---
title: "AI search and visibility"
description: "How ChatGPT, Perplexity, Gemini and Google AI Overviews choose what to cite, measured on real sites, and what a company can do about it."
url: "https://theinternetninja.com/guides/ai-search-visibility/"
updated: "2026-10-16"
---

# AI search and visibility

How ChatGPT, Perplexity, Gemini and Google AI Overviews choose what to cite, measured on real sites, and what a company can do about it.

## Guides, in reading order

1. [AI search optimization: what it is, what is measured, and where to start](https://theinternetninja.com/guides/ai-search-optimization.md): AI search optimization, argued from TIN's own measurement: what seven AI engines cite, which tactics the evidence supports, and where a business should start.
2. [How to get cited by ChatGPT: what it takes to rank in it](https://theinternetninja.com/guides/how-to-get-cited-by-chatgpt.md): How to rank in ChatGPT, argued from TIN's own measurement: what it cites, why most companies never appear in it, and what the schema and llms.txt studies found.
3. [How to rank in AI Overviews and show up in Google's answers](https://theinternetninja.com/guides/how-to-show-up-in-google-ai-overviews.md): How to rank in AI Overviews, from TIN's own measurement: how often Google's top 10 gets cited, what else AI Overviews cite, and the tactics Google says to skip.
4. [How to rank in Perplexity: what it cites, and how to become one of its sources](https://theinternetninja.com/guides/how-to-rank-in-perplexity.md): How to rank in Perplexity and get cited by Perplexity, argued from TIN's count of 1,099 of its citations: what it cites, how it finds a page, and what to skip.
5. [GEO vs SEO: what changes, what does not, and what TIN measured](https://theinternetninja.com/guides/geo-vs-seo.md): GEO vs SEO, argued from TIN's own measurement: how much of a Google ranking carries into AI answers, what still pays, and which GEO tactics measured as nothing.
6. [How to track brand mentions in AI search and ChatGPT](https://theinternetninja.com/guides/how-to-track-brand-in-ai-search.md): How to track brand mentions in AI search: which prompts, how many runs per engine, what to count and how long to watch, from TIN's studies and primary research.

## What TIN’s record shows

On TIN, growth covers what AI does to marketing, sales and revenue, and how a company gets cited by AI answer engines. The record splits in two. On revenue, most figures come from the deploying company: Lowe's and Waste Connections reported theirs on earnings calls, and Perk's sits in a vendor's customer story. On AI search, TIN reads the primary studies, and they point away from the usual pitch: topic match, position and a current date decide a citation, while schema and formatting measured as no effect.

## Analysis

- [Generative engine optimization: what the controlled evidence actually shows in 2026](https://theinternetninja.com/blog/generative-engine-optimization-what-the-controlled-evidence-shows-2026/), 2026-09-21
- [ChatGPT ranks passages, not pages: what its retrieval stream shows, and the numbers nobody can source](https://theinternetninja.com/blog/ai-search-optimization-what-the-retrieval-record-shows-2026/), 2026-09-10
- [ChatGPT stopped citing Reddit and kept buying it: what the drop says about AI citations](https://theinternetninja.com/blog/chatgpt-stopped-citing-reddit-substitute-platforms-2026/), 2026-08-20

## Research

- [AI visibility tool pricing across 36 tools: one check costs a median $0.0205, a 71.1x spread](https://theinternetninja.com/recon/ai-visibility-tool-pricing-2026/), 2026-10-16
- [AI citation sources: which sites do AI engines cite? 2,857 citations from 7 engines in 10 countries](https://theinternetninja.com/recon/ai-citation-sources-2026/), 2026-10-02
- [AI Overview citations: how often is a Google top-10 site also cited? 30.7% in the US](https://theinternetninja.com/recon/google-top10-vs-ai-overviews-2026/), 2026-10-02
- [Which of 238 AI and automation agencies do AI engines cite? 24 of them take 78% of the citations](https://theinternetninja.com/recon/agency-ai-citations-2026/), 2026-09-27

## Case files

- [ChatGPT cut Stack Overflow's question volume by about 25% in six months: the peer-reviewed measure of an AI-disrupted knowledge platform, and the 28% layoff that followed](https://theinternetninja.com/stories/stack-overflow-chatgpt-25pct-activity-decline-pnas-nexus-28pct-layoffs-2023/), 2026-09-03
- [The Justice Department made Meta rebuild its ad algorithm: a $115,054 maximum penalty, the first FHA algorithmic-bias case, and a Variance Reduction System under court oversight to 2026](https://theinternetninja.com/stories/meta-doj-fair-housing-act-ad-algorithm-vrs-115054-max-penalty-2022/), 2026-09-01
- [The FTC fines Cox Media Group and two partners $930,000 over an 'Active Listening' AI ad service that never listened](https://theinternetninja.com/stories/ftc-cox-media-group-active-listening-ai-eavesdropping-930000-deceptive-marketing-settlement-2026/), 2026-08-25
- [Google scaled back AI Overviews after it told users to put glue on pizza and eat rocks](https://theinternetninja.com/stories/google-ai-overviews-glue-pizza-eat-rocks-scaled-back-2024/), 2026-08-07
- [Mango's first fully AI-generated campaign: Sunset Dream, 95 markets, and no public performance number](https://theinternetninja.com/stories/mango-ai-generated-fashion-campaign/), 2026-07-07

## Radar flashes

- [Albert Heijn's in-app AI chef Steijn reaches 1.1 million active users who spend 56% more](https://theinternetninja.com/radar/#albert-heijn-steijn-ai-chef-56-percent-spend-lift), 2026-09-25
- [Costco says AI-search traffic grew triple digits and 10 percent of online orders now carry a personalized item](https://theinternetninja.com/radar/#costco-ai-search-personalized-orders), 2026-09-25
- [DoorDash says its AI shopping assistant now drives 50 percent bigger grocery baskets, up from 35 percent at launch](https://theinternetninja.com/radar/#doordash-ai-assistant-50-percent-bigger-baskets), 2026-09-25
- [Perk says its AI sales agent tripled call volume and built 60% of its pipeline](https://theinternetninja.com/radar/#perk-agentforce-hunter-60-percent-pipeline), 2026-09-22
- [Walmart says shoppers using its Sparky AI assistant spend 40% more per order](https://theinternetninja.com/radar/#walmart-sparky-40-percent-more-per-order), 2026-09-05
- [Morrisons AI smart trolley shoppers spend 32% more, study finds](https://theinternetninja.com/radar/#morrisons-instacart-caper-cart-basket-study), 2026-09-02
- [Albertsons says conversational search lifts average order value 10%, comprehensive AI assistants 26%](https://theinternetninja.com/radar/#albertsons-conversational-search-order-value), 2026-08-20
- [Amazon says Alexa for Shopping users spend 40% more per order, active users nearly double](https://theinternetninja.com/radar/#amazon-alexa-shopping-40-percent-more-per-order), 2026-08-20
- [Lowe's says Mylow AI shopping agent users convert at three times the rate, online sales up 15.7%](https://theinternetninja.com/radar/#lowes-mylow-ai-shopping-agent-15-7-percent-online-sales), 2026-08-20
- [Rakuten says AI-powered search and banner ads drove 15.6% advertising revenue growth](https://theinternetninja.com/radar/#rakuten-ai-powered-advertising-15-6-percent-growth), 2026-08-20
- [Target says traffic from AI platforms is growing 3.5 times faster than industry average](https://theinternetninja.com/radar/#target-ai-traffic-wish-lists-back-to-school), 2026-08-20
- [Walmart says shoppers using its Sparky AI assistant spend 40% more per order](https://theinternetninja.com/radar/#walmart-sparky-ai-assistant-40-percent-more-per-order), 2026-08-20
- [Delivery Hero's agentic AI assistant lifts orders 15% for Glovo restaurant partners](https://theinternetninja.com/radar/#delivery-hero-glovo-ai-merchant-assistant-15-percent), 2026-08-17
- [Boston Proper says its new AI customer agent generated 3x ROI within two weeks and resolves over half its support tickets](https://theinternetninja.com/radar/#boston-proper-customer-agent-3x-roi), 2026-08-13
- [Coca-Cola FEMSA's AI-written retailer campaigns got an 11% click-through rate, 4x its prior approach](https://theinternetninja.com/radar/#coca-cola-femsa-ai-personalized-campaigns), 2026-08-13
- [Wyndham says AI concierge bookings run 15% higher room rates than phone reservations across 5,000-plus hotels](https://theinternetninja.com/radar/#wyndham-connect-ai-guest-engagement-scale), 2026-08-11
- [Booking Holdings deploys voice AI across most inbound calls, but LLM-referred traffic stays under 1% of room nights](https://theinternetninja.com/radar/#booking-holdings-ai-chatbot-share-below-1-percent), 2026-08-06
- [Etsy says traffic from AI shopping agents stays under 1 percent of total, but converts higher](https://theinternetninja.com/radar/#etsy-ai-agent-traffic-under-1-percent), 2026-08-06
- [Nedbank says its AI and automation strategy unlocked more than R375 million in annualised value, and AI-linked next-best-offer sales rose from 5 percent to 13 percent of PPB sales](https://theinternetninja.com/radar/#nedbank-niha-ai-value-375-million-rand), 2026-08-04
- [Wyndham says autonomous AI reservations carry 15 percent higher room rates than phone bookings](https://theinternetninja.com/radar/#wyndham-ai-concierge-adr-lift), 2026-07-29
- [Michaels says its Gemini-powered Ask Mike assistant converts shoppers at more than double the rate of search](https://theinternetninja.com/radar/#michaels-ask-mike-ai-shopping-assistant-conversion-2026), 2026-07-27
- [Waste Connections says its AI-linked commercial pricing tool has generated 20 million dollars in run-rate EBITDA gains](https://theinternetninja.com/radar/#waste-connections-ai-pricing-tool-20m-ebitda), 2026-07-23
- [Neptune Insurance says 3,700 agents exchanged 33,000 messages with its new AI tool in one quarter](https://theinternetninja.com/radar/#neptune-insurance-atlas-plus-agent-messages), 2026-07-22

## Questions

**How do you get cited by ChatGPT?**

Be the primary record for something. When ChatGPT shifted its background searches toward naming specific sites, TIN's read is that it began rewarding the domain a model already associates with a question, not a mention on a popular platform. That favours first-party documentation, filings and original data you published. The same shift cut Reddit's share of ChatGPT citations sharply while OpenAI kept buying Reddit's data, so a single-platform citation strategy is one unannounced change away from a rewrite.

**What decides whether an AI engine cites a page?**

In the largest controlled experiment TIN read, the cited page matched the topic asked, sat early in the model's context, carried a current date rather than a stale one and, on product queries, stated a price. Those held across every model tested. Organised sections against dense prose showed no consistent effect. Published observations of ChatGPT also show it scoring passages rather than whole pages, so each block of a page has to stand on its own when lifted.

**Does schema markup help AI search optimization?**

Not in the one controlled test on record. Ahrefs tracked pages that added JSON-LD against matched control pages, and the change in ChatGPT and Google AI Mode citations was indistinguishable from zero; AI Overviews dipped during a platform-wide drop that hit the controls too. Those pages were already cited, so the test shows schema does not push a cited page higher. In a separate Ahrefs study, nearly all llms.txt files were never requested.

**Do AI sales and shopping agents grow revenue?**

The companies say so, and they are the ones counting. Perk says an outbound sales agent raised its reps' call volume and builds the majority of its North American pipeline, though Salesforce's own sources disagree on whether that agent is live or in pilot. Lowe's says Mylow users convert at a far higher rate than non-users. Waste Connections credits an AI pricing tool with run-rate EBITDA gains. None is independently measured, and Booking Holdings reports AI-referred traffic is still a sliver of room nights.