an article about the company itself. Often used for definitions and background.

Your influence: very limited. Wikipedia has notability rules and a conflict-of-interest guideline that discourages people from editing articles about their own company. Lesson 3 covers what you can do.

5. News and trade press

Funding rounds, launches, acquisitions, outages, industry coverage. Independent confirmation that a company exists and what it's known for.

Your influence: indirect. You can share real news. The publisher decides what to write.

6. Comparison and "best of" lists

Articles such as "The 10 best help desk tools for small teams". They can be a direct source for "best" and "alternatives to" questions.

Your influence: indirect. You can give the author accurate information. The author decides who's on the list.

Each type adds something different

The source type shapes three things in the answer:

• Tone. An answer built on critical reviews can lead with problems. One built on your own site repeats your claims.
• Freshness. A comparison list written two years ago may still describe a plan you've since retired.
• Accuracy. A stale review-site profile can carry a price or feature list that's no longer true.

The two answers below are representative. "Acme Helpdesk" is a fictional product, the question was written for this lesson, and neither answer comes from a real measurement.

Question: What's a reliable help desk tool for a small online store?

Answer 1: Acme Helpdesk offers shared inboxes for email and chat and publishes a 99.9% uptime commitment on its pricing page. Sources: acmehelpdesk.example/pricing, a trade publication

Answer 2: Acme Helpdesk is a known option, but several reviewers mention slow replies from its support team. Sources: a G2 reviews page, a Reddit thread

The product and the question are the same, but the two answers paint different pictures. The difference comes from the sources. One answer can't tell you which picture appears more often. That takes repeated measurement, as you saw in Module 2.

Question type and source type

No engine publishes a rule for which question pulls which source. Still, these pairings are a reasonable starting expectation:

• Pricing and feature questions: your own site and review platforms.
• "Is it reliable?" and "problems with" questions: review platforms and Reddit.
• "Best" and "alternatives to" questions: comparison lists, Reddit and review platforms.
• "What is…" and company background: Wikipedia and your own site.

Treat these as assumptions to test in your own measurement, not as rules. Lesson 2 shows how.

What we can't see

The sources an engine shows aren't all the pages it considered. Providers don't share the pages they read but didn't show. Some engines show no sources at all, and some answers come back without any. All we can work with is the visible evidence. See citation evidence and what we don't claim to measure.

Summary

• Space in an answer is limited. The sources that get picked shape what's said about your brand.
• Six common types: your own site, review platforms, Reddit and communities, Wikipedia, news and trade press, comparison lists.
• Your own site is the only source you fully control. You influence the rest indirectly.
• The source type shapes an answer's tone, freshness and accuracy.
• Pairings between question type and source type are assumptions to test, not rules.
• We can't see the sources an engine doesn't show.