Marketing glossary.

Twenty terms we use day to day, with plain-language definitions. Bookmark this page or share it with your team.

A–Z
AEO
Answer Engine Optimisation
The practice of structuring content so it can be cited and quoted by AI search interfaces — ChatGPT, Perplexity, Google AI Overviews — in addition to traditional search rankings.
AOV
Average Order Value
The mean amount spent per transaction. A key e-commerce metric: increasing AOV is often more profitable than increasing conversion rate.
Attribution
The process of assigning credit for a conversion to one or more marketing touchpoints. Different attribution models (last-click, first-touch, linear, data-driven) produce very different views of channel performance.
CAC
Customer Acquisition Cost
The total marketing and sales spend required to acquire one paying customer. Compared to LTV to assess unit economics.
CAPI
Conversions API
Server-side conversion tracking sent directly from your server to ad platforms (e.g. Meta CAPI), bypassing browser-based tracking limitations. Essential post-iOS-14.5.
CPM
Cost Per Mille
The cost per 1,000 ad impressions. The most fundamental media cost metric — how expensive is it to put your ad in front of people on this platform.
CRO
Conversion Rate Optimisation
The discipline of improving the percentage of site visitors who complete a desired action (purchase, lead, signup). Usually involves systematic testing of layout, copy, and flow.
CTR
Click-Through Rate
Percentage of people who see an ad and click it. Strong signal of creative performance and audience-message fit.
GA4
Google Analytics 4
Google's current analytics platform, replacing Universal Analytics. Event-based model designed for cross-platform measurement and privacy-aware tracking.
Hallucination
When an AI model confidently generates information that is plausible-sounding but factually incorrect. A major reliability concern for production AI deployments, mitigated through grounding, retrieval, and evaluation.
Incrementality
The actual additional revenue generated by a marketing channel that would not have occurred without it. Distinct from attributed revenue. Measured via geo holdouts or randomised tests.
KPI
Key Performance Indicator
A specific, measurable metric tied to a business objective. The best KPIs are leading indicators (predict the future) rather than lagging (describe the past).
Lighthouse
Google's open-source tool that scores web pages on performance, accessibility, SEO, and best practices. A 95+ score is a reasonable production target.
LTV
Lifetime Value
Total revenue (or profit) expected from a customer over the duration of the relationship. Should always exceed CAC by a healthy multiple (typically 3x+).
PMax
Performance Max
Google Ads' automated campaign type that uses AI to bid and place ads across Search, Display, YouTube, Discover, and Gmail. Powerful for e-commerce when fed clean signals.
Programmatic
Automated buying of digital ad inventory through real-time auctions. Most paid social and display advertising today is programmatic.
Retargeting
Showing ads to users who have already interacted with your brand (visited the site, added to cart, etc.). Typically the highest-ROAS segment of paid media.
ROAS
Return On Ad Spend
Revenue generated per dollar/dirham spent on advertising. Useful for relative comparison but should be paired with profit-based metrics (ROMI, contribution margin).
Schema markup
Structured data in JSON-LD format embedded in web pages, helping search engines understand and display content (e.g. rich snippets, knowledge panels, FAQ accordions in results).
UTM
Urchin Tracking Module
URL parameters (utm_source, utm_medium, utm_campaign, utm_content, utm_term) used to track the source of clicks landing on a site. The foundation of attribution.

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