An exit strategy is the planned path to liquidity for founders and investors, typically one of four routes: IPO, acquisition, secondary sale, or wind-down. It is shaped early by fundraising choices, cap-table structure, and which investors are at the table, and reviewed periodically as the company evolves and market conditions shift. It is the part of company strategy most founders defer thinking about until they're already constrained by the choices they made years earlier.
The four primary exit paths, in rough order of frequency: acquisition (the most common exit for venture-backed startups, accounting for the majority of successful outcomes), secondary sale (existing shareholders sell to new investors or via tender offer, p...
A growth agency is an outside firm that runs paid acquisition, conversion optimization, and growth experiments for a startup, paid via retainer or performance fee. They typically focus on measurable performance metrics like customer acquisition cost, conversion rate, and revenue growth, often charging a monthly retainer or a percentage of ad spend. They are distinguished from traditional marketing agencies by their focus on direct-response, data-driven growth rather than brand and awareness work.
A typical growth agency engagement covers paid search and paid social (Google, Meta, TikTok, LinkedIn), landing page and funnel optimization, lifecycle and email automation, attribution and analytics setup, and weekly or biweekly expe...
AI safety is the multidisciplinary field focused on preventing AI systems from causing harm to users, third parties, or society broadly. It encompasses technical alignment research, robustness testing, red-teaming, deployment safeguards, evaluation methodologies, content moderation, and policy work. AI safety operates both as a research field at frontier labs (Anthropic, OpenAI, DeepMind, Meta, Google) and as an operational discipline that startups building with AI must take seriously. It's the field trying to ensure AI gets deployed responsibly as capabilities scale rapidly.
The categories of AI safety concern:
Misuse:
Search engine optimization (SEO) is the practice of improving a website's visibility in organic search results through technical, content, and authority signals. The goal is to capture intent-based traffic at low marginal cost. It is the discipline of making a site easy for search engines to crawl, understand, and trust, so that the site's pages appear for the queries its target customers are actually typing.
Modern SEO operates on three pillars: technical (crawlability, indexation, page speed, structured data, mobile usability), content (topical depth, query intent match, freshness, original information), and authority (backlinks from reputable sites, brand mentions, entity recognition by AI systems). Organic search still drives roughl...
An elevator pitch is the 30 to 60 second verbal summary of a startup's business, used as the cold opening of investor or sales conversations. It's designed to be delivered in the time of an elevator ride with a stranger, with the goal of producing enough interest to earn a follow-up conversation. The name dates to the late 1980s and refers to the apocryphal scenario of catching a hard-to-reach executive in an elevator with a single brief window to make an impression.
The formula that works for most startups: name + category + the specific customer + the specific outcome + the differentiating insight, with [The Ask] as an optional closer when the audience is an investor. Worked example: "We're Stripe, payment infrastructure fo...
The people side of building a company. This cluster covers founder roles and dynamics, the executive lineup, the hiring sequence, sales and customer success roles, compensation and equity, performance management, layoffs and severance, and the culture and operations that determine whether the team holds together. 63 entries.
If your business succeeds or fails on hiring (most do), this is the cluster you live in.
Debt financing is raising capital by borrowing money that must be repaid with interest, used as an alternative or complement to equity financing. It includes everything from a personal credit card founders charge on day one to a $50M syndicated bank loan at a Series D company, with a wide spectrum of structures in between, each with different cost, covenant complexity, founder risk, and dilution tolerance.
The categories that matter for startups: founder-side debt (credit cards, personal lines of credit, home equity loans, used in the earliest pre-revenue phase, typically $5K to $100K, with personal liability and interest rates of 8 to 25 percent), SBA loans (Small Business Administration 7(a) and 504 programs, $500K to $5M t...
AI alignment is the research field and engineering discipline focused on ensuring AI systems pursue their intended goals correctly. It tackles the problem of getting models to do what developers and users actually want, rather than misinterpreting goals, gaming reward functions, or developing unintended behaviors. The work spans current techniques (RLHF, Constitutional AI, evaluation against intended behaviors) and fundamental research into how to align increasingly capable systems whose internal reasoning may be opaque. It's a subset of AI safety focused specifically on the goal-correctness problem.
The alignment problem:
How do you ensure an AI system pursues what you want, not something else? Sounds simple but is technically...
A growth strategy is the explicit plan for how a company will scale revenue over a defined period, typically 1-3 years. It specifies the growth levers the company will pull (acquisition, expansion, retention, pricing, geographic, product), resource allocation across those levers, and the metrics that will track success. The discipline is making prioritization explicit rather than treating all levers as equally important, which means none get the focused investment to actually compound. Growth strategy is the operating layer below go-to-market: GTM defines how you reach customers; growth strategy defines how you scale revenue with them, and a well-executed strategy pushes a company from early traction into a genuine [Scale-Up...
Regulation S (Reg S) is the SEC exemption from US securities registration for offers and sales made outside the United States to non-US persons. It is distinct from Regulation D (which covers domestic offerings to US accredited investors), allowing US companies to raise capital from international investors without registering the offering with the SEC under the Securities Act of 1933. It is the regulatory mechanism most commonly used when US startups raise from sovereign wealth funds, foreign family offices, foreign corporations, or other non-US investor types.
The two main "safe harbors" within Reg S: