Reference

Marketing & AI Glossary

Authoritative definitions of the terms that matter in modern enterprise marketing, AI infrastructure, data engineering, advertising, and analytics. Maintained by Empire325 Marketing.

Marketing

Marketing Attribution

The practice of assigning credit for a conversion to specific marketing touchpoints across the customer journey.

Customer Acquisition Cost (CAC)

Total marketing and sales investment divided by new customers acquired in a period.

Customer Lifetime Value (LTV)

Total revenue (or gross profit) a single customer generates over the entire relationship.

Conversion Rate Optimization (CRO)

The systematic discipline of increasing the percentage of visitors who complete a desired action.

Search Engine Optimization (SEO)

The practice of optimizing websites to rank highly in organic search results.

Marketing Mix Modeling (MMM)

Statistical modeling that quantifies the incremental revenue contribution of each marketing channel.

E-E-A-T (Experience, Expertise, Authoritativeness, Trust)

Google's quality framework for ranking content based on real-world experience, expertise, authority, and trust.

Intent Data

Behavioral signals indicating buying intent, used to prioritize accounts and time outreach.

Marketing Automation

Software that executes repetitive marketing tasks automatically based on triggers and rules.

Lead Scoring

Assigning point values to leads based on attributes and behaviors to prioritize sales outreach.

Demand Generation

Marketing programs designed to create awareness and interest in a category before specific buying intent.

North Star Metric

The single metric that best captures the core value a product delivers to customers.

Product-Led Growth (PLG)

A go-to-market strategy where the product drives acquisition, expansion, and retention.

Weighted Pipeline

Sales pipeline value adjusted by stage-specific win probabilities.

Marketing Qualified Lead (MQL)

A lead deemed ready for sales follow-up based on demographic and behavioral criteria.

Sales Qualified Lead (SQL)

An MQL that sales has accepted as a real opportunity worth active pursuit.

Demand Capture

Marketing programs that convert existing buying intent into qualified leads.

1:1 Account-Based Marketing

Hyper-personalized marketing programs targeting a single named strategic account.

1:Few Account-Based Marketing

ABM programs targeting clusters of 5-50 accounts that share characteristics.

1:Many Account-Based Marketing

ABM programs treating large pools of accounts (100-1000+) with shared programmatic personalization.

Bombora Intent Data

Third-party intent data from a co-op of B2B publishers, surfacing accounts researching specific topics.

Marketing Operations (MOps)

The discipline of running the technology, process, and data infrastructure marketing depends on.

Revenue Operations (RevOps)

An organizational model unifying marketing ops, sales ops, and customer success ops under one revenue function.

Go-to-Market (GTM) Strategy

The plan defining how a company brings a product to market, including target customer, positioning, channels, and metrics.

Ideal Customer Profile (ICP)

The detailed definition of the customer type a business is best positioned to serve.

Buyer Persona

A research-based representation of a specific buyer role within target accounts.

Messaging Framework

The system of value propositions, positioning statements, and proof points that guide marketing communication.

Category Design

A market strategy that defines and dominates a new product category rather than competing in an existing one.

Competitive Positioning

How a company differentiates itself from competitors in the minds of buyers.

Win/Loss Analysis

Systematic analysis of why deals were won or lost, used to refine product, positioning, and sales process.

Marketing Funnel

A model of the customer journey from awareness through conversion and retention.

Growth Loops

A self-reinforcing growth model where each customer creates conditions for acquiring more customers.

Viral Coefficient (K-factor)

The average number of new users each existing user invites, indicating organic growth potential.

Activation Rate

The percentage of signups who reach a defined 'aha moment' indicating product value.

Freemium

A pricing model offering a free tier alongside paid tiers, designed to acquire users who later convert.

SEC Marketing Rule

Rule 206(4)-1 governing investment advisor marketing, effective November 2022, replacing the older Advertising and Cash Solicitation Rules.

Accredited Investor

An individual or entity meeting SEC income, net worth, or professional criteria, qualifying to invest in private securities.

Qualified Purchaser

An investor with $5M+ in investments meeting Investment Company Act criteria for unrestricted private fund participation.

Regulation D 506(c)

An SEC exemption permitting general solicitation of accredited investors for private securities offerings.

Property Performance Marketing

Real estate marketing measured by property-level financial outcomes — leasing velocity, revenue per door, stabilized NOI.

Revenue Per Door (RPD)

A multifamily real estate KPI measuring annualized revenue divided by total unit count.

Stabilized Net Operating Income (NOI)

A property's annualized operating income at full stabilized occupancy after lease-up — the key valuation input for income-producing real estate.

Multifamily Marketing

Real estate marketing for multifamily apartment properties, encompassing ILS, paid search, paid social, organic, and broker channels.

PropTech

Property technology — software and services serving real estate operators, owners, and consumers.

Demand Generation

The full suite of marketing activities that create awareness and interest in a product or service to build qualified pipeline.

Product-Led Growth (PLG)

A growth model where the product itself is the primary driver of customer acquisition, conversion, and expansion.

Go-to-Market (GTM)

The strategy and plan for bringing a product or service to market, including channels, positioning, and sales motion.

Ideal Customer Profile (ICP)

A detailed description of the company or individual most likely to become a successful, long-term, high-value customer.

Content Marketing

A marketing approach that attracts and retains customers through valuable, relevant content rather than direct advertising.

Email Marketing

Direct communication with prospects and customers via email to nurture relationships and drive conversions.

Thought Leadership

Content and positioning that establishes an individual or organization as an authoritative expert in their field.

Pillar Page

A comprehensive, authoritative web page that covers a broad topic in depth, linking to supporting cluster content.

Brand Authority

The degree to which a brand is recognized as a trusted, knowledgeable expert in its field by its target audience.

Inbound Marketing

A marketing approach that attracts prospects through valuable content and experiences rather than interruption advertising.

Annual Recurring Revenue (ARR)

The normalized, annualized value of subscription revenue — the primary top-line metric for SaaS businesses.

Marketing Qualified Lead (MQL)

A lead that has shown sufficient interest and fit to be forwarded to sales for follow-up, based on defined marketing criteria.

Net Revenue Retention (NRR)

The percentage of revenue retained from existing customers after churn, contraction, and expansion — including upsells.

Revenue Operations (RevOps)

The alignment of marketing, sales, and customer success operations, data, and processes to maximize revenue growth.

Sales Enablement

The process of providing sales teams with the content, training, and tools needed to effectively engage buyers and close deals.

Customer Success

The proactive function ensuring customers achieve their desired outcomes, driving retention and expansion revenue.

Sales Cycle

The series of steps a prospect moves through from initial contact to closed deal, measured in time and conversion rates.

Pipeline Velocity

A composite sales metric measuring how quickly revenue flows through the pipeline — deals × win rate × deal size ÷ sales cycle.

Account-Based Selling

A B2B sales approach where reps focus deeply on a defined set of target accounts with personalized outreach and multi-stakeholder engagement.

Land and Expand

A sales and growth strategy where initial deals are closed small, then expanded within the account over time.

Win Rate

The percentage of qualified opportunities that convert to closed-won deals.

General Solicitation

Publicly advertising a private securities offering to investors with whom no pre-existing relationship exists.

Hedge Fund Marketing

The practice of acquiring limited partners and building institutional investor awareness for hedge funds under SEC Marketing Rule and Regulation D compliance frameworks.

Third-Party Marketer (Fund)

An external marketing firm engaged by a hedge fund or private fund to perform investor acquisition and institutional outreach on behalf of the fund.

Investor Relations Marketing

The function combining investor communications, marketing, and capital-raising infrastructure for public companies and private funds.

Technical SEO

The optimization of a website's technical infrastructure — crawlability, indexability, site speed, and structured data — to improve search engine ranking.

On-Page SEO

The optimization of individual page content and HTML elements to rank for target keywords.

Link Building

The process of acquiring hyperlinks from external websites to improve domain authority and search rankings.

Domain Authority (DA)

A proprietary Moz metric (1-100) predicting a domain's likelihood of ranking in search results, based primarily on its backlink profile.

Crawl Budget

The number of pages Googlebot crawls on a site within a given timeframe — a limiting factor for large programmatic SEO sites.

E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness)

Google's quality evaluation framework assessing the experience, expertise, authoritativeness, and trustworthiness of web content and its creators.

Keyword Research

The process of identifying and prioritizing search terms that target audiences use, ranked by search volume, competition, and business relevance.

Search Intent

The underlying goal a searcher has when entering a query — informational, commercial, navigational, or transactional.

Topical Authority

A site's perceived depth of expertise on a subject, built by comprehensively covering all subtopics within a domain rather than targeting isolated keywords.

Featured Snippet

A summarized answer displayed in a box at the top of Google search results, drawn from a webpage — also called 'position zero'.

Local SEO

The practice of optimizing online presence to rank in local search results and Google Maps for geographically-targeted queries.

Backlink Profile

The complete set of external links pointing to a website, analyzed for quality, diversity, anchor text distribution, and spam signals.

Anchor Text

The clickable text of a hyperlink, which signals to search engines the topic and relevance of the linked page.

Landing Page Optimization (LPO)

The systematic process of improving landing page design, copy, and user experience to increase conversion rates.

Social Proof

Evidence that others have used and trusted a product or service — testimonials, reviews, case studies, client logos — used to reduce buyer hesitation.

Headless CMS

A content management system that decouples the content repository from the front-end presentation layer, delivering content via API to any frontend.

Jamstack

A web architecture using JavaScript, APIs, and Markup — pre-built static files served from CDNs for maximum performance, security, and scalability.

Accredited Investor

An individual or entity meeting SEC wealth or sophistication thresholds, legally permitted to invest in private securities offerings and alternative investments.

Family Office

A private wealth management advisory firm serving ultra-high-net-worth families, managing investments, tax, estate planning, and administration.

A large entity that invests on behalf of others — pension funds, endowments, insurance companies, sovereign wealth funds — representing the primary allocator pool for hedge funds and alternative investments.

Separately Managed Account (SMA)

An individually owned investment portfolio managed by a professional investment manager on behalf of a single investor, as an alternative to commingled fund structures.

Registered Investment Adviser (RIA)

An investment management firm or individual registered with the SEC (or state regulators) that provides investment advice to clients for compensation.

Due Diligence Questionnaire (DDQ)

A standardized document used by institutional investors and family offices to evaluate a hedge fund or investment manager's strategy, operations, risk management, and compliance.

Investor Portal

A secure online platform for fund managers to deliver performance reports, capital statements, tax documents, and investor communications to limited partners.

Placement Agent

A registered broker-dealer or firm engaged by a fund to raise capital from institutional investors, typically compensated via placement fees on committed capital.

Capital Raise

The process by which an investment fund solicits and closes capital commitments from new and existing investors.

AUM Growth Marketing

Marketing strategies designed to grow assets under management for investment managers through investor acquisition, retention, and referral programs.

Fund of Funds (FoF)

An investment vehicle that allocates capital across multiple underlying funds rather than directly into securities — providing diversification across managers and strategies.

Risk-Adjusted Return

An investment's return measured relative to the risk taken to achieve it — common metrics include Sharpe ratio, Sortino ratio, and Calmar ratio.

Total Addressable Market (TAM)

The total market demand for a product or service — the maximum revenue opportunity available if 100% market share were achieved.

Buyer Persona

A semi-fictional representation of an ideal customer based on research and data — used to guide marketing messaging, channel selection, and content strategy.

Value Proposition

A clear statement that explains how a product or service solves a customer problem, delivers specific benefits, and why it's better than the alternatives.

Competitive Moat

A durable structural advantage that protects a company's market position and profitability from competitive erosion.

Category Creation

A go-to-market strategy where a company defines and leads an entirely new market category rather than competing within an existing one.

Market Positioning

The process of defining how a brand is perceived relative to competitors in the minds of target customers.

Analyst Relations (AR)

The practice of managing relationships with industry analysts — Gartner, Forrester, IDC — to influence research reports, market evaluations, and buyer decision frameworks.

Market Segmentation

The process of dividing a market into distinct groups of buyers with different needs or behaviors to enable targeted marketing strategies.

Lead Scoring

A methodology for ranking prospects based on their perceived value and readiness to buy, using demographic and behavioral signals.

Sales Qualified Lead (SQL)

A prospect that has been reviewed and accepted by sales as meeting criteria for active sales pursuit — validated by both marketing and sales qualification.

Drip Campaign

An automated sequence of pre-written emails sent to prospects on a scheduled cadence based on triggers, time intervals, or behavioral signals.

Lead Magnet

A high-value content asset offered free in exchange for contact information — used to generate email subscribers and qualified leads.

Gated Content

Digital content accessible only after providing contact information through a form — used to generate leads while providing high-value resources.

User-Generated Content (UGC)

Content created by customers, users, or community members rather than the brand — reviews, testimonials, social posts — used as authentic social proof.

Editorial Calendar

A planning tool that schedules content production and publication across channels — blog, social, email, video — over a defined time horizon.

Content Syndication

The distribution of original content to third-party platforms and publications to reach new audiences beyond owned channels.

Podcast Marketing

Using podcasts as a marketing channel — hosting a branded podcast, securing guest appearances, or advertising on industry podcasts — to reach engaged audiences.

Webinar Marketing

Using live or on-demand online events to generate leads, educate prospects, and accelerate sales pipeline.

Earned Media

Coverage and visibility a brand receives organically through press coverage, social shares, reviews, and word-of-mouth — not paid or owned.

Owned Media

Marketing channels a brand controls directly — website, blog, email list, social profiles, podcast — that build long-term audience without ongoing media spend.

Content Audit

A systematic review of all existing content on a website to assess performance, quality, and alignment with current marketing strategy.

SEO Audit

A comprehensive evaluation of a website's technical SEO, on-page optimization, backlink profile, and content performance — identifying issues and opportunities.

Buyer Journey

The process a potential customer goes through from becoming aware of a problem to evaluating solutions and making a purchase decision.

Dark Funnel

The portion of the buyer journey that occurs in untrackable channels — word-of-mouth, private communities, peer conversations — before a prospect becomes an identifiable lead.

Event Marketing

The use of live events — conferences, trade shows, webinars, hosted dinners, roadshows — as a marketing channel to build relationships, generate leads, and accelerate pipeline.

Brand Awareness

The extent to which target audiences recognize and recall a brand — a top-of-funnel metric that predicts long-term market share and inbound lead flow.

Employee Advocacy

A program that encourages employees to share company content, expertise, and culture on their personal social media accounts — amplifying brand reach authentically.

Content Strategy

The planning, creation, distribution, and governance of content to achieve defined business objectives across all marketing channels.

Influencer Marketing

Partnering with individuals who have established credibility and audiences within a target market to promote a brand's products or services.

Customer Retention

The ability to keep existing customers engaged and renewing over time — a core growth lever since retaining a customer costs 5-7× less than acquiring a new one.

Growth Hacking

A data-driven, experiment-first approach to finding scalable growth levers — testing unconventional acquisition, activation, retention, and referral strategies rapidly.

Brand Identity

The visible and communicable elements that define how a brand presents itself — logo, colors, typography, voice, and visual system — creating consistent recognition across touchpoints.

Press Release

A formal written statement distributed to media outlets announcing newsworthy company developments — funding, partnerships, product launches, or leadership changes.

Media Outreach (PR)

The proactive practice of building relationships with journalists, editors, and media contacts to secure press coverage for a brand.

Social Media Strategy

A plan defining which social media platforms to use, what content to create, and how to engage audiences to achieve specific marketing objectives.

Influencer Outreach

The process of identifying and contacting content creators, industry experts, and online communities to propose collaborations, content placements, or partnerships.

AI & Machine Learning

Large Language Model (LLM)

A neural network trained on massive text corpora to understand and generate human language.

Retrieval-Augmented Generation (RAG)

An AI architecture combining LLM generation with real-time retrieval from external knowledge sources.

AI Agent

An autonomous LLM-based system that plans, takes actions via tools, and accomplishes multi-step goals.

Fine-Tuning

Adapting a pretrained foundation model to specific tasks or domains via additional training.

Prompt Engineering

The practice of designing inputs to LLMs to elicit accurate, consistent, useful outputs.

Vector Database

A database optimized for storing and querying high-dimensional embeddings used in AI applications.

Search Generative Experience (SGE)

Google's AI-powered search results that synthesize answers from multiple sources at the top of the SERP.

Generative Engine Optimization (GEO)

The discipline of optimizing content to rank in AI assistants (ChatGPT, Claude, Perplexity, Gemini).

Vector Search

Searching documents by semantic similarity using high-dimensional embedding vectors.

AI Search Optimization (AISO)

The practice of making content discoverable and citable by AI assistants like ChatGPT, Claude, Perplexity, and Gemini.

Vector Database

A database designed to store and query high-dimensional embedding vectors for similarity search and AI applications.

Embedding (AI)

A dense numerical vector representation of text, images, or other data that captures semantic meaning.

Context Window

The maximum amount of text (tokens) an LLM can process in a single input-output interaction.

AI Hallucination

When an AI model generates plausible-sounding but factually incorrect or fabricated information.

AI Agent

An autonomous LLM-based system that plans, uses tools, and completes multi-step tasks without continuous human guidance.

Function Calling (LLM)

An LLM capability enabling structured tool invocation by generating JSON parameters matching predefined schemas.

LLM Evaluation

The systematic measurement of LLM outputs for accuracy, safety, consistency, and task performance.

Multimodal AI

AI systems that process and generate multiple modalities — text, images, audio, and video — within a single model.

LLMOps

The operational practice of deploying, monitoring, and continuously improving large language model systems in production.

Model Context Protocol (MCP)

Anthropic's open protocol for connecting AI assistants to external tools, data sources, and APIs through a standardized interface.

llms.txt

A proposed standard file that helps AI systems discover and understand a website's content in a machine-readable format.

Structured Outputs (LLM)

LLM responses constrained to produce valid JSON, XML, or other structured formats matching a predefined schema.

Semantic Search

Search that understands the meaning and intent behind a query, not just keyword matches.

Knowledge Graph

A graph-structured database representing entities and their relationships for AI reasoning and search.

Natural Language Processing (NLP)

The AI field concerned with enabling computers to understand, interpret, and generate human language.

Generative AI

AI systems that create new content — text, images, audio, video, code — rather than just classifying or retrieving existing data.

Zero-Shot Learning

An LLM's ability to perform tasks it was never explicitly trained on, using only natural language instructions.

Few-Shot Learning

Providing an LLM with a small number of examples in the prompt to demonstrate the desired output format or behavior.

Chain-of-Thought Prompting

A prompting technique that asks LLMs to reason step-by-step before producing a final answer, improving accuracy on complex tasks.

Token (AI)

The basic unit LLMs process — roughly 0.75 words in English — used to measure model inputs, outputs, and API costs.

Grounding (AI)

Connecting AI outputs to verifiable external sources to reduce hallucination and increase factual accuracy.

AI Overview (AIO)

Google's AI-generated summary displayed at the top of search results that synthesizes answers from multiple web sources.

Answer Engine Optimization (AEO)

The practice of structuring content to be surfaced and cited as answers by AI-powered answer engines — Perplexity, ChatGPT, Gemini, and Google's AI Overviews.

Perplexity AI Optimization

Structuring web content to be discovered, cited, and prominently featured within Perplexity AI's answer results.

Citation Optimization (AI)

The practice of structuring content to maximize brand citations within AI-generated answers across LLMs and answer engines.

Fine-Tuning (AI)

The process of training a pre-trained AI model on domain-specific data to improve performance on specialized tasks.

Prompt Engineering

The practice of crafting inputs to AI language models to elicit accurate, relevant, and useful outputs.

Content Intelligence

AI-powered analysis of content performance, gaps, and opportunities to inform data-driven content strategy.

Data & Engineering

Data Warehouse

A centralized repository of structured, integrated data from multiple sources, optimized for analytics.

ETL and ELT

Patterns for moving data from sources to analytical stores: ETL transforms before loading; ELT loads first.

First-Party Data

Customer data a company collects directly from its own properties, apps, and interactions.

Customer Data Platform (CDP)

Software that unifies customer data from multiple sources into persistent, accessible profiles.

Reverse ETL

Operationalizing data warehouse insights by syncing them back into business tools and SaaS platforms.

Headless CMS

A content management system that exposes content via APIs, decoupled from presentation.

Headless Commerce

An e-commerce architecture decoupling the storefront from the backend platform via APIs.

Next.js

A production-grade React framework supporting server-side rendering, static generation, and edge runtime.

Static Site Generation (SSG)

Building all HTML at deploy time so pages serve from CDN edge with sub-100ms TTFB.

Consent Mode v2

Google's API for transmitting user consent state to GA4, Ads, and other Google services.

Server-Side Tagging

Routing analytics and ad-platform events through a server-side container for accuracy and privacy.

Edge Rendering

Server-side rendering at CDN edge nodes for sub-50ms response times globally.

Incremental Static Regeneration (ISR)

A Next.js pattern that combines SSG performance with dynamic content updates without full rebuilds.

Headless Architecture

An architecture pattern decoupling backend systems from the frontend via APIs.

Conversion API (CAPI)

Server-to-server APIs (Meta CAPI, Google Enhanced Conversions) that transmit first-party conversion data to ad platforms.

REST API

An architectural style for web APIs based on HTTP methods, resources, and stateless requests.

GraphQL

A query language for APIs that returns exactly the requested fields in a single request.

Feature Flags

Configuration mechanism allowing features to be toggled on/off in production without code deploys.

API Rate Limiting

Restricting the number of API requests a client can make in a given time window.

Enterprise Data Transformation

The strategic initiative to rebuild fragmented enterprise data systems into a unified architecture and single source of truth.

Modern Data Stack

The cloud-native suite of best-of-breed tools for ingestion, storage, transformation, BI, and reverse ETL.

dbt (Data Build Tool)

A SQL-based transformation framework for the modern data stack that brings software engineering practices to analytics.

Composable CDP

A CDP architecture built directly on the data warehouse using best-of-breed components instead of a packaged product.

Data Warehouse

A centralized repository optimized for analytical queries across large volumes of structured historical data.

ELT Pipeline

Extract, Load, Transform — a data pipeline pattern where raw data is loaded into the warehouse before transformation.

Reverse ETL

The process of syncing transformed data warehouse outputs back to operational business tools like CRMs and ad platforms.

Data Lakehouse

An architecture combining the low-cost storage of data lakes with the structure and query performance of data warehouses.

Semantic Layer

A business-logic translation layer that maps raw warehouse data to consistent, business-readable metrics and dimensions.

Customer Data Platform (CDP)

A system that creates unified customer profiles from multiple data sources, accessible to other marketing tools.

Identity Resolution

The process of matching data from multiple sources to create a single, unified customer profile across devices and channels.

Server-Side Tagging

Moving marketing and analytics tracking from browser JavaScript tags to a controlled server-side environment.

First-Party Data

Data collected directly from your own customers and website visitors, owned and controlled by your organization.

Data Clean Room

A privacy-safe environment where multiple parties can analyze combined datasets without sharing raw data.

Consent Management Platform (CMP)

Software that manages user consent for data collection, enabling GDPR, CCPA, and other privacy law compliance.

Third-Party Cookie Deprecation

The industry-wide elimination of cross-site tracking cookies, reshaping digital advertising and measurement.

Event Streaming

Real-time processing of continuous streams of events — user actions, system updates, or data changes — as they occur.

Data Governance

The framework of policies, standards, and accountability for managing data quality, access, and compliance.

Zero-Party Data

Data customers intentionally and proactively share with a brand — preferences, purchase intent, and self-reported information.

Data Enrichment

The process of augmenting existing customer records with additional data from external sources to improve segmentation and targeting.

Audience Segmentation

Dividing a customer or prospect base into distinct groups based on shared characteristics for targeted marketing.

Contact Enrichment

The process of appending additional data points — firmographic, technographic, demographic — to CRM contact and company records using third-party data providers.

Social Listening

Monitoring social media channels and online conversations for brand mentions, competitor activity, and industry discussions to inform marketing strategy.

Multi-Touch Attribution (MTA)

A measurement methodology that assigns fractional credit to each marketing touchpoint in the customer journey — moving beyond last-click to understand full-funnel contribution.

Tag Management System (TMS)

A platform that allows marketers to deploy and manage marketing tracking pixels and JavaScript tags without requiring engineering changes for each addition.

UTM Parameters

URL query string tags that identify the source, medium, campaign, and other attributes of web traffic for accurate analytics attribution.

Data Activation

The process of moving data from storage systems into marketing and sales platforms to power targeting, personalization, and outreach — typically via reverse ETL.

Data Observability

The ability to monitor the health, freshness, quality, and lineage of data across a data stack — detecting and resolving data issues before they impact downstream decisions.

API Integration

The connection of software applications via APIs to enable automated data exchange, workflow automation, and cross-platform functionality.

Webhook

An automated HTTP callback that sends real-time data to a specified URL when a trigger event occurs — enabling event-driven integrations between software systems.

Attribution Model

A rule or algorithm that determines how credit for a conversion is assigned to different marketing touchpoints in the customer journey.

Advertising

Performance Max (PMax)

Google's automated, all-channel campaign type that uses AI to optimize across Search, Display, YouTube, Discover, Gmail, and Maps.

Account-Based Marketing (ABM)

A B2B marketing strategy focused on identifying, engaging, and converting specific high-value accounts.

Programmatic Advertising

Automated buying and selling of digital ad inventory using software, real-time bidding, and audience data.

Incrementality Testing

Measuring whether marketing actually drove additional conversions versus what would have happened without it.

Programmatic Advertising

Automated, technology-driven buying and selling of digital advertising inventory in real time.

Demand-Side Platform (DSP)

Technology that enables advertisers to buy digital ad inventory across exchanges and publishers through a unified interface.

Return on Ad Spend (ROAS)

Revenue generated per dollar of advertising spend — a campaign-level efficiency metric.

Account-Based Marketing (ABM)

A B2B strategy targeting specific high-value accounts with personalized marketing campaigns rather than broad demand generation.

Intent Data

Behavioral signals indicating when a prospect is actively researching a product, solution, or topic.

Incrementality Testing

Experiments that measure the true causal impact of advertising by comparing exposed and unexposed groups.

Lookalike Audience

A targeting method that finds new prospects who share behavioral and demographic characteristics with your best existing customers.

Retargeting

Serving ads to users who previously visited your website or interacted with your brand, based on tracking data.

Connected TV (CTV)

Advertising served on internet-connected television screens through streaming apps and smart TV platforms.

Performance Max (PMax)

Google's AI-driven campaign type that automatically places ads across all Google channels using machine learning optimization.

Cost Per Mille (CPM)

The cost of one thousand advertising impressions — the standard pricing unit for display, video, and awareness campaigns.

Dark Social

Website traffic from private sharing — chat apps, email, SMS — that appears as direct traffic in analytics, with no referral source.

Attribution Window

The time period after an ad interaction during which a subsequent conversion is credited to that ad.

Media Mix Modeling (MMM)

A statistical technique quantifying each marketing channel's revenue contribution using aggregate spend and outcome data.

Geo-Lift Test

An incrementality experiment that measures advertising's causal impact by comparing markets where ads run versus markets where they don't.

Frequency Capping

Limiting how many times an individual user sees the same advertisement within a given time period.

Native Advertising

Paid advertising that matches the form, feel, and format of the surrounding editorial content to reduce disruption.

Affiliate Marketing

A performance-based marketing model where publishers earn a commission for driving traffic or sales to an advertiser.

Cost Per Click (CPC)

The price paid each time a user clicks on a paid digital advertisement — the primary billing model for search and social advertising.

Cost Per Lead (CPL)

The average cost of generating one qualified lead through marketing activities — calculated as total spend ÷ total qualified leads generated.

Display Advertising

Visual banner and rich media ads served across websites, apps, and digital platforms — used primarily for brand awareness and retargeting.

Quality Score (Google Ads)

Google's 1-10 rating of the quality and relevance of your keywords, ads, and landing pages — directly affecting ad cost and position in the auction.

Contextual Advertising

Ad targeting based on the content of the webpage being viewed rather than user behavioral data — gaining importance as third-party cookies deprecate.

Ad Fraud

Invalid traffic and fraudulent activity that generates false ad impressions or clicks without real human intent — draining advertising budgets without delivering legitimate reach.

Brand Safety

Measures taken to ensure digital ads do not appear adjacent to content that could damage brand reputation — hate speech, misinformation, controversial news.

Dayparting (Ad Scheduling)

Adjusting ad bids or pausing ads at specific hours of the day or days of the week based on when target audiences are most active or conversion rates are highest.

Frequency Capping

A setting that limits how many times a specific user sees the same ad within a defined time period — balancing brand recall against ad fatigue.

Paid Media

Any marketing channel where visibility is purchased — search ads, social ads, display, sponsorships, and content syndication.

IP Targeting

Digital advertising that uses IP addresses to serve ads to users at specific company offices or locations — enabling account-based advertising without cookies.

LinkedIn Advertising

Paid advertising on LinkedIn using its professional targeting capabilities — job title, company, industry, seniority, skills — to reach B2B decision-makers.