409A Valuation
A 409A is an independent appraisal of a private company's common stock fair market value, required by U.S. tax law before issuing stock options to employees.
98 startup terms defined — from MVP to burn rate, cap table, and venture capital.
A 409A is an independent appraisal of a private company's common stock fair market value, required by U.S. tax law before issuing stock options to employees.
A/B testing splits traffic between two variants to measure which performs better. A guide to running valid experiments with statistical significance.
Accounts receivable is money owed to your company by customers. Accounts payable is money your company owes to vendors and suppliers.
An acqui-hire is an acquisition where the buyer's primary goal is to hire the target company's team, not acquire its product.
The % of new users who reach your product's core value moment within a defined window. The most predictive early-stage metric for long-term retention.
A multi-step AI process where a model autonomously plans, uses tools, and executes tasks without human input at each step.
An AI agent is a system that uses an LLM to autonomously plan, make decisions, use tools, and take actions to complete a goal.
The challenge of ensuring AI systems behave in ways that match human intentions, values, and goals.
When an AI model generates confident-sounding but factually incorrect or fabricated information.
An AI wrapper is a product built on top of a foundation model API with a custom UI, workflow, or niche focus, rather than novel AI model development.
An angel investor funds early-stage startups with personal capital for equity, typically before VCs participate. Many are former founders or operators.
ACV is the average annualized revenue per customer contract, excluding one-time fees. A core B2B SaaS metric for measuring deal size and forecasting revenue.
ARR is the annualized value of all active subscriptions. It is the primary top-line metric for SaaS companies and a key signal for fundraising readiness.
Bootstrapping means building a startup using personal savings and revenue, without external investors. Founders retain full ownership and control.
A bridge round is a small financing to extend a startup's runway until a larger funding round or key milestone is reached.
Burn rate is the monthly rate at which a startup spends cash. It determines how much runway remains before the company must raise more money or turn profitable.
CAC is the total cost to acquire a new customer, including all sales and marketing spend. A core unit economics metric for evaluating business viability.
A cap table tracks who owns what in a startup - founders, investors, and employees - and how ownership changes across funding rounds.
Churn rate is the percentage of customers or revenue a business loses over a given period. The most important retention metric for any subscription business.
Anthropic's agentic CLI tool that gives Claude full access to your codebase, enabling multi-file edits, terminal commands, and autonomous coding tasks.
A method of grouping users by a shared trait—typically signup date—and tracking their behavior over time to reveal retention trends.
A competitive moat is a durable advantage that protects a startup's market position from competitors. Network effects and switching costs are the strongest.
The maximum amount of text an LLM can process in a single interaction - inputs plus outputs combined.
CRO is the practice of increasing the percentage of visitors who complete a desired action on your site, using testing and data.
A convertible note is short-term startup debt with interest and a maturity date that converts into equity when a future priced round closes.
A Chinese AI lab and open-source model family that trained frontier-level LLMs at a fraction of Western competitors' reported costs.
A startup is default alive if its revenue growth will reach profitability before cash runs out. Coined by Paul Graham in 2015.
A down round occurs when a startup raises capital at a lower valuation than its previous round, triggering dilution and anti-dilution.
The structured investigation an investor conducts before closing a deal, covering financials, legal, product, team, and market validity.
EBITDA measures a company's operating profitability before interest, taxes, depreciation, and amortization - a proxy for core business cash generation.
A numerical vector that represents the meaning of text, enabling AI to compare and retrieve semantically similar content.
Equity dilution occurs when a startup issues new shares, reducing existing shareholders' ownership percentage. It happens at every funding round.
An ESOP is a reserved pool of equity set aside to grant stock options to employees, advisors, and early hires as non-cash compensation.
Expansion MRR is additional monthly recurring revenue from existing customers via upgrades or seat additions - the engine behind net negative churn in SaaS.
A feature flag is a code switch that enables or disables a feature at runtime without deploying new code, enabling safer releases and gradual rollouts.
Fine-tuning adapts a pre-trained LLM to a specific task or domain by continuing training on a curated dataset of examples.
A foundation model is a large AI model trained on broad data at scale, designed to be adapted to many downstream tasks rather than one specific use case.
Good leaver and bad leaver clauses define how a departing employee's unvested and vested equity is treated based on why they left.
Revenue minus Cost of Goods Sold, divided by revenue. The foundational profitability metric that drives SaaS valuation multiples and unit economics.
A discipline of rapid, low-cost experimentation across product and marketing channels to find scalable, repeatable growth levers.
The growth curve every investor wants to see - flat for a long time, then a sudden exponential rise that resembles a hockey stick.
Inference is the process of running a trained AI model on new inputs to generate predictions or outputs, as opposed to training the model on data.
An IPO is when a private company first sells shares to the public on a stock exchange, providing liquidity and access to large capital pools.
The pattern of initial losses or decline before growth - common in VC fund returns, startup unit economics, and post-investment metrics.
An LLM is a deep learning model trained on massive text datasets to generate, summarize, translate, and reason with human language.
A Letter of Intent is a non-binding document expressing intent to enter an agreement, used in B2B sales and M&A transactions.
The right of preferred investors to be paid back before common shareholders in a liquidation or sale event, protecting downside.
LTV is the total revenue a business expects from a customer over their lifetime. The key metric for justifying acquisition spend and evaluating unit economics.
The LTV:CAC ratio measures how much lifetime value you earn per dollar spent acquiring a customer. A 3:1 ratio is the SaaS benchmark.
MRR is the total recurring subscription revenue a SaaS company earns each month. It is the operational heartbeat metric for tracking short-term growth.
AI models that can process and generate multiple types of data - text, images, audio, and video - within a single system.
An MVP is the simplest version of a product that allows a startup to test its core value hypothesis with real users and gather validated learning.
NPS measures customer loyalty on a 0–10 scale, producing a score from -100 to +100. A leading indicator of retention and referral growth for startups.
The North Star Metric is the single number that best captures the core value a product delivers to customers and predicts long-term sustainable growth.
NRR measures how much recurring revenue is retained and grown from existing customers. Above 100% means the company grows revenue without any new customers.
AI models whose weights, architecture, and training details are publicly released - enabling free use, modification, and self-hosting.
An open-source, local-first AI agent platform that integrates with 20+ messaging apps and runs entirely on your own devices.
Months to recover the cost of acquiring a customer from that customer's gross profit contribution. Best-in-class SaaS is under 12 months.
A PIP is a formal document that outlines an employee's performance gaps and sets a time-bound plan to correct them before termination.
A structured course correction that changes a startup's strategy while preserving validated learning from prior experiments.
Pre-money valuation is a company's value before investment. Post-money adds the investment amount. Both determine investor ownership.
A pre-seed round is the earliest startup funding stage, covering idea to prototype. Check sizes range from $100K to $1M from angels and micro-VCs.
The right of an investor to participate in future funding rounds to maintain their ownership percentage in the company.
Product-led growth is a go-to-market strategy where the product itself drives user acquisition, conversion, and retention without a traditional sales team.
Product-market fit is the degree to which a product satisfies strong market demand - when a startup finds an audience that genuinely needs what it has built.
Prompt engineering is the practice of crafting LLM inputs to reliably produce accurate, useful, and correctly formatted outputs for a given task.
Alibaba's open-source large language model family - multilingual, high-performing, and available in sizes from 0.5B to 72B parameters.
A referral program rewards existing users for bringing in new customers. Learn how double-sided incentives, viral coefficients, and real examples work.
RAG is an AI architecture that combines a retrieval system with an LLM, giving the model access to external knowledge at query time.
Revenue-based financing gives startups capital in exchange for a percentage of future revenue, with no equity dilution and no fixed monthly payments.
Growth rate % plus EBITDA margin % must equal or exceed 40. The single metric VCs use to balance SaaS growth against profitability efficiency.
Runway is how many months a startup can operate before running out of cash. It defines the time to reach the next milestone or close the next funding round.
A SAFE lets investors fund startups in exchange for future equity, with no interest rate or maturity date. Created by Y Combinator in 2013.
A growth model where the sales team drives acquisition and conversion - the dominant motion for high-ACV B2B products and complex enterprise deals.
A seed round is a startup's first institutional funding, used to validate the product, build the core team, and reach the traction needed for a Series A.
A Series A is the first major priced VC round, raised after a startup shows product-market fit and consistent growth. It funds scaling the go-to-market engine.
Series B is a growth-stage VC round that funds scaling a proven business. Typically requires $8–15M ARR, 80%+ YoY growth, and NRR above 110%.
A Series C is a later-stage funding round for startups with proven revenue, used to scale into new markets, acquire competitors, or prepare for an IPO.
Stock options give employees the right to buy company shares at a fixed strike price. ISOs and NSOs are the two main types used by startups.
Artificially generated data that mimics real data - used to train, test, and fine-tune AI models when real data is scarce or private.
TAM, SAM, and SOM are the three market sizing metrics founders use to quantify opportunity and show investors the realistic scale of their startup.
The implied cost of future rework created when a team chooses a faster, easier solution today instead of a better long-term approach.
A term sheet is a non-binding document outlining the key terms of a VC investment deal before formal legal agreements are drafted.
A token is the basic unit of text an LLM processes - roughly 3–4 characters or 0.75 words - used to measure input length, output length, and API cost.
Traction is quantifiable evidence that a startup is gaining real customers and momentum - the key signal investors use to gauge product-market fit.
A unicorn is a privately held startup valued at $1 billion or more. The term was coined by VC Aileen Lee in 2013 to describe this rare class of company.
The direct revenues and costs associated with a single unit of a business, used to determine per-unit profitability and scalability.
A database optimized for storing and searching vector embeddings - the backbone of AI-powered search and RAG systems.
Vertical AI is an AI product built for a specific industry or workflow, combining foundation model capabilities with deep domain expertise and proprietary data.
Equity vesting is how founders and employees earn their shares over time, ensuring long-term alignment between the team and the company's success.
A vesting cliff is a threshold period - typically one year - before which no equity vests, protecting companies from early team departures.
Also called K-factor: the average number of new users each existing user generates. K above 1 means exponential viral growth; below 1 is partial amplification.
Working capital = current assets minus current liabilities. It measures a company's short-term liquidity and ability to fund day-to-day operations.
Everything as a Service - the delivery model where any product or capability is offered via subscription over the internet instead of as a one-time purchase.
The world's most influential startup accelerator - launched Airbnb, Stripe, Dropbox, and 4,000+ companies since 2005. Known as YC.
An AI model's ability to perform a task it was never explicitly trained on, guided only by a natural language description.