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A marketing glossary, including the terms nobody agrees on

Most glossaries define a hundred terms with equal confidence. Several of these genuinely have competing definitions in active use, and a buyer comparing two agency proposals needs to know which ones, because the same word in two documents can mean two different things.

  • Plain written for a buyer
  • Honest where the industry disagrees
  • Linked to the work itself

Tell us what you need

A senior person reads this and replies within one working day. No call centre, no drip sequence.

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The stack we work in, the clients we keep

The platforms we build and run campaigns in, and the clients whose numbers we publish with their names on. HubSpot is the one partnership we claim; the rest are tools we use, not badges.

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Why this exists

The same word, two different meanings

Two agencies send proposals. Both mention SEM, both mention MQLs, and neither defines them. The proposals are not comparable and nothing on the page tells you that.

Where vocabulary costs money

  1. SEM means two different things

    Originally it covered everything you do to appear in search, paid and organic. The industry then narrowed it to mean paid search only. Both usages are in active circulation, so a proposal offering SEM may or may not include SEO.

  2. MQL is defined by whoever is being measured on it

    Marketing counts form fills. Sales counts people worth calling twice. Unless it is written down, the number in a report is not comparable to the number in anyone else's.

  3. Everything is a package

    Bronze, Silver and Gold describe nothing. Two agencies using identical tier names can differ by a factor of five in what is actually produced.

  4. Acronyms hide the scope

    A proposal dense with CRO, GEO, AEO, ABM and PLG is harder to compare than one written in sentences, and occasionally that is the point.

Start here

The four terms worth pinning down first

If you are comparing agency proposals, these four cause more confusion than everything else combined. Get a written definition of each before signing anything.

Search engine marketing

Two definitions are in active use. The original covers everything you do to appear on a search results page, paid and organic together. The narrowed one, now more common in agency usage, means paid search only. A proposal offering SEM may or may not include SEO, and the difference is most of the budget.

  • Ask explicitly whether SEO is inside or outside the SEM scope
  • Ask whether media spend is included in the quoted figure
  • We use the original definition and say so on the page
  • See our search engine marketing page for the scope we mean

Marketing and sales qualified leads

An MQL is a lead marketing considers ready to pass on. An SQL is one sales has accepted. Neither has a universal definition — they mean whatever the two teams agreed, and in most organisations they never did. That is why marketing reports four hundred leads and sales reports none worth calling.

  • Both should be defined in writing and signed by both teams
  • Ask what disqualifies a lead, not just what qualifies one
  • Ask what happens to the interested-but-not-ready group
  • See our sales and marketing alignment page

Three costs that are not the same

Cost per lead counts form fills. Cost per qualified lead counts leads worth working. Customer acquisition cost counts what it took to win an actual customer. Agencies usually report the first because it is the smallest and easiest number, and it is the least useful of the three.

  • CPL is a vanity number in almost every context
  • CPQL requires an agreed definition of qualified
  • CAC requires closed-loop data from your CRM
  • Ask which one appears at the top of the monthly report

And why two reports disagree

Attribution decides which channel gets credit for a sale. Every platform is generous to itself: Meta counts view-through conversions, Google counts within its own window, and your CRM counts what landed. All three can be honest and produce different numbers. If a platform claims more conversions than your business had in total, that is the explanation.

  • Platform-reported and CRM-reported numbers will differ
  • Neither is lying; they count different things
  • Manage against the CRM number
  • Ask what attribution window a proposal assumes

The rest

Terms that come up in Dubai agency conversations

Defined plainly, and flagged where the industry disagrees with itself.

SEO

Search engine optimisation. Everything done to earn a listing in search results rather than buy one. Usually split into on-page (the content and structure of a page), technical (whether search engines can crawl and index it), off-page (mostly links and mentions) and local (Google Business Profile and map results). For a Dubai service business, local is frequently the highest-return of the four.

PPC

Pay per click. The billing model where you pay only when somebody clicks, and now shorthand for paid search generally. Often used interchangeably with SEM, which is why both terms need pinning down in a proposal.

CRO

Conversion rate optimisation. Earning more from the traffic you already have, by finding where people leave and testing changes properly. The discipline it is most often confused with is redesign, which changes fifty things at once and teaches you nothing.

GEO

Generative engine optimisation. Work aimed at being cited as a source when an AI system composes an answer. About two years old as a named practice, so treat any claim of a proven methodology carefully.

AEO

Answer engine optimisation. Winning the direct answer itself — a featured snippet, a voice reply, an assistant's response. Overlaps GEO and is not the same thing, and Google returns entirely different results for the two terms.

ABM

Account-based marketing. Choosing the specific companies you want as customers and aiming everything at them, rather than generating leads broadly and filtering. Genuine ABM changes who you target, what you make and how you measure. If none of those changed, it is a campaign with a company name in the subject line.

PLG

Product-led growth. Letting people use the product before buying, so usage rather than a salesperson drives expansion. Works for products someone can get value from alone, and badly for anything needing implementation before it does anything.

LTV and payback

Lifetime value is what a customer is worth over the whole relationship. Payback period is how long it takes to earn back what you spent acquiring them. Payback is usually the more useful of the two, because it is a cash question and LTV involves predicting the future.

Impressions, reach and frequency

Impressions count times an ad was shown. Reach counts distinct people. Frequency is impressions divided by reach. On a market the size of the UAE, frequency climbs faster than most advertisers expect and it is the column nobody adds.

CTR

Click-through rate. Clicks divided by impressions. It describes the ad rather than the business, and optimising for it alone reliably produces headlines that mislead.

Core Web Vitals

Google's measures of real-world page experience: how fast the main content appears, how quickly the page responds, and how much it shifts while loading. Field data from real visitors is what counts, not a score from a developer's laptop.

Canonical tag

A signal telling search engines which version of a page is the original when several URLs show similar content. Quietly one of the most damaging things to get wrong on an e-commerce site.

Schema and structured data

Code that describes what a page contains in a machine-readable way. It does not improve rankings directly. It makes a page eligible for rich results and easier for AI systems to extract, both of which change how often people click.

Hreflang

Tags telling search engines which language and region version of a page to show. Easy to get subtly wrong and hard to notice — the symptom is the wrong language ranking in the wrong country.

Retargeting and remarketing

Advertising to people who have already interacted with you. Used interchangeably in practice. Worth capping by frequency and excluding people who have already bought, which is skipped often enough to be worth stating.

Lookalike audience

An audience a platform builds by finding people similar to a list you supply. The quality depends entirely on the quality of the source list, so a lookalike built from all past leads performs worse than one built from actual customers.

Conversions API

Server-side conversion tracking sent directly from your systems to an ad platform alongside the browser pixel. Recovers a meaningful share of signal lost to browser restrictions, and it is usually the highest-return technical work on an inherited advertising account.

Learning phase

The period after a campaign change while a platform's model gathers enough conversions to perform predictably. Editing a campaign restarts it, which is why accounts that get adjusted twice a week never stabilise.

Containment rate

In chatbots, the share of conversations resolved without a human. Worth treating carefully as a target, because a high rate achieved by refusing to escalate is a worse outcome than a low one.

Speed to lead

Time from an enquiry arriving to a genuine first contact attempt. One of the strongest predictors of conversion there is, almost never measured, and almost never anybody's responsibility.

Why us

Why a glossary that admits disagreement

Because the terms with competing definitions are the ones that cost money.

We flag where the industry disagrees

SEM, MQL and attribution genuinely have competing definitions in active use. A glossary that picks one and states it as settled is the least useful kind.

Written for a buyer, not for a student

Every definition is framed around what it means when it appears in a proposal, because that is where you will meet it.

Linked to the actual work

Each term connects to the page where that discipline is described in full, so a definition is a starting point rather than an endpoint.

Kept short deliberately

Terms that come up in real conversations here, rather than an A-to-Z padded to look comprehensive.

Start a projectIf a proposal you have received uses a term in a way that does not match this, that is worth asking about. Send it over and we will tell you what we think it means.

Industries

Proven results across sectors

Every number below is the count of case studies we have actually published in that sector, and the best result among them. Nothing is a counter.

Selected work

Work behind the vocabulary

Questions

About this glossary and how to use it

Short, because a glossary should mostly be the glossary.

Because they genuinely are used two ways. SEM is the clearest case: the original meaning covered paid and organic together, the industry narrowed it to paid only, and both are in active use. Presenting one as correct would make this page look more authoritative and would leave you worse off when comparing proposals.

Because completeness is not the point. These are the terms that actually appear in agency conversations in this market and that cause confusion when they do. A padded A-to-Z is easier to write and less useful to read.

Yes, freely. If it is useful for onboarding or for briefing a team who did not come from marketing, take it. Attribution is appreciated and not required.

Tell us and we will, if it comes up often enough to be worth defining. This page grows from the questions clients actually ask rather than from a list.

No, and if a proposal from anyone requires you to, that is a problem with the proposal. We write scopes in sentences. This page exists because other people do not.

No questions match — try another search.

Next step

Comparing two proposals that use the same words differently?

Send them over. We will tell you where the two scopes actually differ, whether or not either of them is ours.

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