Research Playbook
ThriveStack citedby
Research · AI Visibility Playbook
Research · For Brands & Agencies

How to Start Winning AI Visibility Within Days

The full playbook behind the citedby loop.
Analyze, Act and Attribute — every week.

How to get cited by ChatGPT, Perplexity, Gemini and Google AI Mode with answer engine optimization (AEO) and generative engine optimization (GEO) — backed by 2026 research.

ChatGPTChatGPTPerplexityPerplexityGeminiGeminiGoogle AI ModeGoogle AI Mode
01Executive Summary
06Stage 2: Act (POEM)
02Why AI Visibility Matters
07Stage 3: Attribute
03The citedby Framework
08The Weekly Loop
04One-Time Setup
09Measuring AI Visibility
05Stage 1: F.A.C.T. Audit
10Research & Sources

Instant AI Visibility Audit

Enter your brand domain below to test your AEO & GEO citation readiness across ChatGPT, Perplexity, Gemini and Claude in real time.

ThriveStackcitedby
FOR BRANDS & AGENCIES
ANALYZE · FIX · ACT — THE POEM LOOP

How to start winning AI visibility within days

ChatGPTChatGPTPerplexityPerplexityGeminiGeminiClaudeClaude
~75% of AI answers end with zero click — Get citedby within the answer
51%of B2B buyers start research in an AI chatbot
4–23×higher conversion from AI-referred visitors
~75%of AI answers end with zero click — Get citedby within the answer
1
SEO / AEO MGR
SETUP

Start by providing your brand's website domain

5-10 min · once per brand
01 Domain Discovery
acmelabs.com

Extracts brand kit: category, ICP personas, value proposition & key competitors.

02 Prompt Matrix
10+ Starter Prompts

Generates buyer intent queries like "best [category] for [ICP]" & "[brand] vs [competitor]".

03 Probe Config
9 Engines · Regions

Configurable AI search engines, country locations, and daily/weekly probe frequencies.

04 Auto Auditing
Autonomous Engine

Continuously audits and analyzes your domain automatically without manual maintenance.

Continuous Autonomous Execution: You provide the domain once — the platform continuously audits and analyzes your site and AI search engines by itself, surfacing new prompts, competitor shifts, and visibility gaps every week.
2
WEB DEV TEAM
ANALYZE

Four audits — the F.A.C.T. diagnosis

automatic
F Findable
robots.txt · llms.txt · sitemap
GPTBot blocked in robots.txt
A Agent Accessible
ghosting · schema · entities
ghosting on 34 pages
C Citable
answer-first · stats · freshness
! answers below the fold
T Trustable
UGC · reviews · earned media · third-party consensus
reviews · ✕ weak UGC presence
+ PROMPT PROBES

Your prompts run across 🤖 ChatGPT, 🔮 Perplexity, ✦ Gemini & 6 other engines — AI visibility score, competition, ads shown by competitors, and every source the engines cite.

3
CONTENT · PR · ADS
ACT · POEM

Content Recommendation Agents, Review → Ship

ranked by revenue potential
OWNED12 refresh · 4 new

Landing pages, blogs, pricing — new & refresh briefs targeting losing prompts

→ Content · UI/MCP · citedby agents or Claude/ChatGPT
EARNED7 targets

G2, Reddit, reviews & the listicles engines already cite

→ PR / Comms · UI/MCP
PAID - planned9 prompts

Prompts worth owning on ChatGPT, soon Gemini

→ Ads · UI/MCP
4
CMO · INFORMED
ATTRIBUTE

Publish → Attribute Traffic, Revenue

weekly CMO report
Publish
Citations picked up
AI-referred traffic
Revenue attributed
CITATIONS

pickup tracked per prompt, engine & country

TRAFFIC

AI-referred sessions arrive pre-sold, convert 4–23×

REVENUE

citation → signup → closed-won, in the weekly CMO report

REPEAT

The loop runs every week

~30 min per brand
Add / modify prompts
Scan the report
Triage top gaps
Route to teams
Publish
signals feed the agents
Setup runs once. The loop runs every week.
Run a free audit
EXECUTIVE SUMMARYPAGE 01

Search is splitting in two

Alongside the ten blue links, buyers now get a single synthesized answer from ChatGPT, Perplexity, Gemini and Google AI Mode — and that answer cites a handful of sources. AI visibility is the discipline of becoming one of those cited sources.

This document is the working playbook behind the citedby loop: a weekly cycle that analyzes your site for AI citation readiness, acts to close the gaps with answer engine optimization (AEO) and generative engine optimization (GEO), and attributes the citations it wins to signups and revenue. Setup takes 5–10 minutes once; the loop runs in about 30 minutes a week per brand.
02 · MARKET SHIFTPAGE 02

Why AI visibility matters now

The click is disappearing. In 2026, fewer than a third of Google searches still send a click to a website, as answers get resolved on the results page itself [2]. AI answer engines push this further: when the answer is complete, most sessions end without a visit — so the only way to influence the buyer is to be cited inside the answer.

~75%

of AI answers end with zero click — the win is being cited within the answer itself.

~50%

of B2B software buyers now start their research with an AI chatbot [1].

4–23×

higher conversion from AI-referred visitors — they arrive pre-sold.

And the engines don't cite everyone. Across ChatGPT, Google AI Mode, Gemini, Perplexity and AI Overviews, a small set of trusted sources wins the citations — Reddit is the single most-cited domain, followed by LinkedIn, YouTube, Wikipedia and Forbes [4]. Winning AI visibility is less about ranking #1 and more about earning a place in that trusted set for the prompts your buyers ask.

03 · THE FRAMEWORKPAGE 03

The citedby framework: Analyze → Act → Attribute

After a one-time setup, citedby runs a continuous weekly loop. Each stage has a clear owner and output, centering around AI engines to transform search citations directly into revenue attribution.

AIENGINESAnalyzeActPromptsCompetitionCitationsFix GapsEarned MediaPaid MediaOwned MediaRevenue Attribution
Most tools stop at analysis — Prompts, Competition, Citations
Only citedbyFix Gaps, Owned, Earned & Paid Media, Revenue Attribution
1

Analyze

Score AI visibility and run the F.A.C.T. diagnosis across ChatGPT, Perplexity, Gemini and six other engines.

2

Act

Ship answer-ready content and schema via the POEM model — owned, earned and paid, ranked by revenue.

3

Attribute

Connect citations to AI-referred traffic, signups and closed-won revenue.

04 · SETUPPAGE 04

Setup (runs once): one domain, then it continuously audits and analyzes by itself

Owner: SEO / AEO manager · Time: 5–10 minutes, once per brand

You start simply by providing your brand's website domain (e.g. acmelabs.com). The platform takes it from there — continuously auditing and analyzing your site and AI search engines by itself without requiring ongoing manual data entry or complex engineering integration.

1Automated Domain & Brand Extraction

Extracts your brand kit automatically from your website domain: your product category, ICP buyer personas, core value proposition, and key competitors.

2Buyer-Intent Prompt Matrix

Generates a starter set of 10+ high-value buyer intent prompts across your funnel (e.g., "best [category] for [ICP]" and "[brand] vs [competitor]").

3Configurable AI Engine Probes

Select targeted AI search engines (ChatGPT, Perplexity, Gemini, Claude, Copilot, Grok, etc.), geographic target markets, and probe frequencies (daily/weekly).

4Autonomous Audits & Analysis

The engine continuously audits robots.txt, llms.txt, schema markup, entity ghosting, and citation share across AI engines completely by itself.

05 · STAGE 1: ANALYZEPAGE 05

Stage 1 — Analyze: the F.A.C.T. diagnosis

Owner: web / dev team · Automatic

Four audits explain why AI engines don't cite you yet. Each maps to a real, documented failure mode:

F · Findable

Can AI crawlers reach the page?

robots.txt, llms.txt and sitemap. If GPTBot, PerplexityBot or ClaudeBot are blocked in robots.txt, you're invisible before the race starts. llms.txt adoption is still fragmented [9], but crawler access and a clean sitemap are non-negotiable.

A · Agent Accessible

Can the agent read the content?

Client-side ghosting, schema and entities. Content rendered only in JavaScript is often invisible to AI crawlers that don't execute JS — a page can look perfect in a browser and be blank to the engine. Server-render the content and add schema so agents can parse it.

C · Citable

Is the answer easy to lift?

Answer-first structure, statistics and freshness. A 2026 study of 3M ChatGPT responses found 44.2% of citations come from the first 30% of a page [3]. Adding statistics, quotations and cited sources lifts AI visibility up to ~40% (Princeton GEO study [7]).

T · Trustable

Do third parties vouch for you?

UGC, reviews, earned media and third-party consensus. Engines lean on sources they already trust — Reddit [5], G2 [1], review sites and listicles. Weak presence there caps your citations no matter how good your own pages are.

+ Prompt probes. Your prompts run across ChatGPT, Perplexity, Gemini and six other engines to return an AI visibility score, competitor share of voice, ads shown by competitors, and every source the engines cite — so you can see exactly who is winning each buyer prompt and why.
06 · STAGE 2: ACTPAGE 06

Stage 2 — Act (POEM): fix the gaps, ranked by revenue

Owner: content · PR · ads

Content recommendation agents turn the analysis into a ranked worklist — ordered by revenue potential, reviewed by a human, then shipped.

citedby plans across the POEM model — Paid, Owned, Earned, Media — and weights it toward where AI citations actually come from. As control rises, reach and AI-citation weight fall: your owned site is fully in your control but wins the fewest citations, while earned third-party sources carry the most weight, because that's where AI consensus forms.

REACH ↑CONTROL →EARNEDhigh reach, low controlwhere AI consensus livesPAIDbought reachthe accelerantOWNEDhigh controlyour site & content

The POEM model on a reach-vs-control map. As control rises, reach and AI-citation weight fall — roughly 85% of AI citations come from third-party (earned) sources, so owned content alone cannot win AI visibility.

ChannelWhat it targetsRoute
Owned (12 refresh · 4 new)Landing pages, blogs and pricing — new and refresh briefs targeting the prompts you're losing.Content · citedby agents or Claude/ChatGPT
Earned (7 targets)G2, Reddit, reviews and the listicles engines already cite.PR / Comms
Paid (9 prompts · planned)The ChatGPT prompts — soon Gemini — worth owning with ads.Ads

This is where AEO and GEO become concrete: answer-first rewrites, schema, statistics and quotations on owned pages; earned mentions on the third-party sources engines trust; and paid coverage of the highest-value prompts.

07 · STAGE 3: ATTRIBUTEPAGE 07

Stage 3 — Attribute: citation → traffic → revenue

Owner: CMO, informed · Weekly report

The pillar that closes the loop. Publishing is only the start; citedby follows the chain all the way to revenue.

SignalWhat's tracked
CitationsPickup tracked per prompt, engine and country.
TrafficAI-referred sessions — which arrive pre-sold and convert 4–23× higher.
RevenueCitation → signup → closed-won, in the weekly CMO report.
08 · CADENCEPAGE 08

The weekly loop

Setup runs once. The loop runs every week, in about 30 minutes per brand:

add or modify prompts → scan the report → triage the top gaps → route to teams → publish

Every published fix feeds the agents, so next week's recommendations get sharper. AI visibility compounds the same way SEO once did — but faster, because the feedback cycle is weekly, not quarterly.

09 · MEASUREMENTPAGE 09

How to measure AI visibility (and why SEO metrics don't fit)

You can't manage AEO with SEO tools, because the "ranking" is now a citation inside a synthesized answer that changes per query and per engine. Track these instead:

MetricWhat it tells you
AI visibility scoreHow often engines cite or mention you across your tracked prompts.
Share of voiceYour citation share versus named competitors, per engine.
Cited sourcesWhich domains each engine pulls from for your prompts (your gap map).
Citation pickupNew citations won, per prompt, engine and country, over time.
AI-referred traffic & revenueSessions and closed-won revenue attributed to AI citations.
10 · FREQUENTLY ASKED QUESTIONSPAGE 10

Frequently asked questions

11 · APPENDIXPAGE 11

Research & sources

[1]G2 — The Answer Economy

Roughly half of B2B software buyers now start research with AI chatbots (2026).

https://company.g2.com/news/g2-research-the-answer-economy
[2]SparkToro

In 2026, fewer than one third of Google searches still send a click.

https://sparktoro.com/blog/in-2026-less-than-one-third-of-google-searches-still-send-a-click/
[3]Kevin Indig / Search Engine Land

44.2% of ChatGPT citations come from the first third of content (Feb 2026; 3M responses).

https://searchengineland.com/chatgpt-citations-content-study-469483
[4]Contently

Top sources LLMs cite most in 2026 (Reddit #1 across engines; Apr 2026).

https://contently.com/2026/04/29/top-sources-llms-cite/
[5]Red-Engage

Reddit citations in AI answers: a quantified 2026 study.

https://red-engage.com/blog/reddit-citations-in-ai-answers-2026-study
[6]Seer Interactive

87% of SearchGPT citations match Bing's top results.

https://www.seerinteractive.com/insights/87-percent-of-searchgpt-citations-match-bings-top-results
[7]Aggarwal et al.

GEO: Generative Engine Optimization (Princeton; arXiv:2311.09735).

https://arxiv.org/abs/2311.09735
[8]ConvertMate

GEO Benchmark Study 2026 (content length & freshness effects).

https://www.convertmate.io/research/geo-benchmark-2026
[9]Answer.AI

The llms.txt proposal (Jeremy Howard, 2024).

https://www.answer.ai/posts/2024-09-03-llmstxt.html
The ~75% zero-click, 4–23× conversion and ~85% third-party-citation figures are citedby's stated benchmarks for AI answers. The external studies above corroborate the broader trends — the zero-click shift, AI adoption in B2B research, and third-party sources (Reddit, G2, review sites) supplying the majority of AI citations rather than brand-owned pages.

See where AI is citing your competitors instead of you

Run the F.A.C.T. audit on your domain and get your AI visibility score across ChatGPT, Perplexity and Gemini.

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