Library
References on AI search optimization and brand visibility.
Should You Hire an Agency for AI Visibility?
An automotive service review shows why appearing in AI answers is only the start, and what an agency should take on after you buy monitoring software.
Updated October 3, 2026 · 7 min read
2 Months Into GEO, Still Little Change?
If GEO work has produced little change after a period of investment, audit the existing website first. Check whether business descriptions are accurate, important content is readable, and pages answer real customer questions. Prioritize correcting and refreshing existing pages, then fill the missing content.
September 30, 2026 · 6 min read
AI Rankings Keep Changing. What Should You Do Next?
An AI answer can cite your page and still leave your brand out. Before spending more on content, check what the answer actually says and whether it addresses a customer need your business can serve. Monitoring should help you choose the next action.
September 30, 2026 · 6 min read
Who Should Own a GEO Program?
Marketing can lead a GEO program, but should not have to deliver the work alone. Name one owner to run it, involve the teams the problem actually requires, and give budget and priority decisions to a senior leader.
September 29, 2026 · 8 min read
Competitors Keep Appearing in AI Answers. What Should You Do?
When competitors keep appearing in relevant AI answers, compare the recommendation, your actual capabilities and the available evidence. Decide what to clarify, what support to strengthen, or whether to observe further.
Updated September 29, 2026 · 6 min read
AI Visibility Measurement: Your Score Went Up. What Actually Improved?
An overall AI visibility score is not enough to judge whether the work is helping. Check what it measures and what changed in relevant answers; measure visits and inquiries separately.
Updated September 29, 2026 · 10 min read
How Much Do GEO Services Cost in 2026?
In 2 public examples checked on July 29, 2026, managed GEO services started at $1,500 per month and extended to $10,000+ per month for different scopes. Compare responsibility before price.
Updated September 9, 2026 · 7 min read
What a GEO Provider Can and Cannot Promise
A GEO agency should recommend evidence-backed work, deliver the agreed scope, and measure whether it helped. Future AI recommendations remain a target, not a certain result.
Updated September 9, 2026 · 9 min read
GEO vs. SEO: Strong Rankings Don’t Show How AI Represents Your Company
Your SEO report can look healthy while your company is missing or misrepresented in AI answers. SEO shows how pages perform in search; GEO shows how the company is represented inside generated answers and which sources support that answer.
Updated September 9, 2026 · 8 min read
Use Voice of Customer to Choose Which AI Search Queries Matter
Use Voice of Customer as the starting point for AI search tracking, then use search data, product priorities, market language, and platform signals to test and expand the query set.
Updated September 9, 2026 · 7 min read
When Real Business Evidence Is Worth More Than Another AI Search Article
Do not launch a new data project just to feed a content calendar. First decide whether available business evidence can help a customer assess an important claim.
Updated September 6, 2026 · 8 min read
Do You Need More Content or Better Evidence?
More content solves an explanation problem. Stronger evidence solves a credibility problem. Decide which one the company needs before funding either.
Updated September 6, 2026 · 6 min read
Should You Update an Existing Page or Publish a New One for AI Search?
Strengthen the page customers already need unless the gap requires a genuinely different answer and evidence. One query variation is not a reason for another URL.
Updated September 6, 2026 · 6 min read
AI Crawler Access: A Technical Checklist for ChatGPT, Perplexity, Google AI, and Copilot
Technical access is necessary, but it is not a visibility strategy. Use this checklist to establish whether important pages are eligible to be discovered and read, fix a confirmed failure, and then move the investment to the content and evidence shaping the answer.
Updated September 6, 2026 · 12 min read
Choose a GEO Provider That Will Do the Work You Need
2 companies can both call themselves a GEO provider and still offer very different help.
Updated September 6, 2026 · 5 min read
Why Low-View YouTube Videos Belong in Your AI Source Strategy
In a 75-search Perplexity test, YouTube supplied 131 of 926 visible citation records (14.1%), and 2 videos with about 560 and 607 views accounted for 60 of those 131 (45.8%).
Updated September 6, 2026 · 7 min read
What Smaller Companies Can Learn From the Sources ChatGPT and Perplexity Cite
Across the tested ChatGPT, Perplexity, and Gemini answers, 7 of the 17 visible cited domains were small specialist sites, cited beside the major ones.
Updated September 6, 2026 · 7 min read
Your Company Appears in AI Search, but the Answer Is Wrong
An AI mention is not automatically good visibility. Fix a known source error immediately; validate an AI representation problem before treating it as a pattern.
Updated September 4, 2026 · 7 min read
Prompt Instructions Cannot Replace Missing Market Evidence
In a 75-search Perplexity test, source instructions changed some visible citations but did not compensate for missing or vendor-shaped market evidence.
Updated September 4, 2026 · 7 min read
AI Citation Counts Hide the Commercial Interests Behind the Sources
A manual review of 62 cited domains shows why companies need to examine publisher ownership and commercial relationships — not just count AI citations.
Updated September 4, 2026 · 10 min read
Why Your Website Is Not the Only Source Shaping AI Answers About Your Brand
Company pages supplied important product information, but reviews, retailers, publishers, communities, and competitors also appeared in the answers buyers could use to evaluate the brand.
Updated September 4, 2026 · 9 min read
ChatGPT vs Perplexity Citations: Same Query, Different Sources
The same provider-selection query produced largely different visible source sets in the tested ChatGPT and Perplexity experiences. See why AI visibility should be measured by platform, mode, query, and repeated run — not collapsed into one score.
Updated September 4, 2026 · 8 min read
How Many Times Should You Run the Same AI Search Query?
There is no defensible universal repeat count. 3, 5, 10, or 100 runs do not become reliable simply because the number sounds substantial. The sample should match the decision you need to make.
August 3, 2026 · 6 min read
Does Schema Markup Improve AI Visibility?
Fix schema for the search jobs it can documentably perform. Do not fund it as a shortcut to AI recommendations unless the proposal includes direct evidence for that separate outcome.
July 31, 2026 · 6 min read
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