Course reference

Business terms, without the business-school fog.

Use this page whenever a term slows you down. Each definition explains the idea, the basic calculation where useful, and why it matters in a designer’s work.

Acquisition

The work of bringing a new customer or user to the product.

For a designer: A clearer promise, trial, or sign-up journey can improve acquisition without buying more advertising.

Activation

The moment a new user first receives the product’s intended value.

For a designer: Define the useful action—not merely account creation—that shows the person has reached value.

Annual recurring revenue

ARR

The recurring subscription revenue a business expects over one year. It excludes one-time fees.

Simple calculation: Monthly recurring revenue × 12

For a designer: Use it to express the recurring revenue protected or created by a product decision.

Balancing loop

A chain of effects that pushes a system back toward a limit or stable state.

For a designer: A conversion gain may create more support demand, which slows service and limits further growth.

Blue ocean

A market space shaped around new demand rather than direct competition on familiar features and price.

For a designer: It usually requires removing accepted category conventions, not simply adding more features.

Burn rate

How much cash a company spends beyond what it earns during a period, usually one month.

For a designer: It sets the time available to learn before the company must raise money, cut costs, or earn more.

Cannibalization

When a new offer takes customers or revenue from an existing offer from the same company.

For a designer: A migration can weaken today’s business while protecting the company from a stronger outside threat.

Churn

The share of customers or recurring revenue lost during a period.

Simple calculation: Customers lost during the period ÷ customers at the start of the period

For a designer: Study why people leave, fail to renew, or reduce usage—not only why new users sign up.

Confidence routing

Sending a case down a different path according to how certain the system is, such as asking a person to review uncertain cases.

For a designer: Set thresholds from observed consequences and make sure people can still reach help when the confidence signal is wrong.

Contribution margin

What remains from a sale after the costs caused directly by that sale are removed.

Simple calculation: Revenue − variable costs

For a designer: Support effort, fulfilment, refunds, and AI usage can make a popular journey economically weak.

Cost of goods sold

COGS

The direct cost of delivering what was sold. In software this may include hosting, AI usage, support, and payment fees.

For a designer: A flow that creates retries or human intervention can increase this cost.

Customer acquisition cost

CAC

The average amount spent to win one new customer, including relevant sales and marketing costs.

Simple calculation: Sales and marketing cost ÷ new customers

For a designer: Positioning, proof, referrals, and self-serve onboarding can reduce the effort needed to win a customer.

Customer satisfaction

CSAT

A survey measure of how satisfied customers are with an interaction or experience.

For a designer: Read the distribution and comments as well as the average; severe failures can disappear inside a healthy mean.

Data processing agreement

DPA

A contract describing how one organisation processes and protects personal data for another.

For a designer: Data collection, retention, export, and deletion choices can create obligations that affect the product journey.

Disruptive innovation

A new product that starts out worse on the attributes an established leader competes on, but is cheaper, simpler, or reaches people who bought nothing before — and improves until it takes the leader's market. Described by Clayton Christensen in The Innovator's Dilemma.

For a designer: It usually means shipping deliberately less. If your plan is to match the leader feature for feature at a higher price, that is sustaining innovation, not disruption.

Embeddings

Numeric representations that help a system compare the meaning or similarity of text, images, or other content.

For a designer: They often support semantic search and retrieval, adding cost and possible relevance errors to an AI experience.

Evaluation set

A saved collection of representative cases used to compare product or model quality after a change.

For a designer: Include common journeys, edge cases, languages, and high-cost failures so an average score does not hide harm.

Forecast error

The difference between what a forecast predicted and what actually happened.

For a designer: Show uncertainty and error ranges when a prediction triggers money, access, inventory, or human work.

Go-to-market

GTM

The route through which a chosen customer discovers, trusts, tries, buys, and recommends a product.

For a designer: The message, channel, proof, trial, and sales experience form one connected journey.

Gross margin

The percentage of revenue left after direct delivery costs are removed.

Simple calculation: (Revenue − direct variable costs) ÷ revenue

For a designer: It reveals whether more usage creates room to grow or creates a larger cost problem.

Jobs to be done

JTBD

A way of describing demand as the progress a person is trying to make in a situation, rather than as a customer profile or a feature request.

For a designer: Write it as: when [situation], I want to [motivation], so I can [outcome]. It names the real competitor, which is often a spreadsheet or doing nothing.

Lifetime value

LTV

An estimate of the gross profit earned from an average customer over the whole relationship.

Simple calculation: Monthly revenue × gross margin ÷ monthly churn rate

For a designer: Retention and expansion can raise this value; poor onboarding or recurring friction can lower it.

Market share obtainable

SOM

The portion of the serviceable market the team can realistically win in the next few years.

For a designer: It should reflect sales capacity, product readiness, geography, and credible customer behavior.

Net revenue retention

NRR

How recurring revenue from the same customer group changes after upgrades, downgrades, and cancellations.

Simple calculation: (Starting revenue + expansion − downgrades − lost revenue) ÷ starting revenue

For a designer: It shows whether the existing experience creates enough value to retain and expand accounts.

Payback period

How long the gross profit from a customer takes to recover the cost of winning that customer.

Simple calculation: Customer acquisition cost ÷ monthly gross profit per customer

For a designer: A long payback period means the company must fund growth for longer before it earns the money back.

Pricing power

The ability to raise price without losing enough customers to make the increase harmful.

For a designer: Distinct value, trust, workflow depth, and costly alternatives can create pricing power.

Product-market fit

PMF

Strong evidence that a defined market repeatedly chooses, uses, and values the product.

For a designer: Positive interviews alone are not enough; look for retention, repeated use, willingness to pay, and disappointment if removed.

Reinforcing loop

A chain of effects in which a change feeds more change in the same direction.

For a designer: More sellers can attract more buyers, which attracts still more sellers; the same pattern can also amplify failure.

Request for proposal

RFP

A formal document in which a buyer asks suppliers to explain how they would meet stated requirements and at what price.

For a designer: RFP criteria reveal what enterprise buyers compare, but they may also preserve assumptions your product intends to challenge.

S-curve

The usual shape of a technology or product's improvement over time: slow at first, then rapid, then flattening as further gains get expensive.

For a designer: Where you sit on the curve decides what wins — proof of value at the bottom, distribution in the middle, and switching costs plus a search for the next curve at the top.

Service Organization Control 2

SOC 2

An independent audit of controls related to areas such as security, availability, and confidentiality at a service organisation.

For a designer: Enterprise features, evidence, and operating practices may be required before a buyer can approve the product.

Serviceable available market

SAM

The part of the total market the current product and business can actually serve.

For a designer: Product constraints, language, regulation, geography, integrations, and sales reach all narrow it.

Sustaining innovation

An improvement that makes an existing product better for the customers a company already serves and competes on the axes the market already values.

For a designer: Most roadmap work is sustaining, and that is fine — but assume a well-run incumbent can copy it, so plan the advantage that outlives the copy.

Switching cost

The money, time, risk, retraining, or lost data a customer faces when changing to an alternative.

For a designer: Useful workflow fit can create healthy switching costs; traps and blocked exports create harmful lock-in.

Total addressable market

TAM

The total possible demand if every relevant customer could be served.

For a designer: Treat it as context, not a sales target; it is normally much larger than the reachable opportunity.

Unit economics

The revenue and direct costs attached to one useful unit, such as a customer, order, or resolved ticket.

For a designer: Choose a unit that matches how value and cost actually move through the experience.

Variable cost

A cost that rises when more customers use or buy the product.

For a designer: AI requests, payment fees, delivery, storage, and human review are common product-linked examples.

Bibliography and further reading

Where the core ideas come from

Case dossiers cite their own public evidence inside each module. This list supports the broader business, strategy, design, and AI concepts used across the course.