Marketing jargon, decoded.

Running controlled experiments on two versions to find which performs better.

You need 500+ visitors per variant per week to trust the result. Most founders A/B test pages with 40 visitors. That is not a test. It is a coin flip with extra steps. Before you have that traffic, talk to 10 people who did not convert. You will learn more in one hour than six months of button color tests.

→ Useful only once you have real traffic

Data-driven findings that inform strategic decisions and drive meaningful business outcomes.

The phrase consultants use when their slide has a chart but no recommendation. A real insight tells you what to do differently on Monday. If a dashboard produces "engagement is up 12%" and nobody changes behavior because of it, that is not an insight. It is a fact. Demand the next sentence: so what, and what now?

→ If it doesn't change a decision, it isn't an insight

Identifying which channels and touchpoints drove each conversion.

Every ad platform overclaims. Facebook says it drove the sale. Google says it did too. Your email sequence thinks it closed it. All three are partially right. Use UTM parameters from day one, pick one attribution model (last click is fine to start), and never trust any single platform's dashboard as a source of truth.

→ Set up UTM parameters before your first campaign

High-intent content targeting buyers who are close to a decision.

The only part of the funnel that pays you back quickly. People comparing options, reading reviews, searching "best [your category] for [their use case]." Build here first. One good BOFU landing page beats 50 awareness articles every time.

→ Build this before anything else

The percentage of visitors who leave after viewing only one page.

A metric that means nothing without context. A 90% bounce rate on a blog post where everyone signed up before leaving is not a failure. A 90% bounce rate on your pricing page is a serious problem. Always ask: what was this person supposed to do, and did they do it?

→ Read with context, not in isolation

Getting your name in front of potential customers who do not know you exist yet.

What agencies sell when they cannot attach a number to the outcome. Before you have 10 paying customers, awareness without intent is noise. Reach 100 people who have the exact problem you solve, not 100,000 who might.

→ Premature before you have paying customers

The average cost to acquire one new paying customer across all channels.

The metric that will kill your company if you ignore it. Total marketing and sales spend divided by new customers acquired, tracked per channel. Most founders do not calculate it until the money is gone. If CAC exceeds what a customer pays you in their first month, you are funding someone else's business.

→ Calculate this from day one, per channel

The percentage of customers who cancel or stop paying in a given period.

The number nobody wants to say out loud in a board meeting. Monthly churn above 5% in SaaS means you are filling a leaking bucket. No acquisition strategy fixes a retention problem. Fix churn before you scale acquisition. Always.

→ Fix this before spending on growth

Reaching out directly to prospects who have not expressed prior interest in your product.

Underrated by founders who are scared to do it. Overused by founders who blast 1,000 generic messages. One specific, personalized email to someone who has the exact problem you solve is worth more than a 10,000-person spray campaign. Research the person first. Write to one human, not a persona.

→ Do this yourself before automating

Publishing consistent, high-quality content builds authority and drives organic growth.

Content that nobody reads is not king. It is overhead. Distribution is king. Content is the raw material. Publishing a blog post with no distribution plan is typing into a void. Ask: who sees this, and why would they share it? If you cannot answer that, the content is not ready.

→ Distribution comes first

Improving the percentage of visitors who take a desired action on your site.

Polishing the landing page when the offer is the problem. CRO is worth the effort once you have 500+ visitors per variant per week to run statistically valid tests. Before that threshold, call the people who did not convert and ask why. One hour of conversations beats months of button placement experiments.

→ Only after you have real traffic

The percentage of people who click your ad or link versus total impressions.

A measure of your hook, not your offer. High CTR on a broken landing page just burns money faster. Never read CTR alone. Read it alongside cost-per-click, conversion rate, and CAC at the same time. A great CTR that produces no revenue is a distraction dressed as a win.

→ Always read alongside CAC

A thorough, detailed analysis of a topic, problem, or data set.

Usually a meeting that should have been a Loom. The word "deep" is doing the work "I did not prepare" used to do. If you cannot explain the finding in three sentences, you did not dive deep. You drifted. Ask for the headline before the hour-long walkthrough.

→ Headline first. Walkthrough only if needed.

Creating awareness and desire for a product category among people who do not yet know they need it.

Making people want something they did not know they needed. Genuinely hard. Almost impossible to measure at early stage. Usually what agencies say when they cannot guarantee a trackable outcome. Capture existing demand first. Generating new demand is a problem for when you have raised a Series B.

→ Capture existing demand first

Fundamentally changing an industry by displacing established players with a new model.

A word founders use for "we have a slightly cheaper version." Real disruption is rare, usually invisible for years, and almost never announced by the company doing it. Clay Christensen's original definition required a lower-end product overtaking incumbents over time. Your slide deck saying "we are disrupting X" is marketing copy, not a strategy. Build something 10x better for a specific user. Let others label it.

→ Stop saying it. Build the thing.

A self-reinforcing growth model where each turn creates momentum for the next.

The buzzword that replaced "funnel" in 2018 because someone on LinkedIn needed a new diagram. A flywheel is real when each customer you acquire meaningfully reduces the cost of the next one (referrals, content, network effects). Drawing circular arrows on a slide does not create one. Ask where the compounding actually lives in your business. If you cannot name it, you do not have a flywheel. You have a funnel with branding.

→ Name where compounding lives, or it's just a funnel

The structured journey from awareness through consideration to purchase decision.

A useful mental model and a terrible obsession before you have data. Until you have spoken to 100 customers, you do not know if you have a funnel or a leak. Build the thing people actually want, then map where they fall off. The funnel comes after the product works, not before.

→ Mental model first, optimization later

Structuring content so AI models like ChatGPT and Perplexity cite your brand in their answers.

Real, growing fast, and most founders have not started. As people switch from Google to AI search, getting cited by LLMs is a genuine acquisition channel. The playbook: publish credible, structured content that AI models can cite. Get mentioned on authoritative third-party sites. Maintain consistent brand signals across the web. Early mover advantage is significant and the window is open right now.

→ Start now. The window is open.

Using creative, unconventional tactics to produce rapid growth with minimal resources.

Nobody hacked their way to durable growth. What gets labeled growth hacking is either a well-timed channel arbitrage (which closes fast once discovered) or patient compounding that looks boring from the outside. Dropbox's referral loop and Airbnb's Craigslist integration were engineering integrated into distribution, not tricks. Test consistently. Double down on what works. That is the full playbook.

→ The outcome is real. The shortcut is not.

A sudden inflection where growth accelerates sharply after a period of flat or slow traction.

Every founder wants the bend. Almost nobody draws the 18 boring months before it. When hockey stick growth happens, it is the visible result of invisible work: finding the wedge, fixing retention, compounding one honest channel. Plotting an imagined curve on a pitch deck does not summon one. Solve the flat part. The bend shows up or it does not.

→ The bend is earned during the flat part

A detailed description of the company or individual who gets the most value from your product.

The most useful document most founders have not written. Without a clear ICP, you market to everyone and convert no one. Write it as a specific person: company size, role, the exact problem they have, what they have tried that did not work. If your ICP could be "any business owner with a budget," start over.

→ Write this before you write your homepage

The total number of times your content or ad was displayed.

How many times a computer rendered your content. Not how many humans noticed it, read it, or did anything because of it. Impressions as a success metric is a red flag. It tells you ceiling, not outcome. Ignore it as a standalone number.

→ Vanity metric. Not a success measure.

Partnering with creators who have established audiences relevant to your product.

Occasionally brilliant, usually expensive and untrackable at early stage. The version that works for founders: find 5 to 10 people with small, highly relevant audiences (1k to 10k followers in your exact niche) and offer early access or revenue share. Macro influencers are a brand play, not a conversion play. The follower count that matters most is relevance, not size.

→ Micro-influencers in your exact niche only

Quantifiable metrics that measure progress toward business objectives.

Everyone has KPIs. Almost no one has the right ones. A KPI only matters if the number going up reliably means the business is healthier. Most KPI dashboards measure activity (posts published, emails sent, meetings booked) rather than outcomes (revenue, retention, churn). If a KPI dropping does not scare you, it is decorative.

→ Pick fewer. Make them painful when they drop.

Automated sequences that educate and warm up prospects until they are ready to buy.

Emailing people until they buy or unsubscribe. Useful once you have more than 50 inbound leads per month and cannot personally follow up on each one. Before that, call every lead. One conversation is worth 12 automated emails and tells you far more about why people are not buying.

→ Automate last. Talk to people first.

Opportunities that are easy to capture and produce quick, visible wins.

What people say in week one of a new job. If the fruit were low, someone would have picked it already. Usually the "easy win" is easy because it does not move the business. Real wins require climbing. Be suspicious of anyone who opens with this phrase. Ask what is hard and important instead.

→ If it were easy, it would be gone already

The total revenue a customer will generate over their entire relationship with your business.

The number you use to justify CAC. Almost always wrong at the start because you have no retention data. Calculate it anyway (average contract value times average retention months), but treat every early LTV estimate as a hypothesis until you have 12 months of actual cohort data to back it up.

→ Useful framework. Unverified number until 12 months of data.

A durable competitive advantage that makes your business hard to replicate.

"We have a community" is not a moat unless people cannot get the same community elsewhere. "We have an AI feature" is not a moat. Your competitor shipped it last Tuesday. Real moats: proprietary data that compounds, network effects that make the product worse when users leave, switching costs built into daily workflows. Before product-market fit, you have a head start, not a moat.

→ Earned over years. Not declared in a deck.

Efforts that produce a measurable, material impact on a key business metric.

The phrase used right before someone proposes a project that will not. Needle-moving activities are rare, painful, and usually boring: fixing onboarding, calling churned customers, rewriting the headline until it actually explains what you do. If someone says this while pitching a newsletter redesign, the needle is safe.

→ Ask which metric, and by how much

A prospect who has engaged enough to be handed to the sales team for follow-up.

A status invented so marketing can hit a quota while sales complains about lead quality. For a solo founder, the only qualification that matters: does this person have the problem you solve, and can they pay? Everything else is ceremony for a sales team you do not have yet.

→ Skip this until you have a sales team

The predictable monthly revenue from all active subscriptions, normalized.

The one metric that reliably does not lie. If MRR grows, something is working. If churn outpaces new revenue, no top-of-funnel activity will save you. Every other marketing metric is a proxy. MRR is the truth. Read it monthly. Be afraid when it drops.

→ The only metric that does not lie

The smallest version of your product that delivers value and lets you learn from real users.

The most abused term in startup history. An MVP is not a half-broken prototype you ship to dodge the hard parts. Eric Ries defined it as the smallest thing that tests a specific assumption. Ask: what are we trying to learn, and what is the cheapest way to learn it? If the answer is "whether people will pay," a landing page with a checkout button beats three months of engineering.

→ Define the assumption first. Then build the cheapest test.

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

Right idea. Usually the wrong metric. Daily Active Users sounds strong until users are active without getting value. The test: if this number goes up, are you certain the business is healthier? If the answer is "probably," pick a different metric. One honest metric beats five comfortable ones.

→ Pick the one that scares you when it drops

A customer loyalty score based on likelihood to recommend, measured on a 0-10 scale.

Useful as a trend, meaningless as an absolute number. An NPS of 40 in fintech is excellent. In consumer apps it is mediocre. The follow-up question matters more than the score itself: why did you give that rating? Most teams collect the number and never ask the question. That is the part that tells you what to fix.

→ The follow-up question is the point, not the score

A unified strategy that delivers a seamless experience across every touchpoint simultaneously.

What a $50,000/month agency sells to a $500/month budget. You cannot execute well on five channels at once without a team. Pick the one channel where your customer already spends time. Get genuinely good at it. Expand only from a position of strength. Being everywhere before mastering anywhere compounds mediocrity.

→ Master one channel first. Expand from strength.

The process that guides new users from signup to their first moment of value inside your product.

The highest-leverage thing most founders ignore. If a user signs up and does not hit value in the first session, they almost never come back. Watch five new users go through your product without helping them. Every place they pause, click the wrong thing, or close the tab is a fix that compounds forever. Onboarding beats acquisition until onboarding is solved.

→ Watch five users. Fix every pause point.

The total value of active deals in your sales process at any given time.

An indicator of future revenue, not current revenue. A $1M pipeline with a 5% close rate is $50k. Track deals per stage and how fast they move, not just the total number. A pipeline where nothing progresses is a wishlist, not a forecast.

→ Track movement between stages, not total size

A structured change in strategy based on validated learning from the market.

Not a rebrand. Not a tagline change. Not picking a different feature to emphasize. A real pivot changes who you serve, what you solve, or how you deliver it, based on evidence the current path does not work. Pivoting every six weeks because a tweet went cold is not learning. It is thrashing. Decide what would have to be true to keep going, and only pivot when that thing is clearly false.

→ Pivot on evidence, not on mood

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

Freemium for serious products. Slack, Figma, and Notion grew because the product creates value instantly and sharing is a natural outcome of using it. It only works when: (a) the product has collaborative or viral mechanics, (b) you can acquire users at near-zero marginal cost, and (c) you have a clear trigger that converts free to paid. Most founders do not have all three.

→ Works for specific product types, not a universal strategy

The degree to which your product satisfies strong, scalable market demand.

People pay for it, use it, come back, and tell others without being prompted. Before that, you have a hypothesis. You will know when you have it: retention curves flatten, churn drops, you start getting customers you did not directly touch. The Sean Ellis test (would 40% or more of your users be very disappointed if your product disappeared?) is a decent proxy. You cannot write your way to PMF in a pitch deck.

→ Retention tells the truth

Showing ads to users who previously visited your site or engaged with your content.

The ads that follow people around the internet after they visit your site. Highly effective at recovering warm leads. Creepy and counterproductive when overdone. Set frequency caps (3 to 5 impressions per week is usually enough). Exclude recent buyers. Use retargeting to close people who are already interested, not to introduce your product.

→ Set caps. Exclude buyers. Use it to close, not introduce.

Revenue generated for every dollar spent on advertising.

The number ad platforms show you to make their own performance look better than it is. A 4x ROAS sounds good. It does not include agency fees, creative costs, or the organic brand trust your ad is piggybacking on. Blended CAC (total spend divided by total new customers) is the honest version. A 4x ROAS on a 20% margin product with a $30 CPC still means you are losing money.

→ Blended CAC is the honest version

Growing revenue and output faster than cost and headcount rise.

What VCs ask about before the product works. Scale assumes a repeatable engine. If you do not yet know which channel acquires customers profitably and which segment keeps them, there is nothing to multiply. Scaling a broken funnel just spreads the breakage faster. Earn the right to scale by proving one channel works for one segment. Then add fuel.

→ Earn it by proving one channel works first

Optimizing your site to rank higher in search results and drive sustained organic traffic.

Real and powerful, with a 6 to 18-month payoff window you may not have before revenue. Start early anyway. Publish one deeply useful article per week targeting a specific search intent your customer already has. Build links through PR and actual relationships. Do not pay an agency $3,000 a month to produce thin content before you know what converts.

→ Start now. Expect nothing fast.

Using testimonials, reviews, case studies, and logos to build credibility with new visitors.

The fastest thing you are not doing. One specific customer quote ("We went from zero to $4k MRR in six weeks") outperforms every feature bullet on your homepage. Vague testimonials like "Amazing product!" are worse than no testimonials. Get three honest, specific quotes before you spend a dollar on paid advertising.

→ Collect three specific quotes before spending on ads

The combined effect of two efforts producing more value together than they would separately.

The word a decision makes when it does not want to be examined. If two things produce more together than apart, you can name the mechanism. If you cannot name it, there is no synergy. There is just a meeting and a hope. Replace the word with the mechanism every time. If the sentence falls apart without it, the synergy was not there.

→ Replace it with the actual mechanism

Publishing expert insights that position you and your brand as an authority in your space.

Writing for the approval of your peers instead of your customers. Thought leadership that does not bring in buyers is a personal branding exercise. The useful version: opinionated, specific takes on a problem your exact customer has, written for them, not for the industry. If your post gets 200 likes from other founders but zero inquiries from potential customers, it is not working.

→ Only counts if it reaches buyers

Awareness-stage content and campaigns that attract a broad audience to your brand.

Where you attract people who may never buy. Important eventually, but the last part of the funnel to invest in. The founder trap: spending 80% of content effort on educational posts about the problem category and 0% on pages explaining why someone should choose you specifically. Build bottom-up. Convert first, capture second, create awareness third.

→ Build last, after conversion and capture

Measurable evidence that customers want your product and the business is gaining momentum.

What investors ask for and founders stretch to show. A waitlist is not traction. LinkedIn impressions are not traction. Traction is paying customers who come back, tell others, and would miss you if you shut down. If your best proof is vanity metrics, you do not have traction yet. Keep working. The real signal is quiet: retention curves that flatten and revenue you did not personally generate.

→ Retention and revenue. Nothing else counts.

A privately held startup valued at one billion dollars or more.

A valuation on a term sheet, not a verdict on the company. Unicorn status reflects what one investor paid at one moment for preferred shares with protection clauses. It does not mean the business is profitable, durable, or worth a billion on the open market. Optimize for revenue that exists without a fundraise. That is the number that cannot be marked down overnight.

→ Valuation is a snapshot. Revenue is the story.

A clear statement that explains how your product solves a problem better than the alternatives.

The one sentence most founders write last, and it shows. Your UVP should answer three things in one breath: who it is for, what problem it solves, and why you specifically over alternatives. "AI-powered platform for businesses to optimize growth" is not a UVP. It is a void. Write it as if you are explaining your product to a specific person who has the problem right now.

→ Write it before your homepage. Rewrite it after your first 10 customers.

A product mechanic where each new user organically brings in additional users, creating exponential growth.

Marketing's version of a perpetual motion machine. It exists for a handful of companies in a generation, and none of them designed it from scratch. Virality is an emergent property of a product so useful and social that sharing is the natural next step. Build a product worth sharing. Make sharing effortless. If virality happens, it is a bonus. Plan for it and you are planning for something that will not arrive.

→ Design for usefulness. Virality is a side effect.