AI & MARKETING
GLOSSARY.

An autonomous software system that can perceive its environment, make decisions, take actions, and pursue goals without requiring a human to initiate each step. Unlike chatbots, AI agents have persistent memory, tool access (email, CRM, calendar), and the ability to execute multi-step tasks independently.

The use of artificial intelligence to execute business processes without human involvement. AI automation goes beyond rule-based automation (which follows fixed if/then logic) by handling variable inputs, unstructured data, and decisions that require contextual judgment.

A conversational AI deployed on websites, messaging platforms, or SMS that can engage with users, answer questions, qualify leads, and take actions (like booking appointments). Modern AI chatbots use large language models and are trained on specific business context — far beyond simple FAQ bots.

An AI voice agent that can make and receive phone calls, conduct natural conversations, qualify leads, handle objections, and book appointments — indistinguishable from a human caller. AI callers are used for outbound prospecting, inbound handling, and follow-up sequences.

Meta's AI-driven campaign type that automatically manages audience targeting, ad placement, and budget allocation across Facebook and Instagram. Advantage+ campaigns use machine learning to find the most efficient path to conversions — outperforming manually targeted campaigns in most cases.

The total cost of acquiring one new customer, calculated by dividing total marketing and sales spend by the number of new customers acquired in a given period. CAC is one of the most important metrics in any business — if it exceeds customer lifetime value, the business model is broken.

The percentage of visitors or leads who take a desired action — purchasing, booking a call, signing up, etc. Website conversion rates typically range from 1–5%. AI chatbots, optimized landing pages, and faster lead response time all directly improve conversion rate.

Software that tracks all interactions with leads and customers — contact information, communication history, deal stage, and notes. A CRM is the data backbone of any automated marketing and sales system. Common CRMs: GoHighLevel, HubSpot, Salesforce, Follow Up Boss.

The systematic process of increasing the percentage of website visitors who complete a desired action. CRO techniques include A/B testing headlines and CTAs, heatmap analysis, session recording review, and landing page redesign.

The cost of 1,000 ad impressions. CPM is the standard pricing model for display and social media advertising. Rising CPMs (which have increased 40%+ since 2022) mean the same budget reaches fewer people — making creative quality and audience precision more important than ever.

The cost of acquiring one conversion — a lead, a booked call, a purchase, or a signed contract. CPA is more actionable than CPM or CPC because it connects ad spend directly to business outcomes.

Google's set of performance metrics that measure real-world user experience: Largest Contentful Paint (loading speed), Interaction to Next Paint (interactivity), and Cumulative Layout Shift (visual stability). Core Web Vitals directly impact Google search rankings.

Experience, Expertise, Authoritativeness, and Trustworthiness — Google's framework for evaluating content quality. Sites with demonstrable first-hand experience, credentialed expertise, industry authority, and trust signals (reviews, secure connections, clear authorship) rank higher in competitive search results.

An all-in-one CRM, marketing automation, and sales platform popular with marketing agencies. GHL includes CRM, email, SMS, landing pages, calendars, pipelines, and AI features — making it a common backbone for automated lead generation and nurture systems.

A structured data format used to communicate information about a webpage to search engines. JSON-LD markup enables Google to display rich results — FAQs, breadcrumbs, star ratings, and event information — directly in search results, improving click-through rates.

The process of building relationships with leads who aren't ready to buy immediately through consistent, value-driven communication over time. AI-powered lead nurture sequences deliver the right message at the right time based on prospect behavior — converting leads that would otherwise go cold.

The process of determining whether a lead has the budget, authority, need, and timeline to become a customer (BANT framework). AI chatbots and AI callers can qualify leads through natural conversation — routing hot leads to sales and cold leads to nurture.

The total revenue a business can expect from a single customer over the entire relationship. LTV must exceed CAC for a business to be profitable. Increasing LTV through retention automation, upsell sequences, and referral programs is often more profitable than acquiring new customers.

Google's fully automated campaign type that serves ads across all Google inventory: Search, Display, YouTube, Gmail, Maps, and Discover. Performance Max uses AI to optimize asset combinations, bids, and audiences — requiring strong asset variety and audience signal inputs to perform correctly.

Revenue generated for every dollar spent on advertising, calculated as (Revenue ÷ Ad Spend). A 4× ROAS means $4 in revenue for every $1 spent. For local service businesses, effective ROAS is often tracked at the job or contract level — a $100 lead cost on a $10,000 roofing job represents a 100× return.

Enhanced search results that display additional information — star ratings, FAQs, images, prices — directly in Google's search results page. Rich snippets are enabled through structured data (JSON-LD) markup and significantly improve click-through rates versus standard blue links.

Code added to a webpage that helps search engines understand the content and context of the page. Schema markup enables rich snippets, knowledge panels, and other enhanced search result features. Common types: Organization, FAQ, Article, BreadcrumbList, and AggregateRating.

An XML file that lists all pages on a website and communicates them to search engines. A sitemap helps Google discover and index pages faster — especially important for new sites and sites with many pages. Sitemaps are submitted through Google Search Console.

The process of optimizing a website's technical infrastructure — crawlability, site speed, mobile responsiveness, URL structure, schema markup, and Core Web Vitals — so search engines can efficiently discover, index, and rank the site's content.

A measure of how comprehensively a website covers a specific subject area. Search engines increasingly reward sites that demonstrate deep expertise in a narrow topic over sites that cover many topics superficially. Building topical authority requires systematically covering all subtopics in a niche.

The use of software to automatically execute a sequence of tasks based on defined triggers and conditions. Examples: automatically sending a welcome email when a lead signs up, updating a CRM record when a deal stage changes, or notifying a sales rep when a lead opens a proposal.