Product

Topic Engine Content Engine Code-to-Docs AEO Rank Research-Driven Content Autopilot Visibility Tracking Website & Migration Content Factory Pricing

Resources

Browse all resources → Case Studies Blog FAQ Use Cases Knowledge Base Research Docs
Michael Kansky
Author

Michael Kansky

Co-Founder and CEO, AEO Content

Michael Kansky is the co-founder and CEO of AEO Content, where he leads the research behind AEO Rank, the score we use to measure how ready a site is to be cited by AI engines. He has launched seven companies and sold three over 25 years as a founder and operator. He founded LiveHelpNow in 2003 and took it onto the Inc. 5000 four years in a row, peaking at #84 with no outside funding, and founded HelpSquad in 2015. He holds 6 U.S. patents in real-time communication and session monitoring.

Michael on LinkedIn

103 articles by Michael

Three laptops side by side showing different AI assistant answers next to a printed audit sheet with tally marks

Audit clients for ChatGPT, Copilot, and Google AI Mode

A real myth or fact quiz on an Understood Care article about Medicare coverage for wheelchair ramps, after a reader revealed the answers: two answers right in green, one wrong in red, and results from 52 readers.

Does Google penalize AI content? Not if readers engage with it

Photorealistic editorial photo of a wooden office desk in late afternoon window light, several printed sheets of search phrasings fanned out in an arc beside an open notebook and a manila folder, one hand holding a

Query fan-out: why one page must answer many phrasings

A software buyer pauses on a city sidewalk at dusk, reading a laptop screen under a streetlamp while blurred storefront signs glow behind them

What ChatGPT tells B2B buyers about your pricing

Photorealistic editorial photo of a small shop doorway at dusk: a busy crowd streams past the lit window in soft motion blur while one customer, a shopping bag in hand, steps purposefully through the open door toward

AI-referred visitors convert differently than Google clicks

Editorial photograph of a quiet wooden desk by a tall window at dusk, a small stack of smooth river stones and a ceramic mug of tea resting beside a row of many different colored pushpins arranged in a loose scattered

Reddit mention diversity predicts ChatGPT citations, not backlinks

Laptop on an office desk with an email inbox and an AI assistant side panel open, next to a notepad listing website domains

Microsoft Copilot cites different sources than ChatGPT does

Editor measuring the opening answer paragraph of a printed article draft with a ruler and red pen

AEO content: the 3 numbers that predict AI citations

Open card-catalog drawer of blank index cards next to a laptop and a closed encyclopedia on an office desk

Do you need a Wikipedia page to be cited by AI engines?

A marketing analyst

Why AI engines cite your content but never name your brand

Photorealistic editorial photo of a small business owner

13 articles, 10 booked calls: judging an AI search content agency

Photorealistic editorial scene: a marketing buyer at a cluttered office desk in late-afternoon window light, leaning back with arms crossed and studying two stacked sheets of glossy sample swatches and a small product

We audited 18 SEO and content tool vendors: average AEO Rank 49

A marketer

After Reddit's August 14 drop, where ChatGPT finds your brand now

New-patient intake form on a clipboard at a dental practice front desk, with an empty waiting room behind it

One AEO pipeline, one dental practice: 5 to 50 AI-referred patients

Laptop with a chat app open beside a monitor showing raw API output, with a printed prompt tracking sheet between them

Ask an AEO specialist how it checks ChatGPT: API vs logged-in answers

Late-afternoon editorial photo of a marketing lead

Before hiring a ChatGPT ranking firm, find your category ceiling

Late-night home office, a lone desk lamp casting warm amber light across a cluttered wooden desk where a tired marketer rests a chin on one hand, a red pen and a cold coffee mug beside a half-eaten sandwich

Free AEO audits after Google's AI contribution panel: a 2027 forecast

Two printed audit checklists side by side on a desk, matching upper rows linked in red pencil and the lower rows of one sheet left unmarked.

Same work, new acronym? Mapping 17 AEO checks against an SEO audit

Close-up of a worn wooden desk in soft late-afternoon window light, a brass-nibbed pen resting beside a small stack of weathered leather-bound volumes with frayed spines, a steaming ceramic mug and a pair of round

A 5-metric style fingerprint for AI drafts that sound like your author

Business owner at a kitchen table typing an unbranded question into an AI assistant on a laptop, with a notepad of prompts and a bowl of peaches nearby

Guaranteed AI citations usually mean branded prompts: how to check

Two printed website audit reports compared side by side on a desk beside a laptop

Run a free AEO audit twice: which half of the result should move

Brass gauge on a factory assembly line with its needle resting low, lit by gray window light

33 to 90, 68 to 82: three AEO case studies and their starting Rank

Printed competitor list on a desk beside a laptop showing an AI answer that cites other sources

The domains AI engines cite instead of you are rarely your rivals

Evidence cards clipped to pages of an article draft beside a three-item review checklist on an editor

How we write AEO articles with AI: 3 gates before anything publishes

A circular loop of vendor names feeding back into themselves against a dark background, with a magnifying glass revealing an empty citation space beneath - representing the gap between list appearance and actual ChatGPT citation.

Do top ChatGPT SEO firms actually get cited by ChatGPT?

Analyst reviewing multi-engine AI brand audit dashboards showing flagged omission, misattribution, and stale-fact errors across three screens

Three failure modes to audit in any AI answer engine

A split composition showing two contrasting scenes: on the left, a single glowing page or document with a high score (94/100) displayed prominently in green, appearing confident and polished; on the right, a wider

Why a free single-page AEO scan overstates AI readiness

Chart showing AI Overview share-of-voice variance decreasing as sample size increases from 50 to 200 query-locale pairs

How many queries to track for a trustworthy AI Overview number

A clean technology environment comparing a linear content pipeline (research to write to publish to analytics, arrows pointing only right) against a closed-loop content pipeline with an orange feedback arrow routing

An AI content pipeline is not complete without a citation loop

Abstract digital visualization showing structured data pathways flowing toward an AI answer engine interface, glowing nodes connected by light-blue data streams on a dark navy background, representing machine-readable

Why llms.txt will decide best AEO company answers by 2027

Entity knowledge graph showing cited vs non-cited brand connections to third-party sources

Why agency AEO content stalls without off-site entity work

Marketing professional reviewing AEO citation dashboard with weekly cadence calendar

The weekly cadence that turns AEO tool alerts into citations

Business analyst circling a small number of priority pages on a large website audit spreadsheet, representing AEO audit scoping to money pages rather than the full site.

Full-site AEO audit or just your money pages: how to scope it

AI Overview entity citation persistence tracker showing connection to booked pipeline revenue

What an AI Overview tracker must record to reach revenue

One evidence ledger feeding articles, knowledge base, and social through a unified AEO scoring gate

One content loop for articles, knowledge base, and social

Marketing analyst reviewing AI citation rate baseline across multiple engines on a data dashboard

Benchmark your ChatGPT and Perplexity citations before you hire

Three diagnostic screens showing a live-crawl audit, a rule-based structural audit, and a brand-visibility audit side by side on a dark desk.

Three ways a free AEO audit works, and which predicts citations

Content editor reviewing pages before and after edits that moved them into a Google AI Overview panel

The content edits that moved our pages into AI Overviews

A professional reviewing a four-item deliverable checklist representing an AEO engagement contract

What an AEO engagement owes you in the first 90 days

A strategist reviewing a tiered classification of web page types by AI citation priority on a laptop screen

Rank your page types before you spend on AEO content

State of AI Search 2026: How ChatGPT, Perplexity, and Google AI Overviews Cite the Web

Business professional reviewing AI citation tracking dashboard on laptop in modern office

The limits of any service promising ChatGPT rankings

A data analyst studying a stratified sampling grid overlaid on a Google SERP, with AI Overview boxes highlighted in blue across a small representative subset of a much larger keyword list, illustrating

How to estimate AI Overview exposure without tracking every keyword

Citation quality grading rubric showing linked and unlinked AI citations across ChatGPT, Perplexity, and Google AI Overviews

Not every AI citation counts: how to grade citation quality

Marketing strategist analyzing AEO content audit score bands and citation frequency data on a monitor

What an AEO content audit actually predicts about citations

A platform comparison spreadsheet next to a page dense with proprietary data and original benchmarks - illustrating that most companies have a data gap, not a tooling gap

Platform shopping stalls when the gap is original data

Marketing analyst reviewing per-engine AI citation data across three monitors showing ChatGPT, Perplexity, and Google AI Overviews citation patterns

Which AI engine actually ranks your brand: the data

Abstract visualization of a content audit checklist where text criteria are checked green and the Image Context for AI criterion is highlighted red as the most commonly missed step, representing the gap between text-only AEO audits and full-spectrum AI visibility optimization

The AEO audit step that misses your images

A niche B2B brand monitoring workspace showing a flat, noisy abstract analytical work

Monitoring brand citations when you have few mentions

Marketing professional monitoring AI brand mention tracking dashboards showing a sudden drop in ChatGPT visibility with alert notifications

Won a ChatGPT mention then lost it: what tracking shows

A clean split-screen comparison scene for a SaaS marketing context. Left side

For SaaS, llms.txt beats backlinks for ChatGPT citations

Abstract professional analytical work: a grid of search result citation URLs cycling in and out of a Google-style AI Overview panel, with a horizontal timeline axis below showing daily tracking intervals and citation

Google AI Overview citations churn faster than weekly tracking

Four-phase AI citation growth arc from zero to consistent citations

Four phases from zero AI citations to consistent ones

Unopened AEO recommendations report sitting on a desk representing unimplemented agency work

The client-side work no AEO agency can do for you

A marketer comparing AI-visibility tool pricing pages and an invoice with handwritten cost notes at a desk

Why AI-visibility tools cost more than the sticker price

Data chart showing citation conversion rates by mention source type for ChatGPT

Which mention sources ChatGPT actually cites, from our data

Split visual: a graded report card on the left representing a content scorer, and an automated pipeline delivering structured content to a CMS dashboard on the right

A content scorer is not a publishing pipeline

Server rack with crawler access indicator lights illustrating the difference between blocked GPTBot and allowed OAI-SearchBot and ChatGPT-User configurations

Does blocking GPTBot actually keep you out of ChatGPT?

17-point AEO content audit checklist showing citation-readiness criteria with pass and fail indicators

How to run a 17-point AEO content audit on your pages

Content strategist reviewing Google search results showing an AI Overview answer panel alongside a structured, highlighted document

What earns a Google AI Overview citation, snippet or not

Custom GPT sandbox isolated from ChatGPT base model retrieval system - two separate systems with no connection

Do custom GPTs get your brand named in ChatGPT answers?

Article image

Why one page wins a ChatGPT citation but loses in AI Overviews

Marketing analyst overwhelmed by manual AEO tracking spreadsheets at a cluttered desk

Where a ChatGPT-and-spreadsheet AEO workflow breaks down

Every AI SEO tool should pass this five-engine coverage test

ChatGPT vs Gemini showing different company descriptions

One company, two AI descriptions: ChatGPT vs Gemini

Cost per AI citation benchmark chart showing citation yield by content type and program phase

Cost per AI citation: the metric your AEO budget is missing

B2B marketing professional reviewing AI citation analytics showing owned content pages outperforming digital PR placements

For B2B niches, your own pages out-cite digital PR

Split comparison of an AI engine

How often AI engines state a wrong fact about your brand

AEO Rank citation correlation chart showing inflection point at score 73, with citation rates rising steeply above the threshold

Does a higher AEO Rank actually earn more AI citations

Researcher comparing a Perplexity AI citation on screen to a printed source that does not contain the cited claim

How often Perplexity cites the wrong source: a 2026 accuracy test

A diagram showing Google AI Overview eligibility flowing directly from organic Search ranking and content extractability, with no specialized tool layer between content and citation

Do AI Overview tools work? Google says there is no special lever

Side-by-side comparison of an opaque AI-search vendor dashboard versus a clear five-signal evaluation rubric with checkmarks

Score AI-search vendors yourself with a 5-signal rank rubric

A closed-loop cycle diagram representing the four stages of an AI-search agency operating model: monitor, create, score, refresh

The best AI-search agencies run a closed loop, not a content dump

Before and after comparison showing an AEO content rewrite: the left side shows generic unstructured text with no data, the right side shows structured question headings, bold benchmarks, and a proprietary data point that earned AI citations within 23 days

What changed when we rewrote 20 pages for AEO: before and after

Content strategist reviewing AI citation analytics and update schedule on dual monitors

How Often Should You Update a Page to Stay Cited by AI Search?

Multi-engine AEO coverage comparison: ChatGPT, Gemini, Perplexity, and Claude citation share for B2B buyer answers

By 2027, ChatGPT-only AEO vendors will miss half of buyer answers

Marketing analyst reviewing AI search traffic and referral analytics dashboards across multiple monitors in a modern office

How to Measure Whether AI Search Is Actually Sending You Traffic

Diagram showing the two ways ChatGPT names a brand: the live-browsing path and the model-memory path

The two ways ChatGPT names a brand, and how to earn both

Abstract funnel visualization: many pages read by Perplexity AI narrowing to a handful of named citation slots

How many sources Perplexity actually cites per answer in 2026

Article image

The AI-search agencies worth hiring build on your first-party data

Two distinct tool panels side by side: a traditional SEO dashboard showing keyword rankings and backlink counts on the left, and a multi-engine AEO citation dashboard showing ChatGPT, Perplexity, Gemini, and Google AI Overviews citation share on the right

Your all-in-one SEO suite is not an answer-engine tool

Marketing analyst reviewing ChatGPT citation tracking dashboard and GA4 analytics on dual monitors in a modern office

How to optimize for ChatGPT answers and prove it drove traffic

Support documentation and brand mention monitoring workflow for ChatGPT citation

Turn your support docs and mentions into ChatGPT-cited answers

How to verify an AI-search vendor actually lifts your citations

How to verify an AI-search vendor actually lifts your citations

A circular three-stage workflow diagram showing the score-create-measure loop for AEO content operations, with arrows connecting audit gap analysis, citation-surface QA, and AI engine citation measurement

The content-ops model that keeps AEO articles citable at scale

Perplexity agent mode narrows its citation pool to fewer, higher-authority domains compared to default search mode

How Perplexity's 2026 agent mode narrows the domains it cites

Three AEO platform categories compared: content scoring, citation tracking, and integrated platforms with closed re-audit loops

Which optimization platform actually moved our ChatGPT citations

Schema validation passing but page missing from Google AI Overviews - illustrating the ranking gate problem

Schema alone will not get you into Google AI Overviews

Abstract visualization of citation surface density: a page of text with high-density extractable answer units highlighted as distinct luminous nodes, showing 3.1x citation rate vs sparse baseline content

The citation surface: what makes content 'AEO content'

Magnifying glass revealing empty citation measurement fields in a vendor contract, surrounded by AI engine logos

Most AI-search vendors cannot show one measured citation

Laptop showing four AI search engine interfaces side by side with identical queries returning different answers

Do ChatGPT, Perplexity, and Gemini need different content?

Two distinct tool stacks representing the 2026 AI SEO market split

AI SEO tools in 2026 are splitting into two stacks

Perplexity citation source distribution chart showing Reddit, LinkedIn, Wikipedia and brand pages

Which sources Perplexity actually cites: a 60-query teardown

AI search optimization companies ranked by citation share across major AI engines

Best AI search optimization companies, ranked by citations

Content strategist reviewing AI citation analytics next to a smart speaker at a minimalist desk

Who optimizes content for voice search and AI assistants

Article image

Top AI SEO and AEO tools compared by engine coverage

Holographic network diagram showing a small cluster of illuminated brand entity nodes connected by citation pathways in a dark digital space, with many dimmer nodes disconnected.

Top companies that get brands ranked in ChatGPT answers

Business professional evaluating analytics dashboards on dual monitors to verify agency performance claims

How to tell if an AI SEO agency's claims are real

Analyst workstation at night showing multiple screens with AI search visibility dashboards and citation network graphs

AEO specialist companies compared on engine coverage

Article image

Best platforms for ChatGPT content optimization in 2026

Marketing lead comparing a rising citation-share dashboard against a generic agency pitch on two screens

Best agencies for AI search content, scored by results

Agency professional reviewing client account health data on a dashboard, identifying early warning signals of churn risk before a quarterly business review

AEO client churn risk: how to spot it before it shows up in QBR

Eligibility for Reddit monitoring across regulated industries

Eligibility for Reddit monitoring across regulated industries