Concepts

The essential vocabulary of AI strategy and growth engineering, defined with precision and context

G
Go-to-Market Strategy

The plan for launching a product to market, defining target customers, messaging, channels, pricing, and competitive positioning.

beginner
Google Discover Optimization

Creating content optimized for Google's Discover feed, which surfaces articles to users based on interest signals rather than active searches.

intermediate
Gross Margin

Revenue minus cost of goods sold as a percentage of revenue, indicating how much profit remains after direct delivery costs for each dollar earned.

beginner
Gross Merchandise Value

The total value of goods sold through a marketplace platform before fees, returns, and cancellations are deducted.

intermediate
Gross Retention Rate

The percentage of recurring revenue retained from existing customers excluding expansion, measuring pure retention health.

intermediate
Growth Accounting

A framework breaking down revenue changes into new customers, expansion, contraction, and churn to understand growth composition.

advanced
Growth Accounting Framework

A detailed methodology for decomposing user or revenue growth into new, resurrected, retained, and churned components to identify true growth drivers.

advanced
Growth Ceiling Analysis

Estimating the maximum achievable growth within current channels and strategies to determine when new growth vectors are needed.

advanced
Growth Constraint Analysis

Identifying the single biggest bottleneck limiting growth at any given time and focusing resources on removing that specific constraint.

intermediate
Growth Experimentation

A systematic approach to testing hypotheses about growth levers through rapid, measured experiments to identify what moves key metrics.

intermediate
Growth Hacking

A data-driven marketing approach focused on rapid experimentation across channels and product development to find the most efficient ways to grow.

beginner
Growth Lever Mapping

Systematically identifying all possible inputs that could drive growth, then prioritizing them by potential impact and feasibility.

intermediate
Growth Loops

Self-reinforcing cycles where the output of one growth action becomes the input for the next, creating compounding rather than linear growth.

intermediate
Growth Marketing

A data-driven marketing approach focused on the full funnel from acquisition through retention, using experimentation to optimize each stage of the customer journey.

intermediate
Growth Mindset

Carol Dweck's concept that abilities can be developed through dedication and hard work, essential for startup culture.

beginner
Growth Model Building

Creating quantitative models that map the relationships between inputs like traffic, conversion rates, and retention to predict growth outcomes.

advanced
Growth Rate

The percentage increase in a key business metric over a specified period, most commonly applied to revenue, users, or traffic.

beginner
Growth Team

A cross-functional team combining engineering, marketing, design, and data skills focused on driving measurable growth through experimentation.

intermediate
I
ICE Scoring

A prioritization framework scoring growth experiments on Impact, Confidence, and Ease to efficiently allocate resources to highest-value tests.

beginner
IP Strategy for Startups

Protecting competitive advantages through patents, trademarks, trade secrets, and copyright while avoiding unnecessary legal costs.

intermediate
IPO Readiness

The preparation process for going public, including financial auditing, governance establishment, regulatory compliance, and investor relations infrastructure.

advanced
Inbound Marketing

Attracting customers through valuable content and experiences rather than interruptive advertising, building trust and organic traffic.

beginner
Incrementality Testing

Experiments measuring the true causal impact of marketing activities by comparing exposed and unexposed groups to isolate genuine lift from baseline behavior.

advanced
Incubator

An organization supporting early-stage startups with workspace, mentorship, and resources over an extended period to develop their business.

beginner
Indexation Management

Controlling which pages search engines include in their index using robots.txt, noindex tags, and sitemaps to ensure only valuable pages are indexed.

intermediate
Inference Optimization

Techniques for reducing the latency, cost, and resource consumption of running AI models in production, including batching, caching, and hardware acceleration.

advanced
Influencer Marketing Strategy

Partnering with individuals who have established audiences to promote products through authentic content, reviews, and endorsements.

intermediate
Influencer for Ai

Specialized influencer strategies and best practices optimized for ai companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Cybersecurity

Specialized influencer strategies and best practices optimized for cybersecurity companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Devtools

Specialized influencer strategies and best practices optimized for devtools companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Ecommerce

Specialized influencer strategies and best practices optimized for ecommerce companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Edtech

Specialized influencer strategies and best practices optimized for edtech companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Enterprise

Specialized influencer strategies and best practices optimized for enterprise companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Fintech

Specialized influencer strategies and best practices optimized for fintech companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Healthtech

Specialized influencer strategies and best practices optimized for healthtech companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Martech

Specialized influencer strategies and best practices optimized for martech companies, addressing unique audience behaviors and market dynamics.

intermediate
Influencer for Saas

Specialized influencer strategies and best practices optimized for saas companies, addressing unique audience behaviors and market dynamics.

intermediate
Innovation Accounting

A framework for measuring progress in innovative ventures using actionable metrics rather than vanity metrics to validate learning.

intermediate
Intellectual Property

Legal protections for creations of the mind including patents, trademarks, copyrights, and trade secrets that create competitive advantages.

intermediate
Intent-Based Marketing

Targeting customers based on demonstrated purchase intent signals rather than demographics, improving conversion rates and ad spend efficiency.

intermediate
Internal Linking Strategy

Deliberately structuring how pages link to each other within a site to distribute authority, guide crawlers, and help users discover related content.

intermediate
International SEO

Strategies for optimizing websites to reach audiences in multiple countries and languages, including domain structure, hreflang, and content localization.

advanced