# AIGuiderPRO

> Be the business AI recommends.

AI visibility measurement and growth work. Pricing is published. Statistics on this site carry a source and a date, or they are not published.

## Services

- [AI Marketing](https://aiguiderpro.com/services/ai-marketing/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [AI Visibility](https://aiguiderpro.com/services/ai-visibility/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Analytics](https://aiguiderpro.com/services/analytics/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Automation & CRM](https://aiguiderpro.com/services/automation-crm/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Conversion Optimization](https://aiguiderpro.com/services/conversion-optimization/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Ecommerce](https://aiguiderpro.com/services/ecommerce/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Lead Generation](https://aiguiderpro.com/services/lead-generation/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Revenue Growth](https://aiguiderpro.com/services/revenue-growth/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Social Media](https://aiguiderpro.com/services/social-media/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.
- [Web Development](https://aiguiderpro.com/services/web-development/): How the work runs What you own Every account, every dataset and everything we produce is yours, assigned outright rather than licensed. If the engagement ends, you keep all of it. Our agreements are rolling with thirty days notice.

## Knowledge base

- [Can we get incorrect information about our business removed from AI answers?](https://aiguiderpro.com/knowledge/can-we-remove-incorrect-ai-information/): Publish an unambiguous, well-structured correction on your own domain first. Correct third-party listings carrying the wrong information; corroboration across sources is what shifts the answer. Expect weeks to months, not days.
- [Do backlinks still matter for AI visibility?](https://aiguiderpro.com/knowledge/do-backlinks-still-matter/): An unlinked brand mention in an authoritative source can carry weight a low-quality link does not. Paid link schemes are worse than useless here — they produce no corroboration signal. Judge link work by whether a human would find the placement credible.
- [Do testimonials actually work?](https://aiguiderpro.com/knowledge/do-testimonials-actually-work/): Full name, role, and company. 'John S., CEO' reads as invented. A quote describing a specific outcome beats one praising the relationship. Three real testimonials beat twenty vague ones.
- [Does AI-written content get cited by AI systems?](https://aiguiderpro.com/knowledge/does-ai-written-content-get-cited/): Using AI for research and drafting support is not the problem; publishing unedited output is. Original evidence is the differentiator: your own data, your own testing, your own named practitioners. Fact-check every statistic before publishing regardless of who drafted it.
- [Does page speed affect AI visibility?](https://aiguiderpro.com/knowledge/does-page-speed-affect-ai-visibility/): The critical question is whether your content exists in the delivered HTML without JavaScript execution. Test by disabling JavaScript and reloading. Anything that disappears may be invisible to retrieval. Fix render integrity before optimising load time.
- [Does publishing frequency matter?](https://aiguiderpro.com/knowledge/does-publishing-frequency-matter/): Set a cadence you can sustain with your actual capacity, then hold it. Depth compounds; volume without depth dilutes topical clarity. Stopping entirely is worse than a slow cadence — decay continues either way.
- [Does social media affect AI visibility?](https://aiguiderpro.com/knowledge/does-social-media-affect-ai-visibility/): Reddit is disproportionately influential in several engines for recommendation-style prompts. Consistent business information across profiles strengthens entity disambiguation. Treat this as supporting work, not a primary channel.
- [How do we attribute traffic from AI assistants?](https://aiguiderpro.com/knowledge/how-do-we-attribute-ai-traffic/): Add a 'how did you hear about us' field with a free-text option. Watch branded search volume — it often rises before AI referral traffic becomes visible. Anyone claiming complete AI attribution is overstating what is measurable.
- [How do we improve conversions on mobile?](https://aiguiderpro.com/knowledge/how-do-we-improve-mobile-conversions/): Minimum 44px tap targets, and never place two close together. Set correct input types so the right keyboard appears. Check that error messages are visible without scrolling.
- [How do we track leads that come in by phone?](https://aiguiderpro.com/knowledge/how-do-we-track-phone-call-leads/): Keep the number format and NAP consistent everywhere for local search. Record call outcome, not just call volume — a tracked call that went nowhere is not a lead. For low volume, simply asking 'how did you find us' and logging it works well enough.
- [How do you build a prompt set?](https://aiguiderpro.com/knowledge/what-is-a-prompt-set-and-how-is-one-built/): Twenty to forty prompts is sufficient for a single-service business; multi-vertical companies need more. Include prompts where you would expect to lose, not only ones you expect to win. A set derived from a keyword tool measures something, but not what your buyers ask.
- [How long does AI visibility work take to show results?](https://aiguiderpro.com/knowledge/how-long-does-ai-visibility-work-take/): Technical fixes can show faster if content was previously unretrievable — that is a discovery problem, not an authority problem. Content and corroboration work is slower because it depends on third parties. Agree a falsification test at the outset so 'too early to tell' has a defined expiry.
- [How long should a blog post be?](https://aiguiderpro.com/knowledge/how-long-should-a-blog-post-be/): A 700-word post that fully answers one question beats a 2,500-word post that circles it. For AI extraction, the first 60 words matter more than the total. Judge by whether a reader could act afterwards, not by word count.
- [How many AI engines should we track?](https://aiguiderpro.com/knowledge/how-many-ai-engines-should-we-track/): Engine relevance is category-dependent — check where your buyers actually are before paying for coverage. Each engine cites differently, so results are not interchangeable between them. Adding an engine later is straightforward; the prompt set does not change.
- [How many fields should a contact form have?](https://aiguiderpro.com/knowledge/how-many-form-fields-should-we-use/): Name, email, and a free-text message is sufficient for most businesses. Add a 'how did you hear about us' field — it captures attribution tracking misses. Never ask for information you will not act on.
- [How many internal links should a page have?](https://aiguiderpro.com/knowledge/how-many-internal-links-per-page/): Descriptive anchor text matters more than volume — 'AI visibility measurement' beats 'click here'. A page receiving no internal links will underperform regardless of its quality. Links inserted purely for SEO read as such and reduce trust.
- [How many pages does a business website actually need?](https://aiguiderpro.com/knowledge/how-many-pages-does-a-website-need/): Add pages when there is a distinct question a distinct audience asks — not to hit a number. Thin pages created for coverage dilute topical clarity rather than building it. Depth on fewer pages consistently outperforms breadth across many.
- [How often should a business website be updated?](https://aiguiderpro.com/knowledge/how-often-should-we-update-the-website/): Service pages, pricing, and team pages need review whenever the underlying facts change. A redesign resets accumulated authority; an update compounds it. If the impulse to redesign comes from boredom rather than evidence, run a content audit first.
- [How often should AI visibility be measured?](https://aiguiderpro.com/knowledge/how-often-should-ai-visibility-be-measured/): Measure the same prompt set each time. Changing the set mid-programme invalidates every comparison you have. Take two baseline readings a week apart before starting, so you know what normal variance looks like. Re-verify the prompt set annually as buyer language shifts.
- [How should we compare two agency proposals?](https://aiguiderpro.com/knowledge/how-do-we-choose-between-agencies/): Ask both what they cannot control. An answer with no limits is a warning. Ask who does the work, and check whether those people are on the calls by week six. Ask what would tell them it is not working.
- [How should we measure content performance?](https://aiguiderpro.com/knowledge/how-do-we-measure-content-performance/): Traffic alone tells you almost nothing about commercial value. Track which pages appear in the path of closed deals, not just first or last touch. Give a piece at least two full quarters before judging it.
- [Should our site use www or not?](https://aiguiderpro.com/knowledge/should-we-use-www-or-not/): Set the preferred version in WordPress under Settings > General, and enforce it at the server level too. Change it once, early. Switching later means a site-wide redirect and a temporary dip. Check that internal links use the canonical form rather than relying on redirects.
- [Should the homepage explain everything we do?](https://aiguiderpro.com/knowledge/should-our-homepage-explain-everything/): Most visitors arrive on an interior page, not the homepage — depth belongs there. One primary action, repeated, beats six competing ones. Test by asking someone outside the business what you do after ten seconds on the page.
- [Should we add a chatbot to our website?](https://aiguiderpro.com/knowledge/should-we-use-a-chatbot/): Test your own widget outside business hours and see what happens. An honest automated message with a stated response time beats a fake live agent. Chat suits high-volume, low-complexity questions; it rarely suits considered B2B purchases.
- [Should we block AI crawlers?](https://aiguiderpro.com/knowledge/should-we-block-ai-crawlers/): Blocking is often accidental — security plugins and CDN rules block unknown user agents by default. Check your robots.txt and firewall logs for GPTBot, ClaudeBot, PerplexityBot, and Google-Extended. An explicit allowlist is more durable than relying on a blanket allow rule.
- [Should we delete old blog posts?](https://aiguiderpro.com/knowledge/should-we-delete-old-blog-posts/): Delete outright only when content is wrong, embarrassing, or legally problematic. Merging three thin posts into one substantial page usually beats all three. Always redirect the old URL to the closest equivalent, never to the homepage.
- [Should we publish our pricing?](https://aiguiderpro.com/knowledge/should-we-publish-pricing/): A range with the factors that move it is sufficient — an exact figure is not required. Hidden pricing is often a mechanism for pricing the buyer rather than the work. Cost questions are among the most common commercial prompts; having no answer means someone else supplies it.
- [Should we use a website builder or a custom build?](https://aiguiderpro.com/knowledge/should-we-use-a-website-builder/): Check the export path before you build. Proprietary platforms create lock-in regardless of intent. Many builders inject content client-side, which risks retrieval failure. The decision is reversible early and expensive later.
- [What counts as a trust signal?](https://aiguiderpro.com/knowledge/what-is-a-trust-signal/): Certification badges only help if the certification is real and checkable. Published pricing is one of the strongest and least used trust signals in B2B. An 'as seen in' row with no linked coverage actively damages credibility.
- [What is a canonical URL and when do I need one?](https://aiguiderpro.com/knowledge/what-is-a-canonical-url/): Most common causes of duplication: tracking parameters, trailing slashes, HTTP and HTTPS, and www versus non-www. Self-referencing canonicals on every page are good practice, not redundancy. A canonical is a hint, not a directive — search systems can ignore it if the signal conflicts with everything else.
- [What is a content audit?](https://aiguiderpro.com/knowledge/what-is-a-content-audit/): Export all URLs, add traffic and conversion data, then judge each page individually. Most audits find 20–40% of pages serve no purpose. Do this before commissioning new content, not after.
- [What is a falsification test in a marketing engagement?](https://aiguiderpro.com/knowledge/what-is-a-falsification-test/): It must be measurable inside the trial window and genuinely possible to fail. The test a vendor proposes tells you whether they are protecting the renewal. Without one, the decision to continue is made on rapport rather than evidence.
- [What is a fit filter and why publish one?](https://aiguiderpro.com/knowledge/what-is-a-fit-filter/): Be specific: budget floors, categories not served, situations where a different solution is correct. It reliably increases close rates by improving the mix rather than the volume. Buyers read it as honesty, and AI systems read it as clear scope definition.
- [What is a good bounce rate?](https://aiguiderpro.com/knowledge/what-is-a-good-bounce-rate/): Single-answer pages should have high bounce rates by design. Compare bounce against engagement time before treating it as a problem. A rising bounce rate on a commercial page is worth investigating; a high one on a reference page usually is not.
- [What is a pillar page?](https://aiguiderpro.com/knowledge/what-is-a-pillar-page/): The pillar answers the broad question; the cluster articles answer the specific ones. Internal links between them are what makes it a structure rather than a collection. Gaps in the cluster weaken the pillar, so plan the full set before publishing the first piece.
- [What is a reasonable website conversion rate?](https://aiguiderpro.com/knowledge/what-is-a-reasonable-conversion-rate/): A 'conversion' at one company is a purchase and at another a newsletter signup — the numbers are not comparable. Segment by traffic source before drawing conclusions; paid and organic rarely behave alike. Your own trend line is the only benchmark that reflects your actual situation.
- [What is a redirect chain and why does it matter?](https://aiguiderpro.com/knowledge/what-is-a-redirect-chain/): Keep every redirect to a single hop pointing at the final destination. Chains accumulate silently during migrations — audit after any URL change. 301 for permanent moves, 302 only when the original genuinely returns.
- [What is a skip link?](https://aiguiderpro.com/knowledge/what-is-a-skip-link/): It should be the first focusable element in the document. Visible on focus, hidden otherwise — never permanently hidden with display:none. Point it at the main content landmark, not the top of the page.
- [What is a UTM parameter?](https://aiguiderpro.com/knowledge/what-is-a-utm-parameter/): Agree a naming convention before anyone builds a link — inconsistent casing fragments reports. Never apply UTMs to internal links; it resets the original attribution. Document the convention somewhere everyone building links can find it.
- [What is an accessibility statement and do we need one?](https://aiguiderpro.com/knowledge/what-is-an-accessibility-statement/): State the standard you target — usually WCAG 2.1 AA — and be honest about gaps. Include a contact route for reporting barriers, and monitor it. A statement claiming full conformance you have not tested is worse than none.
- [What is an AI Presence Score?](https://aiguiderpro.com/knowledge/what-is-an-ai-presence-score/): Built from three inputs: citation frequency, position within the answer, and prompt coverage across the tracked set. Scores move when models update, independently of anything you change — which is why the trend matters more than any single reading. Any vendor publishing an industry benchmark for their own proprietary score has invented it. There is […]
- [What is an answer block?](https://aiguiderpro.com/knowledge/what-is-an-answer-block/): Avoid pronouns referring to earlier paragraphs — extraction removes the antecedent. State the answer first, then qualify. Never build to it. One block per question; multiple questions in one block make it unusable.
- [What is an orphan page?](https://aiguiderpro.com/knowledge/what-is-an-orphan-page/): Landing pages are often orphans deliberately — that is correct for single-goal campaign pages. Everything else should be reachable within three clicks of the homepage. Audit by crawling the site and comparing discovered URLs against the sitemap.
- [What is content decay and how do we handle it?](https://aiguiderpro.com/knowledge/what-is-content-decay/): Review your top twenty pages twice a year against current reality. Updating an existing page usually outperforms publishing a new one on the same topic. Change the visible date only when the content genuinely changed.
- [What is dark social and why does it distort reporting?](https://aiguiderpro.com/knowledge/what-is-dark-social/): B2B is disproportionately affected because buying committees share links internally. Self-reported attribution is the practical counterweight. Treat 'direct traffic' as an unknown bucket rather than as brand strength.
- [What is render integrity and why does it matter?](https://aiguiderpro.com/knowledge/what-is-render-integrity/): Test by disabling JavaScript and reloading the page. Accordion and tab content is the most common casualty — collapsed is fine, injected on click is not. This is a binary failure, not a degradation: the content either exists for retrieval or it does not.
- [What is speed to lead and why does it matter?](https://aiguiderpro.com/knowledge/what-is-speed-to-lead/): The foundational research (Oldroyd, MIT Sloan, 2007) found qualification odds dropped 21x moving from 5 to 30 minutes — old data, quoted with its date. It is usually the cheapest available improvement in the entire funnel. Measure it yourself by submitting your own form.
- [What is the difference between AEO and GEO?](https://aiguiderpro.com/knowledge/what-is-the-difference-between-aeo-and-geo/): In practice the technical work overlaps substantially — both depend on extractable, corroborated, retrievable content. The distinction matters most for measurement: extraction and citation are different observable events. Treat vendors using the terms interchangeably with mild caution.
- [What is topical authority?](https://aiguiderpro.com/knowledge/what-is-topical-authority/): Built through clusters: a pillar page plus supporting articles connected by deliberate internal links. Coverage gaps within a cluster weaken the whole structure. It transfers poorly between unrelated topics, which is why unfocused blogs underperform.
- [What makes a good service page?](https://aiguiderpro.com/knowledge/what-makes-a-good-service-page/): The fit filter is the element most often missing and the one that most improves enquiry quality. Lead with the definition — it is what AI systems extract and what buyers scan for. One service per page. Combined pages rank and convert worse than separate ones.
- [What makes content extractable by AI systems?](https://aiguiderpro.com/knowledge/what-makes-content-extractable/): Front-load the answer. Content that builds to a conclusion after 600 words of preamble is rarely extracted. One question per section, with the question as the heading. Avoid pronouns referring back to earlier paragraphs — an extracted passage loses its antecedent.
- [What should a monthly marketing report contain?](https://aiguiderpro.com/knowledge/what-should-a-monthly-report-contain/): If the first page is a list of deliverables completed, the reporting has drifted. Every metric needs a comparison point — prior period, baseline, or target. Negative findings should appear without being asked for.
- [What should a website brief contain?](https://aiguiderpro.com/knowledge/what-should-a-website-brief-contain/): Content responsibility is the most common cause of overrun — assign it explicitly by page. Specify that source files, accounts, and content transfer to you on completion. Agree what happens if the project ends mid-build.
- [What should image alt text say?](https://aiguiderpro.com/knowledge/what-should-image-alt-text-say/): 'Line chart showing AI-sourced sessions rising from 120 to 890 per month' beats 'chart'. Alt text is also an AI extraction surface — a well-written alt hands the finding over in citable form. Never stuff keywords; it degrades the experience for the people alt text exists to serve.
- [Where should calls to action go on a page?](https://aiguiderpro.com/knowledge/where-should-ctas-go-on-a-page/): One primary action per page, repeated — not several competing ones. Name the outcome rather than the mechanic: 'See published pricing' beats 'Learn more'. On long pages, place one after the first substantive section.
- [Why do AI answers differ between users asking the same question?](https://aiguiderpro.com/knowledge/why-do-ai-answers-differ-between-users/): This is why single spot-checks are worthless as measurement — one query is one sample of a distribution. Reliable measurement requires repeated sampling of the same prompts over time. It also means a competitor 'appearing above you' in one screenshot proves nothing.
- [Why do enquiries not convert into conversations?](https://aiguiderpro.com/knowledge/why-do-enquiries-not-convert/): Count the drop between plausible enquiries and real conversations — it is usually the largest leak. Five follow-up attempts is a reasonable standard; one is the common practice. Shared inboxes without routing mean nobody owns the enquiry.
- [Why does corroboration matter more than self-published claims?](https://aiguiderpro.com/knowledge/what-is-corroboration/): Directories, review platforms, industry bodies, and press all contribute. Inconsistent business details across sources actively weaken entity confidence. This is why citation-building resembles PR more than it resembles link building.
- [Why does keyboard navigation matter?](https://aiguiderpro.com/knowledge/why-does-keyboard-navigation-matter/): Tab through your homepage. Every interactive element should be reachable and visibly focused. Never remove focus outlines without providing a compliant replacement. Custom dropdowns and modals are where this most often breaks.
- [Why don't our analytics and CRM numbers match?](https://aiguiderpro.com/knowledge/why-do-analytics-and-crm-numbers-differ/): Compare the same date range and time zone before concluding anything. Consent tooling and ad blockers suppress analytics events but not CRM records. Investigate when the gap exceeds roughly 15% or changes suddenly.

## Glossary

- [Above the Fold](https://aiguiderpro.com/glossary/above-the-fold/)
- [AI Crawler Allowlist](https://aiguiderpro.com/glossary/ai-crawler-allowlist/)
- [Anchor Text](https://aiguiderpro.com/glossary/anchor-text/)
- [Answer Block](https://aiguiderpro.com/glossary/answer-block/)
- [Bounce Rate](https://aiguiderpro.com/glossary/bounce-rate/)
- [BreadcrumbList Schema](https://aiguiderpro.com/glossary/breadcrumb-schema/)
- [Buying Committee](https://aiguiderpro.com/glossary/buying-committee/)
- [Cache Invalidation](https://aiguiderpro.com/glossary/cache-invalidation/)
- [Call to Action](https://aiguiderpro.com/glossary/call-to-action/)
- [Canonical URL](https://aiguiderpro.com/glossary/canonical-url/)
- [Chunking](https://aiguiderpro.com/glossary/chunking/)
- [Citability](https://aiguiderpro.com/glossary/citability/)
- [Citation Share](https://aiguiderpro.com/glossary/citation-share/)
- [Consent Mode](https://aiguiderpro.com/glossary/consent-mode/)
- [Content Cluster](https://aiguiderpro.com/glossary/content-cluster/)
- [Content Decay](https://aiguiderpro.com/glossary/content-decay/)
- [Content Delivery Network](https://aiguiderpro.com/glossary/content-delivery-network/)
- [Content Pruning](https://aiguiderpro.com/glossary/content-pruning/)
- [Context Window](https://aiguiderpro.com/glossary/context-window/)
- [Contrast Ratio](https://aiguiderpro.com/glossary/contrast-ratio/)
- [Conversion Rate](https://aiguiderpro.com/glossary/conversion-rate/)
- [Core Web Vitals](https://aiguiderpro.com/glossary/core-web-vitals/)
- [Corroboration](https://aiguiderpro.com/glossary/corroboration/)
- [Crawl Budget](https://aiguiderpro.com/glossary/crawl-budget/)
- [Critical Rendering Path](https://aiguiderpro.com/glossary/critical-rendering-path/)
- [Cumulative Layout Shift](https://aiguiderpro.com/glossary/cumulative-layout-shift/)
- [Customer Acquisition Cost](https://aiguiderpro.com/glossary/customer-acquisition-cost/)
- [Dark Social](https://aiguiderpro.com/glossary/dark-social/)
- [DefinedTerm Schema](https://aiguiderpro.com/glossary/defined-term-schema/)
- [Edge Function](https://aiguiderpro.com/glossary/edge-function/)
- [Editorial Calendar](https://aiguiderpro.com/glossary/editorial-calendar/)
- [Embedding](https://aiguiderpro.com/glossary/embedding/)
- [Entity](https://aiguiderpro.com/glossary/entity/)
- [Entity Disambiguation](https://aiguiderpro.com/glossary/entity-disambiguation/)
- [Extractability](https://aiguiderpro.com/glossary/extractability/)
- [Falsification Test](https://aiguiderpro.com/glossary/falsification-test/)
- [FAQPage Schema](https://aiguiderpro.com/glossary/faq-schema/)
- [First-Party Data](https://aiguiderpro.com/glossary/first-party-data/)
- [First-Touch Attribution](https://aiguiderpro.com/glossary/first-touch-attribution/)
- [Fit Filter](https://aiguiderpro.com/glossary/fit-filter/)
- [Focus Indicator](https://aiguiderpro.com/glossary/focus-indicator/)
- [Form Abandonment](https://aiguiderpro.com/glossary/form-abandonment/)
- [Friction](https://aiguiderpro.com/glossary/friction/)
- [Friction Audit](https://aiguiderpro.com/glossary/friction-audit/)
- [Grounding](https://aiguiderpro.com/glossary/grounding/)
- [Hallucination](https://aiguiderpro.com/glossary/hallucination/)
- [Hreflang](https://aiguiderpro.com/glossary/hreflang/)
- [Hydration](https://aiguiderpro.com/glossary/hydration/)
- [In-DOM Content](https://aiguiderpro.com/glossary/in-dom-content/)
- [Interaction to Next Paint](https://aiguiderpro.com/glossary/interaction-to-next-paint/)
- [Internal Linking](https://aiguiderpro.com/glossary/internal-linking/)
- [Knowledge Graph](https://aiguiderpro.com/glossary/knowledge-graph/)
- [Large Language Model](https://aiguiderpro.com/glossary/large-language-model/)
- [Largest Contentful Paint](https://aiguiderpro.com/glossary/largest-contentful-paint/)
- [Last-Touch Attribution](https://aiguiderpro.com/glossary/last-touch-attribution/)
- [Lead Routing](https://aiguiderpro.com/glossary/lead-routing/)
- [Lifetime Value](https://aiguiderpro.com/glossary/lifetime-value/)
- [llms.txt](https://aiguiderpro.com/glossary/llms-txt/)
- [Marketing Qualified Lead](https://aiguiderpro.com/glossary/marketing-qualified-lead/)
- [Micro-Conversion](https://aiguiderpro.com/glossary/micro-conversion/)

## Resources

- [AEO vs SEO: what's actually different](https://aiguiderpro.com/resources/aeo-vs-seo/): When the first option wins SEO is the priority when your buyers search in short fragments, when your category rarely triggers AI answers, and when transactional queries drive your revenue. Non-AI-Overview queries are becoming more valuable, not less. When the second option wins AEO is the priority when buyers ask full questions, when your sales […]
- [Agency retainer vs buying the tooling yourself](https://aiguiderpro.com/resources/monthly-retainer-vs-in-house-tooling/): When the first option wins Buying the tooling wins when you already employ someone competent with capacity — the margin on interpretation is real, and paying for it twice is waste. When the second option wins A retainer wins when nobody internally will open the dashboard. An unused subscription is a total loss, not a […]
- [AI visibility tracking vs rank tracking](https://aiguiderpro.com/resources/ai-visibility-tracking-vs-rank-tracking/): When the first option wins Rank tracking wins where transactional short-tail queries drive revenue, where AI answers rarely trigger, and where you need a cheap daily signal. It is also far better understood, which matters when reporting to people who did not commission the work. When the second option wins AI visibility tracking wins where […]
- [ChatGPT vs Perplexity for buyer research](https://aiguiderpro.com/resources/chatgpt-vs-perplexity-for-business-research/): When the first option wins ChatGPT matters more by raw volume and for broad recommendation prompts where a buyer asks who they should consider. When the second option wins Perplexity matters more in research-heavy B2B categories and for buyers who want to verify sources — its citation prominence makes it the more traceable channel. Verdict […]
- [Content marketing vs paid advertising](https://aiguiderpro.com/resources/content-marketing-vs-paid-ads/): When the first option wins Paid wins when you need pipeline this quarter, when testing messaging quickly, and when unit economics already work at current conversion rates. When the second option wins Content wins when the sales cycle is long, when buyers research before contacting anyone, and when acquisition costs are rising faster than you […]
- [Freelancer vs agency](https://aiguiderpro.com/resources/freelancer-vs-agency/): When the first option wins A freelancer wins for episodic work, genuine single-discipline specialism, and buying senior judgement in small quantities — a fractional lead two days a month is an underused option. When the second option wins An agency wins when work spans disciplines, when continuity through holidays and illness matters, and when nobody […]
- [GEO vs AEO: two different targets](https://aiguiderpro.com/resources/geo-vs-aeo/): When the first option wins AEO matters more for direct informational questions with a single correct answer, where extraction is likely and citation is not required. When the second option wins GEO matters more for recommendation and comparison prompts, where the model synthesises across sources and citation is the only route into the answer. Verdict […]
- [Hiring a marketing specialist vs a generalist](https://aiguiderpro.com/resources/hiring-a-specialist-vs-generalist/): When the first option wins A generalist wins before you know which channel works. Testing six channels shallowly is the correct move when the answer is genuinely unknown, and a specialist would optimise a channel that may not matter. When the second option wins A specialist wins once one channel is clearly producing pipeline. At […]
- [In-house marketing vs agency](https://aiguiderpro.com/resources/in-house-vs-agency/): When the first option wins In-house wins when the work genuinely fills a role, institutional context is decisive, and the person stays. Knowledge compounds and stays with the business. When the second option wins An agency wins when you need five specialists at a half-day a week each — a shape you cannot hire — […]
- [Landing pages vs service pages](https://aiguiderpro.com/resources/landing-pages-vs-service-pages/): When the first option wins Service pages win for anything you want found. They accumulate authority, support internal linking, and are the pages AI systems retrieve when a buyer asks what a company does. When the second option wins Landing pages win for paid campaigns, specific offers, and any situation where a second link is […]
- [Rebuilding your website vs improving it](https://aiguiderpro.com/resources/rebuilding-vs-improving-your-website/): When the first option wins Rebuild when content is injected client-side and invisible to retrieval, when the platform blocks structured data or export, when the URL structure is unfixable, or when the site cannot be edited without a developer. When the second option wins Improve when the site is slow, ugly, poorly written, or badly […]
- [Retainer vs project pricing](https://aiguiderpro.com/resources/retainer-vs-project-pricing/): When the first option wins A retainer wins for measurement, publishing, campaign management, and optimisation — work that recurs monthly whether or not anything interesting is happening. When the second option wins Project pricing wins for website builds, migrations, audits, and rebrands — anything with a beginning, an end, and a definable deliverable. Verdict The […]
- [Structured data vs clearly written content](https://aiguiderpro.com/resources/structured-data-vs-clear-content/): When the first option wins Structured data wins where classification is genuinely ambiguous — events, products, recipes, local businesses — and where rich results are available in the SERP. It is also cheap once templated. When the second option wins Clear content wins almost everywhere else, and always wins when the two compete for budget. […]
- [WordPress vs Webflow for business websites](https://aiguiderpro.com/resources/wordpress-vs-webflow/): When the first option wins Webflow wins for design-led marketing sites with modest content volume, small teams without developer support, and projects where speed to launch dominates. When the second option wins WordPress wins for content-heavy sites, custom post structures, full schema control, and any situation where portability and ownership of the output matter. Verdict […]

## Pricing

- [Machine-readable pricing](https://aiguiderpro.com/pricing.md)