Viewership.ai

Blog

GEO in practice.

Guides, case studies, and observations from running GEO programs for real brands.

RedditGEO

Does Reddit Karma Actually Matter for GEO?

Karma feels like a trust score, but it isn't a documented input into what AI tools cite. Here's what actually determines whether a Reddit thread gets cited.

PRGEO

How to Turn a Press Mention Into a GEO Asset

A press mention that sits on a publisher's site rarely gets cited by AI tools on its own. Here's how to extend coverage into content that actually does.

GEOTechnical SEO

Do LLMs Cite PDFs the Same Way They Cite Web Pages?

PDFs get parsed differently than HTML by most AI crawlers. Here's what changes when your whitepaper or report is a PDF instead of a web page, and how to fix it.

GEOContent Strategy

How Financial Services Brands Handle GEO Without Compliance Risk

Financial brands can't publish the way a typical SaaS company does. Here's how to run a GEO program that gets cited by AI tools without tripping compliance review.

GEOContent Strategy

How SaaS Comparison Pages Get Cited in ChatGPT's Alternatives Answers

When a buyer asks ChatGPT for alternatives to a SaaS tool, a specific kind of comparison page gets cited. Here's how to structure yours to be that source.

GEOMeasurement

How to Measure GEO ROI When There's No Click-Through Data

AI citations rarely produce a trackable click, which breaks standard attribution. Here's a practical framework for measuring GEO ROI without click data.

GEOPR

Does Domain Authority Still Matter for GEO?

Domain authority was built to predict search rankings, not AI citations. Here's what DA still tells you for a GEO program, and what it misses entirely.

RedditCommunity Engagement

How to Write a Reddit Comment That Doesn't Read Like an Ad

Reddit downvotes anything that smells like marketing. Here's how to write brand comments that get upvoted, build trust, and still represent you well.

GEOLLM Visibility

How Often Do LLMs Recrawl Content for Updated Citations?

Fixed a stat or renamed a product and wondering when AI tools will catch up? Here's how recrawling and retrieval actually work, and what speeds it up.

GEOContent Strategy

How to Write an FAQ Section That Actually Gets Pulled Into AI Answers

Most FAQ sections are filler. Here's how to pick real buyer questions and write answers AI tools can actually lift into their responses.

RedditGEO

How to Find the Right Subreddits for a B2B Brand

A practical process for identifying which subreddits actually matter for a B2B brand's GEO and community strategy, beyond just searching your product category.

GEOPR

Link Building for SEO vs GEO: What Actually Changes

Link building for AI citations isn't the same game as link building for Google rankings. Here's what changes, what stays the same, and where to focus first.

GEOLLM Visibility

How Page Length Affects LLM Citation Likelihood

Does a longer page get cited more by ChatGPT and Perplexity? Here's how page length interacts with LLM citation behavior, and what to optimize instead.

GEOPR

How to Get Cited in 'Best Of' Roundups Without Paying for Placement

AI tools lean heavily on 'best of' roundups when answering comparison prompts. Here's how to earn a spot in those lists organically, without paid placement.

GEOLLM Visibility

How G2 Reviews Influence AI Software Recommendations

AI tools lean on G2 and similar review platforms when recommending software. Here's what specifically gets pulled and how to influence it.

GEOLLM Visibility

Being Mentioned vs Being Cited by an AI Tool: Why the Difference Matters

AI tools can name your brand without citing you as a source. Here's the practical difference between a mention and a citation, and why only one moves the needle.

GEOTechnical SEO

How to Audit Your Site's Schema Markup for GEO

A step-by-step process for auditing structured data on your site for GEO, covering which schema types matter to AI tools and how to find gaps.

GEOLLM Visibility

How to Track Which Pages Are Getting Cited by AI Tools

A practical, low-tooling process for tracking which of your pages ChatGPT, Perplexity, and other AI tools actually cite, and how often.

GEOContent Strategy

How to Write a Definition Paragraph That AI Tools Quote Directly

How to write the opening definition paragraph AI tools quote word-for-word, with the sentence structure and placement that make it citable.

GEOLLM Visibility

Why LLMs Cite Some Pages and Ignore Others

What separates pages ChatGPT and Perplexity cite from pages they skip, based on retrieval mechanics, claim clarity, and source type.

GEOTechnical SEO

How to Check If GPTBot and ClaudeBot Can Actually Crawl Your Site

A practical walkthrough for checking whether GPTBot, ClaudeBot, and other AI crawlers can reach your site, plus what to fix in robots.txt if they can't.

GEOAgencies

Should Agencies Offer GEO as a Standalone Service or an Add-On?

Marketing agencies are deciding how to package GEO: as its own line item or bundled into existing SEO retainers. Here's how to weigh the tradeoffs.

SEOAI Tools

Google Search Console MCP Server: Setup Guide for Claude

A free, open source MCP server that connects Claude directly to your Google Search Console data. Here's how to set it up and what you can do with it once it's running.

RedditSEO

How to Build a Brand Subreddit for SEO

A step-by-step guide to creating and running a brand-owned subreddit, from setup and Reddit's rules for company moderators to structuring posts that rank and measuring the SEO payoff.

RedditAgencies

Best Reddit Marketing Agencies in 2026

A practical, transparent look at the agencies actually doing Reddit marketing well in 2026, including how we evaluated them and where Viewership fits.

RedditBrand Accounts

How to Use a Reddit Brand Account to Build Engagement

A practical guide to setting up and running a Reddit brand account, from Reddit Pro signup and verification to engagement rules, real examples, and measurement.

YouTubeGEO

How to Use YouTube for GEO (LLM Visibility)

Learn how to use YouTube for GEO and improve LLM visibility with transcript optimization, chapter strategy, video metadata, and creator partnerships.

GEOLLM Visibility

Does an llms.txt Actually Impact Your Site's Visibility in LLMs?

llms.txt is a simple Markdown file that tells AI models what your site is about and where to look. Here's how it works, who's using it, and what it actually does for your visibility in AI-generated answers.

GEOContent Strategy

How to Structure Website Blogs for LLM Citations

LLMs don't read your blog the way humans do. Here's how to structure your content so ChatGPT, Perplexity, and Google AI Overviews can actually extract and cite it.

SEOAI Tools

How to Use MCPs for SEO (with Claude)

MCPs let Claude connect directly to your SEO data, search APIs, and website. Here's how to set them up and use them to run real SEO workflows.

RedditGEO

How to Use Reddit for GEO (LLM Visibility)

Learn how to use Reddit for GEO and improve LLM visibility with authentic subreddit research, helpful participation, citation-worthy posts, and prompt tracking.

GEOContent Strategy

How brands can use internal data to earn more LLM citations

Internal data can give brands the proof, specificity, and original insight that LLMs are more likely to cite. Here is how to turn it into useful public content.

RedditGEO

Why Reddit is one of the most powerful GEO channels in 2026

Reddit threads show up constantly in LLM citations. Here's what that means for brands, and how to build a Reddit presence that actually helps.

GEOBasics

What is GEO? A plain-language guide to generative engine optimization

GEO is the practice of getting your brand cited by AI tools like ChatGPT, Perplexity, and Claude. Here's what it is, why it matters, and how it works.