Updated September 2026 · Written and maintained by the Progression Agency strategy team
The pipeline behind a cited answer — which steps you can influence, which are closed to everyone, and why a thinner competitor gets quoted instead of your better page.
On this page · 14 sections
- How AI search actually works
- Retrieval-augmented generation, without the jargon
- Why retrieval selects passages, not pages
- How the major surfaces differ mechanically
- Why your new page has not appeared yet
- What is documented, what is observed, and what is inference
- Where this leaves the practical work
- A note on which query types this mechanism favours
- Everything else we have written on search, AI and getting found
- The eight steps, and who controls each one
- The same question, four different machines
- Failure modes, mapped to the step they break
- How we know what we know
- Video: AI search, retrieval and how answers get built
The short answerEight steps run between a typed question and a named source: the question arrives, the system decides whether to search at all, it rewrites your question into queries you never see, retrieves candidates, extracts passages rather than pages, ranks them on relevance and apparent reliability, composes an answer, and names three or four sources. You can influence retrieval, extraction and selection. You cannot influence whether it searches, what it searches for, or which sources it finally names — which is precisely what guaranteed-citation offers claim to control.
Claims on this page are labelled by evidence class: documented by providers, observable by testing, or inference. Ranking weights and selection reasoning are published by nobody.
How AI search actually works
Eight steps between a typed question and a named source. Most writing on this subject skips straight to advice; the advice only makes sense once you can see which steps are addressable and which are closed.
The short version: the system decides whether to search at all, rewrites your question into queries you never see, retrieves candidate documents, extracts passages rather than pages, ranks those passages on relevance and apparent reliability, writes an answer from whichever survive, and names three or four sources.
You can influence retrieval, extraction and selection. You cannot influence whether it searches, what queries it generates, or which sources it finally names. That last one is worth sitting with, because it is exactly what guaranteed-citation offers claim to control.
Step 2 is the one nobody mentions
Not every question triggers a search. Some answers come straight from model weights, in which case no source is retrieved and no citation exists to win. This is why some queries in your category will never produce a citation for anyone.
Step 3 is invisible and consequential
The assistant rewrites your question into its own search queries. A user asking a long conversational question may generate several short queries you would never have thought to target.
Steps 4 to 6 are your entire opportunity
Be retrievable, be extractable, look reliable. Everything sold as answer engine optimization is some version of these three.
Step 8 is closed
Attribution happens inside the model. There is no submission process, no ad inventory and no supplier with access to it.
Retrieval-augmented generation, without the jargon
Your question is converted into a numeric representation of its meaning. Passages with similar meaning are retrieved. The strongest handful are packed into a limited context budget. The model then answers from that packet — and only from that packet.
That last clause is the whole game. If your passage did not make the context window, the model did not weigh you and reject you. It never saw you. Your competition is not everyone who has written about the topic; it is whoever’s passage fits the budget.
It also explains why keyword density does nothing here. Similarity is computed on meaning, so repeating a phrase does not increase your odds of retrieval.
Why retrieval selects passages, not pages
A model has a limited amount of room. Packing whole pages into it would waste most of that room on text irrelevant to the question, so systems extract the section that appears to answer it.
This is the single most actionable fact in AEO, and it has an uncomfortable consequence: a thinner competitor whose section answers its own heading in the first sentence will beat your better, deeper page whose answer arrives in paragraph four. That is a structural problem, not a quality judgement, and it is fixable in an afternoon.
How the major surfaces differ mechanically
They are not one system. Perplexity leans heavily on fetching live at question time. Google’s AI surfaces draw on the Google index. Copilot leans on Bing. ChatGPT uses a crawled index plus live retrieval depending on the query.
The practical consequence is that absence on one surface and presence on others is diagnostic rather than random. It usually points at that platform’s crawler or its index, not at your page.
It also explains a pattern we see repeatedly: smaller sites tend to appear in Perplexity first, because a live fetch depends far less on deep indexation than an index-led surface does.
Live-fetching surfaces
Retrieve at question time. Kinder to new and low-authority pages, because being reachable matters more than being long-established.
Index-led surfaces
Retrieve from a pre-built index. Ordinary SEO indexation is a hard prerequisite, which is why answer engine work sits on top of search work rather than replacing it.
Hybrid surfaces
Use both, and switch depending on the query. This is why results on the same question can differ between sessions on the same platform.
Why this matters for testing
If you test one platform and conclude you are invisible, you have measured one retrieval architecture. Test at least two.
Why your new page has not appeared yet
There is a chain between publishing and being citable, and every link takes time: crawl, index or cache, retrieval eligibility, then selection against everything else. On answers drawn from model weights rather than retrieval, add a model refresh cycle measured in months.
So ‘we published it last week and nothing happened’ is the expected outcome rather than a failure. The useful early signal is not a citation — it is a crawler hit in your server logs, which usually arrives within days.
Days: crawl
Check your logs for the AI user agents. This is the first real evidence that anything is happening.
Weeks: eligibility
The page becomes a retrieval candidate. Still no guarantee of selection.
Weeks to months: selection
It has to beat other candidates on relevance and reliability, which is where structure and corroboration do their work.
Months: weight-based answers
Anything the model answers from memory rather than retrieval changes only on a refresh, and nobody outside the labs schedules those.
What is documented, what is observed, and what is inference
Crawler behaviour and robots.txt handling are documented by the providers. Passage-level retrieval is standard in the published literature. Whether a given surface executes JavaScript is directly observable by testing. The count of sources in an answer you can simply count.
What is not available to anyone outside the labs: the ranking weights inside retrieval, and the reason a specific source was selected over another. We have labelled every claim on this page by which category it falls into, because the alternative is the confident nonsense this field is full of.
Where this leaves the practical work
Three things, in order of how cheaply they are fixed. Be reachable: allow the crawlers and return a 200. Be readable: render your content without JavaScript. Be liftable: make each section answer its own heading in its first sentence.
Then the slower half — look reliable. Source your claims inline, keep your business description identical everywhere, and accumulate third parties saying about you what you say about yourself.
Reachable
robots.txt permits the five crawlers, and your server and CDN return 200 rather than 403 to them. Free, minutes, binary.
Readable
A scriptless fetch returns your actual content. This is the expensive one and the commonest severe failure.
Liftable
Each section answers the question its heading asks, in the first sentence. Cheap, affects every page, and improves the page for human readers too.
Reliable
Inline sourcing, consistent entity data, and independent corroboration. Slow, durable, and the thing that separates a candidate from a chosen source.
A note on which query types this mechanism favours
Our own September 2026 capture found the answer differs sharply by query type. Definition queries are publisher-locked — the lowest page-one domain authority we measured on ‘what is answer engine optimization’ was 56. Commercial service and tool queries are considerably more open, with domains at 17 and 18 holding page-one positions.
Mechanism and procedural questions of the kind this page answers sit in between. We are stating that because it is the honest framing: this page is written as mechanism rather than definition deliberately, and our published dataset is the reason why.
Find out where in the pipeline you are actually failing
Steps four, five and six are testable on your own site in an afternoon. An AI visibility audit runs them, reads your server logs, and tells you which link in the chain is broken.
Want this done for your site?We build and maintain the search, content and paid programmes described on this page.
Everything else we have written on search, AI and getting found
Getting found in search
- SEO company Las Vegas
- Texas SEO company
- SERPRobot review
- Ranktracker review
- Nightwatch review
- SEO company in Dallas
- SEO company in Oakland
- SEO company in Denver
- SEO company in Houston
- SEO company in Charlotte
- SEO companies by city
- Web design companies by city
- SEO company in Hawaii
- SEO for HVAC services
- Statewide SEO services
- Small business SEO
- SEO experts
- SEO pros and cons
- What is corporate SEO?
- Does URL length affect SEO?
- Meta description length
- SEO services
- SEO agency
- What are SEO services?
- What is SEO?
- Buyer personas
- Retail market research
- Local SEO services
- Local search
- Claiming a business profile
- Local SEO vs national SEO
- SEO company in New Jersey
- SEO agency NYC
- Affordable SEO services
- Best SEO company for small business
- SEO audit service
- SEO packages and pricing
- SEO pricing guide
- How long does SEO take?
- How to rank higher on Google
- Website not showing up on Google
- Google Business Profile not showing up
- How to set up a Google Business Profile
- Why is my website not getting traffic?
- SEO content writing service
- Shopify SEO services
- How to get more Google reviews
- Google review removal
- SEO for dentists
- SEO for doctors
- SEO for roofers
- SEO for plumbers
- SEO for HVAC companies
- SEO for chiropractors
- SEO for therapists
- SEO for landscapers
- SEO for med spas
- Best rank tracking tools
- Pro Rank Tracker review
- SERPWatcher review
- SEO tools for small business
- Instagram SEO
- Saving Instagram drafts
- Checking Instagram interactions
- Instagram hashtags
- TikTok profile views
- Finding TikTok drafts
- Snapchat filters and Lenses
- Organic SEO services
- SEO company in Portland
- SEO company in Kent, WA
- Ecommerce SEO services
- Customer data platforms
- Selling on Target Plus
- SEO for fintech
- SEO company in Atlanta
- Search engine marketing agency
- SEO company in Illinois
- Fairfax SEO company
- Oregon SEO
- Medford SEO
- Bend SEO
- Springfield, Oregon SEO
- Oregon City SEO
- Bellevue SEO
- Video for local SEO
- SEO diagrams
- Boca Raton SEO company
- Winery SEO
- Seattle SEO companies
AI, AEO and what is changing
- GEO vs SEO
- How AI will affect SEO
- AI automation agency
- AI automation cost
- AI customer service
- AI in digital advertising
- AI for email marketing
- AI for restaurant social media
- Generative engine optimization agency
- AI visibility best practices
- Answer engine optimization agency
- AEO vs GEO vs LLM SEO
- LLM SEO: the technical side
- How to rank in ChatGPT
- AI visibility tools compared
- AI visibility audit
- AI SEO agency
- AI search statistics, traced
- AI SEO in New York
- AEO vs SEO: what transfers
- AEO pricing: what it costs
- AEO agency: how to choose one
- What is AEO? Defined
- AEO services: what you receive
- AEO audit: the full checklist
- AI search optimization: two engines
- AEO tools: which class you need
- LLM visibility: what it measures
- Why AI recommends your competitor
- AEO search landscape: original dataset
- How AI search works: the pipeline
- How to get cited by AI: nine moves
- AEO myths: twelve claims assessed
- How long AEO takes
- Local AEO: why it differs
- Enterprise AEO: the real blockers
- AI visibility trackers vs rank tracking
- Why AI visibility dropped
- AEO content writing: six rules
- AEO for small business: where to start
- AI answers vs organic search
- AEO experts: the six skills
- AEO pros and cons
- AEO and paid search together
- URLs and AI citation
- AEO for dentists
- AEO for doctors
- AEO for plastic surgeons
- AEO for chiropractors
- AEO for therapists
- AEO for med spas
- AEO for fintech
- AEO for plumbers
- AEO for roofers
- AEO for HVAC
- AEO for landscapers
- AEO for hotels
- AEO for wineries
- AEO for ecommerce
- Free tool: AI crawler access checker
- Free tool: llms.txt generator
- Free tool: schema vs copy validator
- Free tool: extractable content checker
- Free tool: AI visibility prompt builder
Paid media and lead generation
- Estimating landscaping jobs
- WordPress developers Los Angeles
- Digital marketing agency San Jose
- Google Business Profile posts
- Humor in advertising
- Competitors bidding on your brand
- Traffic dropped after redesign
- Rising cost per lead
- Inquiries that never buy
- Agency red flags
- Briefing an agency
- Retainer or project
- SEO and Google Ads together
- Switching agencies
- Marketing agency contracts
- Is my agency doing a good job
- Why competitors outrank you
- Why rankings dropped
- Traffic but no leads
- Instagram marketing agencies
- Marketing automation software
- Hotel PPC agency
- Freebie ideas and lead magnets
- Angi for contractors
- Email marketing for home services
- Direct mail marketing
- Lead generation websites
- Dental lead generation
- Search engine advertising
- Display advertising
- Search Ads 360
- Organic search vs paid search
- Are Google Ads worth it?
- How to stop Google Ads
- Google Ads vs Facebook Ads
- Social media advertising
- What batch work is
- Free tools for service businesses
- What digital presence is
- Website visitor tracking
- Email marketing examples
- Fear-based advertising
- The annual business review
- Twitter alternatives
- Lead generation agency
- Contractor lead generation
- Solar leads
- What is lead generation?
- What is a funnel in marketing?
- Cost per lead benchmarks
- Performance marketing agency
- What is appointment setting?
- Search ad conversion rate trends
- PPC agency
- HVAC leads
- Social media marketing pricing
- Digital advertising agency
- Media buying vs media planning
- Choosing a marketing company
- CRM software examples
- Global marketing companies
- Buc-ee’s marketing analyzed
- Product launch ideas
- Hulu and streaming advertising
- Advertising agency in Houston
- Dentist PPC
- Facebook ads agency
- Meta Business Partners
- Google Ads management agency, San Francisco
- Shopify PPC agency
- Roofing Google Ads agency
- Digital ads 101
- Meta ad specs
Websites and design
- Hire PHP developers
- Bankruptcy lawyer website design
- Web design in North Carolina
- Web design in Seattle
- Ecommerce web development
- Ecommerce development services
- Squarespace customization
- Consulting websites
- Beauty stores on Shopify
- Content commerce
- 404 and bad request errors
- FTP clients
- Website design and development
- Design, development and management
- Creating a gallery
- Custom CSS
- Summary blocks
- Website maintenance services
- Web design agency, San Jose
- WordPress outsourcing
- StoryBrand website framework
- StoryBrand websites
- StoryBrand website design
- Squarespace logos
- Product configurators
- Web development services
- How much does a website cost?
- What to include on a homepage
- Website redesign services
- Website maintenance
- Shopify ecommerce agency
- Ecommerce website design
- BigCommerce vs Shopify
- Service business website design
- Healthcare website design
- Websites for restaurants
- Squarespace design services
- Squarespace vs WordPress
- Wix vs WordPress
- Web design in Queens
- Web design for small business
- Shopify agency
- Shopify checkout optimization
- Headless commerce and Hydrogen
- Shopify pricing guide
- Shopify checkout extensibility
- Squarespace pricing
- Publishing a Squarespace site
- What Squarespace is
- Learning Squarespace
- Squarespace dropdown menus
- Domain vs website
- Videography websites
- Ecommerce product configurators
- Negative space in design
- YouTube channels for web designers
- How to back up a Squarespace website
- Best dental websites
- Website dimensions and image sizes
- Web design in Charlotte NC
- Web design in Nashville
- Web design in Seattle
- Web design in Atlanta
- Retail consulting
- Product design agencies
- Digital product agencies
Choosing and working with an agency
- Marketing agencies in NYC
- Digital marketing agency NYC
- Digital marketing in Atlanta
- Digital marketing in Connecticut
- Digital marketing in Oklahoma City
- Nonprofit marketing agency
- Pharmaceutical marketing agency
- MSP marketing agency
- App development agency
- Growth tools for startups
- How to choose a digital marketing agency
- What does a marketing agency do?
- What does a digital marketing agency do?
- Marketing agency pricing
- What does retention mean?
- How to calculate success rate
- What does backlog mean?
- Best marketing agency
- Branding services for small businesses
- Fashion consulting
- Triadic color schemes
- The 8 principles of design
- How to write a brochure
- TikTok Wrapped: what actually exists
- Full-service marketing agency
- Marketing agencies in Philadelphia
- Agencies in Portland, Oregon
- Boutique marketing agency
- Marketing agency for small business
- Digital marketing services
- Digital marketing agency in New Jersey
- Fractional CMO services
- What is a fractional CMO?
- About Progression Agency
- Startup marketing agency
- Marketing agency in Tampa
- Marketing agency in San Diego
- Digital marketing in Florida
- Marketing agency in Nashville
- Marketing agency in Portland
- Client testimonials
- Contact us
- Marketing agency near me
- Online reputation case studies
- Digital marketing agency, Dallas
- Orlando digital marketing agency
- Advertising agencies in Westchester
- Water damage restoration leads
- General contracting leads
- Home inspection leads
- Spray foam insulation leads
- Mold remediation leads
- Digital marketing agency in Toronto
- Digital marketing internships
- Marketing consulting firms
- Marketing agency in Austin
- Advertising agency, Columbus
- Advertising agency, Charlotte
- Digital transformation consulting
- Ethos in advertising
- Sales promotion examples
- Experiential marketing agency
- Marketing strategy
- Small business marketing
- Brand awareness for professional services
- Healthcare strategy consulting
- Digital healthcare marketing
Social, content and brand
- Create a LinkedIn business page
- Editing Instagram Reels after posting
- Reordering Instagram highlights
- Trending Reels audio
- TikTok trends this week
- Instagram active times
- Instagram posting guide
- TikTok video length
- Instagram Reel length
- TikTok pay per view
- YouTube pay per view
- Why people use social media
- Buffer review
- Social media agency in Denver
- Social media agency in Chicago
- Publicity vs public relations
- Specialist PR agencies
- PR for startups
- PR firms in Pittsburgh
- Influencer marketing guide
- Reputation management in NYC
- Brand advertising case studies
- Logo design in New Jersey
- Documentary interview questions
- Video production in Washington DC
- Video production in Jacksonville
- Video production in West Palm Beach
- Wellness photography
- Public domain image sites
- Social media marketing
- Manufacturing social media marketing
- Social media marketing tips
- Managing a business social account
- Social media and marketing trends
- Social media food marketing
- Influencer marketing agency
- Video marketing agency
- Creative agency
- What branding costs
- What color represents strength
- Branding agency
- Graphic design
- Choosing a color palette
- Medical logo design
- Hospitality branding agency
- Can a brand own a color?
- Iconography definition
- Storytelling in marketing
- Brand consistency for small business
- Life coach website design
- Insurance branding agency
- Advertising mascots
- Event marketing agency
- Email marketing service
- The Progression blog
- Video production company NYC
- What does a video production company do?
- Video production near me
- How to make a film
- Micro-documentaries
- LED volume walls
- LED video wall rental
- AV companies, Washington DC
- Grip and electric
- Documentary filmmaking
- Post-production
- Production technology
- Real estate videography
- Film production in Florida
- Finding a web design studio
- Growing a painting business
- Business vlogs
- Social media trends this week
- B2B social media agency
- Automotive social media marketing
- Saving Instagram Stories as drafts
- What is guerrilla marketing?
- Video production services
- How green screen works
- Social media management fees
- Outsourcing social media
- Film production companies
- What video production costs
- Corporate video production
- Adding music to a Canva video
- Video production in Tampa
- Public relations agency
- PR agency in NYC
- Crisis management PR
- What is a backgrounder?
- PR firms in Austin
- Public relations in Dallas
- PR firms in Chicago
- Beauty PR agency
- Event PR firms
- PR firm services
- Crisis communications
- Media training, New York
- Healthcare PR questions
- Nonprofit public relations
- B2B PR agencies
- PR for venture-backed startups
- Proactive and reactive outreach
- Sports PR and athlete branding
- Mobile app PR agency
- Arts and culture PR
- Lifestyle PR
- Executive brand building
By industry and by situation
- Minneapolis marketing agency
- Web design San Antonio
- Telecom marketing agency
- Starting a graphic design business
- Sales personality types
- Retail competitive analysis
- What is product mix?
- What is BNI?
- When your market shifts
- Virtual conference best practices
- Landscaping profit margins
- Landscaping business structure
- Landscaping marketing
- Pest control marketing
- Nonprofit marketing
- How to get more customers
- Marketing ideas for small business
- Marketing plan template
- Roofing marketing agency
- Marketing agency for contractors
- Landscaping marketing agency
- Auto dealer marketing agency
- Med spa marketing agency
- Chiropractic marketing agency
- Marketing agency for accountants
- Restaurant marketing agency
- Tech marketing agency
- Cannabis marketing agency
- Real estate marketing agency
- Medical marketing agency
- SEO agency Los Angeles
- SEO company in Seattle
- Kitchen remodeling marketing
- Bathroom remodeling marketing
- Bathroom remodeling leads
- What does a PR firm do?
- Jewelry marketing agency
- What is a sizzle reel?
- B2B PR agency
- Data center marketing
- Credit union marketing agency
- Marketing agency in Detroit
- Google Business Profile optimization
- Google Business Profile logo size
- SEO for plastic surgery practices
- Hotel SEO and direct bookings
- SEO agencies in Florida
- What is considered a small business?
- Digital marketing agency in Los Angeles
- Marketing agency in Columbus, Ohio
- Film production company
- SEO myths
- Brand activation
- Experiential marketing, Los Angeles
- Web design in Columbus, Ohio
- Marketing agency in Charleston, SC
- Logo design in Nashville
- Shopify jewelry stores
- What makes a small business website work
- What is a burner account?
- Car videography and cinematography
- How often to post on social media
- Digital marketing in Sarasota
- Marketing agencies in Atlanta
- Squarespace templates explained
- Contractor leads in Colorado
- SEO company in Washington DC
- Google Business Profile verification
- Law firm video production
- Press release examples
- Advertising agency in Raleigh NC
- WordPress developers in NYC
- PR firms in Austin, Texas
- SEO in Portland, Oregon
- Houston ad agencies
- B2B SaaS marketing agency
- Cybersecurity marketing agency
- B2B intent data providers
- Marketing for home builders
- How to start a landscaping business
- Oregon business licensing
- Landscaping contract template
- Attracting high-income clients
- Human Design coaching explained
Not sure which of these applies to you?Tell us the situation and we will say plainly what we would do first, and what we would not.
The eight steps, and who controls each one
Eight steps between a question and a citation, with who controls each and what you can actually influence.
| Step | What happens | Who controls it | What you can do |
|---|---|---|---|
| 1. Question arrives | User types a full sentence | User | Nothing |
| 2. Search decision | System decides whether to retrieve at all | Provider | Nothing |
| 3. Query generation | Your question is rewritten into search queries | Provider | Nothing |
| 4. Retrieval | Candidates pulled from index or live fetch | Shared | Be crawlable and indexed |
| 5. Extraction | Passages pulled from candidate pages | Shared | Structure a clean passage |
| 6. Ranking and filtering | Passages scored on relevance and reliability | Shared | Source claims, build corroboration |
| 7. Composition | Model writes prose from surviving passages | Provider | Nothing |
| 8. Attribution | Three or four sources named | Provider | Nothing. Not for sale |
The same question, four different machines
How four systems handle an identical question, and why the answers diverge.
| Surface | Crawler | Primary retrieval | Best early signal for a small site |
|---|---|---|---|
| ChatGPT with search | GPTBot, OAI-SearchBot | Crawled index plus live retrieval | Crawler hits in logs |
| Perplexity | PerplexityBot | Live fetch at question time | Often the first surface to cite you |
| Google AI Overviews | Googlebot, Google-Extended | Google index | Requires ordinary indexation first |
| Google AI Mode | Googlebot, Google-Extended | Google index | Same as above |
| Copilot | Bingbot | Bing index plus partner API | Check Bing indexation specifically |
| Claude | ClaudeBot | Web search when enabled | ClaudeBot must be allowed |
| Gemini | Google-Extended | Google grounding | Google-Extended must be allowed |
Failure modes, mapped to the step they break
Each common failure traced to the specific step it interrupts.
| Problem | Breaks at | Symptom | Fix cost |
|---|---|---|---|
| robots.txt disallow | Step 4 | Absent everywhere on that platform | Free |
| 403 to AI user agent | Step 4 | Absent, invisible in a browser | Low |
| JavaScript-only content | Step 5 | Retrieved but empty | High |
| Answer in paragraph four | Step 5 | Rarely quoted despite ranking well | Low |
| Answer split across sections | Step 5 | Competitor quoted instead | Low |
| Unsourced statistics | Step 6 | Named less often on factual queries | Low |
| Contradictory entity data | Step 6 | Described wrongly, or hedged | Medium |
| No third-party mentions | Step 6 | Consistently behind better-corroborated rivals | High |
How we know what we know
What this account is based on, what is documented by vendors, and what is our own observation.
| Claim | Evidence class | How you can verify it |
|---|---|---|
| Crawler names and robots.txt behaviour | Documented by providers | Read their published docs |
| Retrieval selects passages not pages | Documented in RAG literature | Read the published research |
| Many AI crawlers do not execute JavaScript | Observable | Fetch your page with curl |
| Three or four sources typically named | Observable | Count them across answers |
| Live-fetch surfaces favour reachability | Observed pattern | Test a new page across platforms |
| Ranking weights inside retrieval | Not published | Nobody outside the labs knows |
| Why one source was chosen over another | Not exposed | Nobody can tell you, including us |
Video: AI search, retrieval and how answers get built
Background viewing. The pipeline is written out in full above; these are context rather than the source of anything here.
Weekly Report: PepsiCo's AI agency review signals a shift from experiments to infrastructure
Ad Age · 2026-08-20This AI Tool Does Keyword Research For You
Ahrefs · 2026-07-08How to get your product data holiday ready on Google Merchant Center
Google Ads · 2026-08-19Claude Cowork for Marketing: Turn Customer Data Into Copy That Converts
HubSpot Marketing · 2026-08-03The Only Marketing Strategy You Need To Master This Year
Neil Patel · 2026-08-20Frontier Brief: What to do now that marketing has lost the plot
Think with Google · 2026-08-24Weekly Report: Dollar Tree shifts to emotional branding as it eyes $1 billion in untapped sales
Ad Age · 2026-08-13I Used AI Agents to Replace Our Marketing Agency
Ahrefs · 2026-06-10How to measure store visits and sales in Google Ads Performance Max
Google Ads · 2026-08-10How to Use Instagram Instants for Business (Step-by-Step Guide)
HubSpot Marketing · 2026-07-29The Only Marketing Strategy That Is Working In 2026
Neil Patel · 2026-08-12The New Era of Agency Partnerships: What Marketers Want in 2026
Think with Google · 2026-08-06Why marketers chase active demand and miss the passive majority, with Indeed's CMO
Ad Age · 2026-08-12Why I Switched from ChatGPT to Claude
Ahrefs · 2026-06-03How to set up Performance Max for store goals in Google Ads
Google Ads · 2026-08-10How to Set Up Your LinkedIn Profile in just 10 Minutes (Using AI)
HubSpot Marketing · 2026-07-27I'm Betting My Entire Marketing Strategy On This One Shift
Neil Patel · 2026-08-05Why Marketers Have Lost the Plot in the Age of AI
Think with Google · 2026-08-06Turning consumer signals into campaigns that work, with Kayak's senior VP of brand marketing
Ad Age · 2026-08-05Your AEO Strategy + Action Plan Checklist | 4.2. AEO Course by Ahrefs
Ahrefs · 2026-05-18Community Q&A: August 17 bidding update
Google Ads · 2026-08-05I Built a Complete AI Email Marketing System in 16 Minutes (Prompts Included)
HubSpot Marketing · 2026-07-21The TikTok Shop Strategy Nobody Talks About
Neil Patel · 2026-07-15Frontier Brief: What it takes to lead marketing at Google during the AI revolution
Think with Google · 2026-08-03Meet the Calvin Klein CMO using 'entertainment mentality' to turn culturally resonant campaigns i…
Ad Age · 2026-07-29How to Track AI Traffic in GA4 and Ahrefs Web Analytics (ChatGPT & More) | 4.1. AEO Course by Ahrefs
Ahrefs · 2026-05-18Google Ads Spending Limits: Master Your Daily Budget [Tutorial]
Google Ads · 2026-08-035 Social Media Trends Actually Working in 2026 (HubSpot Report)
HubSpot Marketing · 2026-07-14The One-Person Marketing Era Has Officially Begun
Neil Patel · 2026-07-08Inside Nescafé's Global YouTube Creator Strategy with Zach King | Nescafé
Think with Google · 2026-07-29Lessons from America's Hottest Brands
Ad Age · 2026-07-22YouTube SEO for AI Search: How to Rank your YouTube Videos | 3.3. AEO Course by Ahrefs
Ahrefs · 2026-05-13Fix disapproved Google Ads: A guide to Personalized advertising compliance
Google Ads · 2026-08-03The Free AEO Tool Stack to get Your Brand Promoted By AI
HubSpot Marketing · 2026-07-08How I Would Master Social Media in 2026 (If Starting From Zero)
Neil Patel · 2026-06-03Best of Frontier CMO: The Audience is in Charge with Colin and Samir
Think with Google · 2026-07-23Weekly Report: Starbucks' Culture Play, Predictive AI Targeting, Emmy-Nominated Ads
Ad Age · 2026-07-16Brand Mentions for SEO: How to Get Cited by AI (3 Tiers) | 3.2. AEO Course by Ahrefs
Ahrefs · 2026-05-13Google Call Ads: Supplemental Terms & Compliance
Google Ads · 2026-08-03How to Create a WhatsApp Chatbot for Your Business (No Coding)
HubSpot Marketing · 2026-07-065 Signs Your AI SEO Strategy Is About to Take Off
Neil Patel · 2026-05-27Frontier Brief: Liquid Death’s unexpected recipe for marketing success
Think with Google · 2026-07-202026 ad budget check-in: where media money’s moving, with Brandon Doerrer
Ad Age · 2026-07-10How to Optimize Content for AI Search Engines | 3.1. AEO Course by Ahrefs
Ahrefs · 2026-05-13Google Ads Asset Studio: AI Tools & Asset Management Guide
Google Ads · 2026-08-03I Charge $2,000 for This Content Strategy (Copy Me)
HubSpot Marketing · 2026-06-29The Old SEO System Is Collapsing. Here's What Replaces It.
Neil Patel · 2026-05-20Lightning in a Can: Liquid Death’s Killer Creative
Think with Google · 2026-07-09Why data, not AI, is driving local travel marketing decisions, with Vrbo's VP of marketing
Ad Age · 2026-07-08Keyword & Prompt Research for AI SEO (AEO) | 2.2. AEO Course by Ahrefs
Ahrefs · 2026-05-06Create effective Search ads: Responsive search ads for success (2026)
Google Ads · 2026-08-03How to Run ChatGPT Ads: The Complete Tutorial
HubSpot Marketing · 2026-06-225 AI CEOs Said the Same Thing About 2026 (Marketing Changes Forever)
Neil Patel · 2026-05-13Frontier Brief: What CMOs can learn from McLaren’s race to the top
Think with Google · 2026-06-29Why retailers should sell experiences, not products, with Macy's CMO
Ad Age · 2026-07-01How to Run a Brand Gap Analysis | 2.1. AEO Course by Ahrefs
Ahrefs · 2026-05-05How to Link accounts to your Google Ads Manager Account – Step-by-Step process
Google Ads · 2026-07-30How to Optimize Your Profile for LinkedIn's New AI Algorithm
HubSpot Marketing · 2026-06-17The Marketing Opportunity of a Decade (But Not for Long)
Neil Patel · 2026-04-22Will AI take the soul out of creative? 🎬
Think with Google · 2026-06-29What brands are missing in sports sponsorship, with Just Women's Sports Founder
Ad Age · 2026-06-24What Is AI Visibility? The 3 Types Every Marketer Needs to Know | 1.3. AEO Course by Ahrefs
Ahrefs · 2026-04-29Community Q&A: Measurement in the AI era & AI Max
Google Ads · 2026-07-29From Apartment Startup to Luxury Tech Brand
HubSpot Marketing · 2026-06-15How to Save Your Marketing Job (Stop Reporting Traffic)
Neil Patel · 2026-04-03Exclusive look at Google’s Cannes Creative House 🚪✨
Think with Google · 2026-06-25From instinct to evidence: Solving marketing's growth paradox
Ad Age · 2026-06-22How AI Search Engines Work | 1.1. AEO Course by Ahrefs
Ahrefs · 2026-04-29Google Ads: Sexual content policy guide (What’s allowed?)
Google Ads · 2026-07-226 AEO Trends To Get Your Brand Recommended By AI (2026 HubSpot Report)
HubSpot Marketing · 2026-06-10You Don't Have an SEO Problem. You Have a "Brand Entity" Problem.
Neil Patel · 2026-03-25Frontier Brief: Marketing is a hot mess right now—and Mark Ritson is actively tearing it apart
Think with Google · 2026-06-24CMOs on CMOs: Hippo and Solo Stove on AI and grassroots marketing tactics
Ad Age · 2026-06-19Answer Engine Optimization (AEO) Course by Ahrefs: What is AEO?
Ahrefs · 2026-04-29Community Q&A: The bidding & budgets special
Google Ads · 2026-07-22How to Use Substack as a Complete Beginner in 2026 (Full Tutorial)
HubSpot Marketing · 2026-06-08Why 98% of Websites Don't Make Money (It’s Not the Design)
Neil Patel · 2026-03-12Mark Ritson on Why the Fundamentals Still Win
Think with Google · 2026-06-04How the Cadillac F1 team is racing to define its brand and fan strategy
Ad Age · 2026-06-17How This Site Beat Amazon in Google Search (3 Step Strategy)
Ahrefs · 2026-04-01GCLID Explained: What is a GCLID?
Google Ads · 2026-07-16How to Scale a Skincare Brand (Marketing Breakdown)
HubSpot Marketing · 2026-05-28You're Wasting Money Trying to Get B2B Clients
Neil Patel · 2026-03-04Philipp Schindler at Google Marketing Live 2026
Think with Google · 2026-05-21Best World Cup campaigns and the new sports marketing playbook, with Tim Nudd and Jon Springer
Ad Age · 2026-06-12How to Pick a Niche If You’re Just Starting Out (SEO)
Ahrefs · 2026-03-04How to use Google Keyword Planner: Find the Best Keywords for Your Business (2026 Guide)
Google Ads · 2026-07-15How to Build Your First AI Agent (Step-by-step Tutorial)
HubSpot Marketing · 2026-05-26Amazon Just Became the Google of Streaming Ads
Neil Patel · 2026-02-25Evolving a media network to meet growing advertiser demands with Marriott's Chris Norton
Ad Age · 2026-06-10Keyword Research Tutorial for Google and AI SEO
Ahrefs · 2026-02-18Paid Search Association AMA: AI Max Q&A
Google Ads · 2026-07-15How to Dominate AI Search in 2026 (Complete Tutorial for Business)
HubSpot Marketing · 2026-05-20Why Google LOVES Reddit (And How Marketers Can Exploit It)
Neil Patel · 2026-02-19Publicis-LiveRamp deal: what to know and how to react, with Garett Sloane
Ad Age · 2026-06-05I Outsourced our Digital Marketing to AI. Here's What Happened
Ahrefs · 2026-02-04PPC Chat Q&A: Ads in AI Search, QFC & Creator Partnerships
Google Ads · 2026-07-096 B2B Marketing Strategies Replacing the Old Playbook in 2026
HubSpot Marketing · 2026-05-11You're Wasting Your Money on Influencer Marketing
Neil Patel · 2026-02-11Top SEO Experts Build Me an AI Search Strategy (GEO)
Ahrefs · 2026-01-21Streamline your workflow with Ask Advisor in Google Ads
Google Ads · 2026-07-0922 Genius Marketing Campaigns You Can Run Without a Big Budget
HubSpot Marketing · 2026-05-06Everything you know about Marketing is changing (2026)
Neil Patel · 2026-02-05How to Transfer Google Ads Account to a New Agency (Billing Transfer)
Google Ads · 2026-06-24Do Reddit Ads Actually Work? I Ran a $100 Experiment (Full Results)
HubSpot Marketing · 2026-05-04You’re Wasting Your Time Creating Social Media Content
Neil Patel · 2026-01-29Ads Data Hub: Privacy checks explained [Tutorial]
Google Ads · 2026-06-233 Creator Economy Trends Every Brand Needs to Know in 2026 (HubSpot Report)
HubSpot Marketing · 2026-04-27Google Ads Data Collection Policy: Avoid Account Suspension (2026)
Google Ads · 2026-06-22Anatomy of a Viral Campaign: How We Built Loop Marketing
HubSpot Marketing · 2026-04-22Google Ads Other Restricted Businesses Policy [Avoid Disapproval Guide]
Google Ads · 2026-06-16Claude AI for Business: The Complete Marketing Tutorial
HubSpot Marketing · 2026-04-20Google Ads Limited Ad Serving? How to Fix It (2026 Guide)
Google Ads · 2026-06-155 NEW Email Marketing Trends That Actually Work in 2026
HubSpot Marketing · 2026-04-15Google Ads Bidding Update: How to Maintain Predictable Performance (2026 Guide)
Google Ads · 2026-06-12How to Make Professional Video Ads on Any Budget (AI Finally Made It Possible)
HubSpot Marketing · 2026-04-13Google Ads for Crypto: How to Get Certified & Avoid Bans (Tutorial)
Google Ads · 2026-06-10The Marketing Playbook That Helped This Gym Beat Equinox
HubSpot Marketing · 2026-04-08Google Ads Editorial Policy: How to Fix Ad Disapprovals
Google Ads · 2026-06-09How to Dispute or Change Google Ads Invoices
Google Ads · 2026-05-28Google Marketing Live: Backstage with our product experts
Google Ads · 2026-05-28
Getting found in search
AI, AEO and what is changing
- GEO vs SEO
- How AI will affect SEO
- AI automation agency
- AI automation cost
- AI customer service
- AI in digital advertising
- AI for email marketing
- AI for restaurant social media
- Generative engine optimization agency
- AI visibility best practices
- Answer engine optimization agency
- AEO vs GEO vs LLM SEO
- LLM SEO: the technical side
- How to rank in ChatGPT
- AI visibility tools compared
- AI visibility audit
- AI SEO agency
- AI search statistics, traced
- AI SEO in New York
- AEO vs SEO: what transfers
- AEO pricing: what it costs
- AEO agency: how to choose one
- What is AEO? Defined
- AEO services: what you receive
- AEO audit: the full checklist
- AI search optimization: two engines
- AEO tools: which class you need
- LLM visibility: what it measures
- Why AI recommends your competitor
- AEO search landscape: original dataset
- How to get cited by AI: nine moves
- AEO myths: twelve claims assessed
- How long AEO takes
- Local AEO: why it differs
- Enterprise AEO: the real blockers
- AI visibility trackers vs rank tracking
- Why AI visibility dropped
- AEO content writing: six rules
- AEO for small business: where to start
- AI answers vs organic search
- AEO experts: the six skills
- AEO pros and cons
- AEO and paid search together
- URLs and AI citation
- AEO for dentists
- AEO for doctors
- AEO for plastic surgeons
- AEO for chiropractors
- AEO for therapists
- AEO for med spas
- AEO for fintech
- AEO for plumbers
- AEO for roofers
- AEO for HVAC
- AEO for landscapers
- AEO for hotels
- AEO for wineries
- AEO for ecommerce
- Free tool: AI crawler access checker
- Free tool: llms.txt generator
- Free tool: schema vs copy validator
- Free tool: extractable content checker
- Free tool: AI visibility prompt builder
Paid media and lead generation
Websites and design
Choosing and working with an agency
Social, content and brand
By industry and by situation
Frequently asked questions
How does AI search work?
How does ChatGPT choose which sources to cite?
Why does AI cite a worse page than mine?
What is retrieval-augmented generation?
Does keyword density affect AI search?
Why does a passage matter more than a page?
Do all AI assistants work the same way?
Which platform is easiest for a small site to appear in?
Why did my new page not get cited immediately?
Can I influence which sources an AI names?
Can I pay to be cited?
What is the context budget?
Does every question trigger a search?
What are the queries the assistant actually searches for?
How do I know if AI crawlers reach my site?
Does JavaScript break AI search?
How many sources does an AI answer name?
Is any of this published by the AI companies?
Why do answers change between runs of the same question?
What is the highest-leverage change I can make?
Does site speed matter for AI search?
Why does corroboration matter at the ranking step?
Sources and further reading
- Google Search Essentials — SEO starter guide
- Google: creating helpful, reliable, people-first content
- Google: intro to structured data
- Google: LocalBusiness structured data
- Google: FAQPage structured data
- Google: Article structured data
- Google: Product structured data
- Google: title links in search results
- Google: control your snippets
- Google: robots.txt introduction
- Google: sitemaps overview
- Google: consolidate duplicate URLs
- Google: redirects and Search
- Google: JavaScript SEO basics
- Google: multi-regional and multilingual sites
- Google Search Central Blog
- Google: get started with Search Console
- Google: how local search results are determined
- Google Business Profile: prohibited and restricted content
- Google Business Profile: address and service area guidelines
- Google Business Profile: review policy
- Google Business Profile: add or edit categories
- Google Ads: location targeting settings
- Google Ads: about negative keywords
- Google Ads: about Quality Score
- Google Ads: importing offline conversions
- Google Ads: about Smart Bidding
- Google Ads: about Performance Max
- Google Local Services Ads: eligibility and screening
- Google Ads: keyword match types
- Google Analytics 4: about conversions
- Google Analytics 4: attribution models
- US Census Bureau QuickFacts: New Jersey
- US Census Bureau: American Community Survey
- US Census: Statistics of US Businesses
- Bureau of Labor Statistics: New Jersey data
- BLS: Occupational Employment and Wage Statistics
- NJ Department of Labor: labor market information
- New Jersey Business Action Center
- US Small Business Administration: New Jersey district
- USA.gov: business resources
- web.dev: Core Web Vitals explained
- web.dev: Largest Contentful Paint
- web.dev: Cumulative Layout Shift
- web.dev: Interaction to Next Paint
- Google PageSpeed Insights
- Google Rich Results Test
- Google Search Console
- W3C Markup Validation Service
- Schema.org: LocalBusiness type
- Schema.org: Service type
- Schema.org: FAQPage type
- Schema.org: HowTo type
- W3C: WCAG 2.2 quick reference
- FTC: CAN-SPAM Act compliance guide
- FCC: telemarketing and robocall rules (TCPA)
- FTC endorsement guides — reviews and testimonials
- FTC: rule on consumer reviews and testimonials
- HHS: HIPAA guidance on online tracking technologies
- New Jersey Courts: attorney advertising guidelines
- New Jersey DCA: construction codes and permits
- New Jersey Home Improvement Contractor registration
- New Jersey Division of Consumer Affairs
- TikTok for Business
- TikTok Creative Center
- TikTok Ads Help Center
- TikTok Community Guidelines
- TikTok Terms of Service
- TikTok Privacy Policy
- TikTok Safety Center
- TikTok Transparency Center
- TikTok Creator Portal
- TikTok Newsroom
- TikTok for Developers
- TikTok advertising solutions
- TikTok Creator Marketplace
- TikTok Business Center
- TikTok for Business blog
- TikTok Creative Center: top ads
- TikTok Branded Content policy
- TikTok Shop for sellers
- Instagram for Business
- Instagram for Creators
- Instagram Help Center
- About Instagram
- Meta Business Suite
- Meta Business Help Center
- Meta Transparency Center
- About Meta
- Meta: Instagram platform docs
- YouTube Creators
- YouTube Official Blog
- YouTube Shorts help
- How YouTube Works
- YouTube Studio
- LinkedIn Marketing Solutions
- LinkedIn Help
- Pinterest Business
- Pinterest Business Help
- Snapchat for Business
- X for Business
- Reddit communities
- Reddit for Business Help
- ASCAP
- BMI
- SESAC
- Global Music Rights
- PRS for Music (UK)
- PPL (UK)
- SOCAN (Canada)
- APRA AMCOS (Australia)
- GEMA (Germany)
- SACEM (France)
- SIAE (Italy)
- JASRAC (Japan)
- IFPI
- RIAA
- National Music Publishers Association
- Harry Fox Agency
- SoundExchange
- Music Reports
- Epidemic Sound
- Artlist
- Soundstripe
- PremiumBeat
- AudioJungle
- Free Music Archive
- Creative Commons
- Incompetech
- FTC: advertising and marketing
- FTC: disclosures 101
- FTC: endorsement guides
- FTC: consumer reviews rule
- FTC: advertising FAQs
- US Copyright Office
- US Copyright Office: DMCA
- US Copyright Office: music FAQ
- US Copyright Office: fair use FAQ
- USPTO: trademarks
- UK Advertising Standards Authority
- ACCC (Australia)
- Competition Bureau Canada
- GDPR overview
- California Consumer Privacy Act
- COPPA
- FTC: children’s privacy
- W3C Web Accessibility Initiative
- W3C: WCAG
- W3C: captions
- W3C: making audio and video accessible
- ADA.gov
- WebAIM
- Epilepsy Foundation
- Pew Research: internet and technology
- DataReportal
- US Census Bureau
- US Bureau of Labor Statistics
- Interactive Advertising Bureau
- Think with Google
- Google Trends
- Nielsen insights
- Schema.org: VideoObject
- Schema.org: SocialMediaPosting
- Schema.org: MusicRecording
- Schema.org: HowTo
- Schema.org: FAQPage
- Schema.org: Organization
- Google: video best practices
- Google: video structured data
- CapCut
- Adobe Premiere Rush
- DaVinci Resolve
- Canva
- Descript
- VEED
- Kapwing
- Otter.ai
- Later
- Buffer
- Hootsuite
- Sprout Social
- Google Analytics
- Google Search Console
- Google Analytics developer docs
- GA4: events and conversions
- Matomo
- Plausible Analytics
- Similarweb
- UK Information Commissioner’s Office
- Office of the Privacy Commissioner of Canada
- Australian OAIC
- European Data Protection Board
- EU data protection
- EU Digital Services Act
- Ofcom
- FCC
- AIGA
- Nielsen Norman Group
- Smashing Magazine
- web.dev
- MDN: web media
- MDN: the video element
- ISO 21001 (reference)
- Buma/Stemra (Netherlands)
- STIM (Sweden)
- Teosto (Finland)
- Koda (Denmark)
- TONO (Norway)
- IMRO (Ireland)
- SGAE (Spain)
- ZAiKS (Poland)
- KOMCA (South Korea)
- MCSC (China)
- CISAC
- World Intellectual Property Organization
- TikTok: creating videos
- TikTok: exploring videos
- TikTok: privacy settings
- TikTok: growing your audience
- TikTok Creator Academy
- TikTok Effect House
- TikTok for small business
- Instagram: Reels help
- YouTube: Shorts best practice
- How YouTube recommends
- Pinterest Predicts
- Snapchat for Business
- Hootsuite blog
- Social Media Examiner
- Marketing Week
- Adweek
- Google Search Essentials — SEO starter guide
- Google: creating helpful, reliable, people-first content
- Google: intro to structured data
- Google: LocalBusiness structured data
- Google: FAQPage structured data
- Google: Article structured data
- Google: Product structured data
- Google: title links in search results
- Google: control your snippets
- Google: robots.txt introduction
- Google: sitemaps overview
- Google: consolidate duplicate URLs
- Google: redirects and Search
- Google: JavaScript SEO basics
- Google: multi-regional and multilingual sites
- Google Search Central Blog
- Google: get started with Search Console
- Google: how local search results are determined
- Google Business Profile: prohibited and restricted content
- Google Business Profile: address and service area guidelines
- Google Business Profile: review policy
- Google Business Profile: add or edit categories
- web.dev: Core Web Vitals explained
- web.dev: Largest Contentful Paint
- web.dev: Cumulative Layout Shift
- web.dev: Interaction to Next Paint
- Google PageSpeed Insights
- Google Rich Results Test
- Google Search Console
- W3C Markup Validation Service
- Schema.org: LocalBusiness type
- Schema.org: Service type
- Schema.org: FAQPage type
- Schema.org: HowTo type
- W3C: WCAG 2.2 quick reference
- US Census Bureau QuickFacts: New Jersey
- US Census Bureau: American Community Survey
- US Census: Statistics of US Businesses
- Bureau of Labor Statistics: New Jersey data
- BLS: Occupational Employment and Wage Statistics
- NJ Department of Labor: labor market information
- New Jersey Business Action Center
- US Small Business Administration: New Jersey district
- USA.gov: business resources
- OpenAI — GPTBot and OAI-SearchBot documentation
- Google — crawlers and user agents
- Retrieval-Augmented Generation (original paper)
- GEO: Generative Engine Optimization (research paper)
Want this done for your site?We build and maintain the search, content and paid programmes described on this page.
Get a free marketing proposal
Tell us what you are trying to grow and we will come back with a plan, not a pitch deck. Same-day reply on weekdays.
