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Lesson 10

Business models & unit economicsModule 03 · Business models, economics & strategy

IGNITE EXTENDED / LESSON 10

Business models & unit economics

How does a business create value and convert it into profit?

A value-creation map and a simple profit-driver tree.

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10 / OpeningBusiness models & unit economics

The decision and the learning goals

  • Describe the three elements of a business model
  • Connect a revenue mechanism to costs and value creation
  • Identify a key unit-economic assumption
90-minute workshopOpening 5 minConcepts and original examples 35 minPractice 25 minDebrief 15 minReview 10 min
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10 / Module caseBusiness models & unit economics

Intercom becomes Fin: rebuilding a business model around an AI agent (2022-2026)

Intercom, a customer-messaging software company, reappointed co-founder Eoghan McCabe as CEO in October 2022 and found that growth had stalled; one analyst puts ARR at about $250 million and flat as late as 2023. Within about six weeks of ChatGPT's release, the company had a working prototype of Fin, an AI agent that answers customer-support questions, and launched it in 2023 on OpenAI's GPT-4. Intercom's traditional SaaS revenue came from charging per support seat. Fin is priced at $0.99 per outcome, charged only when the agent resolves a conversation, and the resolution is reversed if the customer comes back for more help. That changed the value-creation model (resolving tickets rather than equipping agents), the profit model (revenue per resolution, with inference costs per conversation) and the logic (the better Fin works, the fewer seats a customer needs). By mid-2026 the company reported more than $400 million of ARR, with Fin approaching $100 million, and renamed itself Fin. On June 15, 2026, Salesforce announced an agreement to acquire Fin for about $3.6 billion.

Sources: Wikipedia: Intercom, Inc. (CEO reappointment October 2022; Fin launched 2023 on GPT-4) · Intercom: Fin pricing, $0.99 per outcome · Lenny's Newsletter: How Intercom rose from the ashes (Eoghan McCabe) · OnlyCFO: Intercom gets acquired by Salesforce (ARR history) · Salesforce Ben: Salesforce acquires Fin, formerly Intercom · Nasdaq: Salesforce to acquire Fin in about $3.6 bln deal

Moving from per-seat pricing to $0.99 per resolution changed what Intercom was paid for. Trace the effect on each part of its business model: who the customer values, which costs scale with revenue, and how success in the product affects seat revenue. Then decide: should Relay v2 charge per location per month or per filled appointment, and what would have to be true about inference cost and fill rate for each to work?

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10 / TheoryBusiness models & unit economics

Value creation, profit and business logic must agree

The business-model material separates the value-creation model, the profit model and the logic connecting them. Value creation specifies the customer, the offering and the activities that deliver the benefit. The profit model specifies revenue and costs.

The logic explains why these choices reinforce one another. A low price may support a high-volume operation, but only if capacity, acquisition and service costs behave as expected. A premium promise requires a delivery system capable of fulfilling it. A diagram without these causal connections remains an inventory of components.

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10 / TheoryBusiness models & unit economics

Contribution margin and operating profit answer different questions

Contribution per unit is the revenue from that unit less costs that vary with supplying it under the stated model. Total contribution helps cover fixed costs. Operating profit also reflects the fixed capacity supporting the business.

Define the unit and the time period before calculating. A transaction, customer, subscription month and installed location are different units. Costs that appear fixed in a small range can change when the business adds a warehouse, support team or production shift.

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10 / TheoryBusiness models & unit economics

Three elements of a business model

A business model explains how an offering creates value and how the organization sustains the work needed to deliver it. A charging method is only one element.

01

Value creation

Specify who benefits, what changes for them and which activities deliver the change. A marketplace helps guests find suitable accommodation and hosts reach demand, but also needs trust and support work.

02

Profit model

Trace revenue and costs for the same transaction or customer period. A transaction fee generates revenue. Payment processing, support, acquisition and other operating costs determine how much remains.

03

Business logic

Explain why the design can work as a system. Greater matching choice may improve the offer, while quality controls and incentives must prevent poor experiences from undermining repeat use.

Use the contribution calculation to examine one unit of activity. Then ask whether the remaining contribution can support the fixed work of running the business.

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10 / TheoryBusiness models & unit economics

Value creation is a system

  • Identify the customer and the differentiated benefit.
  • Map the work needed to create, deliver and support the offer.
  • Decide which parts the company performs and which partners perform.
  • Explain how the route to market fits the chosen customer.
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10 / TheoryBusiness models & unit economics

Revenue and profit

A way of charging tells you where sales come from. Profit requires the revenue to cover the activities and resources that make the offer work.

Revenue mechanism

A subscription, transaction fee, product sale or another way of charging.

Profit logic

The mechanism must cover the relevant costs at an attainable volume and quality of service.

Worked application

Illustrative application: a service charges $100 and incurs $40 of variable cost per transaction, leaving $60 contribution. That amount must still cover fixed costs. Higher revenue can coexist with a loss if acquisition, support or delivery costs exceed the contribution available.

Use consistent units and periods. The contribution formula examines one layer of the model before the complete cost structure is considered.

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10 / TheoryBusiness models & unit economics

A basic contribution model

CONTRIBUTION = REVENUE − VARIABLE COST
Per transaction
Compare revenue and variable cost for the same transaction.
Fixed costs
Costs that remain over the relevant range of activity.
Break-even volume
Fixed costs ÷ contribution per transaction, if contribution is positive.

Illustrative model: $50 revenue − $20 variable cost = $30 contribution. With $3,000 fixed costs, break-even is 100 transactions.

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10 / Source insightBusiness models & unit economics

Elements of a business model: value creation, profit model, logic

Three parts. The value-creation model covers who the customers are, how the offering creates differentiated value, which parts of the value chain the firm occupies, and the go-to-market. The profit model covers revenue sources and cost structure, including unit economics and key profit drivers. The third part is the logic of the business.

Unit economics sits inside the profit model, under cost structure. It answers the question only once the unit, the customer and the value chain are defined. Lesson 9's route to market is listed as part of value creation, not as a separate plan.

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10 / Source insightBusiness models & unit economics

Premium hotel suite pricing: the asset-owner's model

A booking page for oceanfront suites at a luxury coastal hotel, with long-stay rates of about $2,560, $2,619 and $4,000 per night and 'almost sold out' labels.

This is the reference model that Airbnb is compared against: the operator owns or leases the asset, carries the fixed cost and earns through high nightly rates and occupancy. Its key uncertainty is utilization, as the lesson's comparison table states.

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10 / Source insightBusiness models & unit economics

ICEHOTEL: a unique stay rebuilt every winter

The ICEHOTEL in Swedish Lapland under construction, behind a construction-site fence; the hotel is rebuilt from ice each season.

A distinctive experience that a standard hotel cannot offer, but one that requires rebuilding the capacity every year. Compare it with slide 32, where an ice-hotel room appears as one listing among many on Airbnb: the marketplace offers the same distinctiveness without owning the asset.

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10 / TheoryBusiness models & unit economics

Incremental decisions use incremental consequences

A business can report a positive average margin while a new campaign destroys value. The relevant question is what revenue and costs change because of the proposed action. Existing fixed costs may remain unchanged, while capacity constraints may create additional costs.

Separate the base business from the incremental case. Check whether the additional sales are truly new or replace sales that would have occurred anyway. Include service costs and returns when they change. Averages are useful descriptions, but they can obscure the economics of the next decision.

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10 / TheoryBusiness models & unit economics

A revenue model allocates work and risk

Selling a product, charging a subscription, licensing technology and taking a transaction fee create different cash patterns and responsibilities. A subscription may smooth receipts but also require continuing service and retention. Licensing may reduce delivery work while increasing dependence on another firm’s execution.

Compare alternatives using the same customer benefit and operating assumptions. Ask who owns the customer relationship, who funds capacity and who bears the cost when performance disappoints. The most attractive headline revenue stream may require capabilities the venture does not have.

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10 / TheoryBusiness models & unit economics

Compare business-model choices

DimensionAsset-owning operatorMarketplace
Core workOwn and operate the service capacity.Connect participants and support exchanges.
Important costsAssets, operations and utilization.Acquisition, trust, service and transaction support.
Key uncertaintyCan capacity be used profitably?Can both sides be attracted and matched reliably?

A marketplace may still carry substantial operating responsibilities and costs.

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10 / TheoryBusiness models & unit economics

The parts must reinforce each other

  • A premium promise requires a delivery system capable of meeting it.
  • A low price requires an appropriate cost structure or another source of revenue.
  • A transaction fee requires enough valuable transactions to cover the work.
  • A growth claim must connect to capacity, demand and economics.
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10 / TheoryBusiness models & unit economics

A profit-driver tree

A profit-driver treeOperating resultTransactionsReach × conversion × repeatuseContribution pertransactionRevenue − variable costFixed costsPeople, systems and othercapacity

Illustrative model structure. Define drivers for the actual business before forecasting.

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10 / TheoryBusiness models & unit economics

Test the business logic

  • Choose the assumption that makes the model attractive.
  • Describe a plausible change that would break it.
  • Trace the effect through customer value, operations and profit.
  • State which evidence would confirm or weaken that assumption.
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10 / Deep diveBusiness models & unit economics

Relay's profit-driver tree in numbers

The generic driver tree, filled in with the course's illustrative Relay figures.

The tree turns the business model into figures that can be tested. The top line is the clinic count, which depends on new clinics added and churn. Each clinic contributes $319.20 a month. Contribution has to cover a fixed base that grows with headcount.

Change one driver at a time to see where the model is most sensitive. Moving churn from 3% to 5% cuts LTV by 40%. Moving gross margin from 80% to 72% cuts it by 10%. Retention therefore deserves the earliest evidence.

Driverv1 base (illustrative)Sensitivity caseEffect
Price per location-month$399$399-
Gross margin80%72% (v2 with LLM)Contribution $319.20 to $287.28
Monthly logo churn3% (about 33-month life)5% (20-month life)Direct LTV $10,530 to $6,384
CAC$2,400 direct / $1,500 association or ClinicOS marketplace$2,400LTV/CAC 4.4 direct / 7.0 association (no share) / 4.4 marketplace (30% share); direct falls to 2.7 at 5% churn
CAC payback7.5 months direct8.4 months at 72% marginMore cash tied up per new clinic
Clinics to cover FY1 opex ($760k)about 198about 220 at 72% marginFY1 actual: 60 clinics
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10 / Source insightBusiness models & unit economics

An online travel agency results page: the intermediary model

An Expedia results page listing four-star hotels near Huis Ten Bosch, Japan, at about $421-477 per night with struck-through prices, loyalty points, free cancellation and a 'we have 5 left' urgency label.

The travel agency does not own rooms. It aggregates standardized hotel inventory, competes on price and convenience and earns a commission. Airbnb also intermediates, but its inventory is non-standard, which makes trust and search much harder and much more valuable.

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10 / Source insightBusiness models & unit economics

Airbnb's high end: a $10,000-a-night listing

An Airbnb listing for a contemporary Bay Area estate at $10,000 per night, with five bedrooms for ten guests.

The same platform serves the top of the market without owning any property. Revenue per booking scales with the host's price while Airbnb's variable cost per booking does not, which is the core of a fee-based marketplace's contribution margin.

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10 / Source insightBusiness models & unit economics

Unique stays as differentiated value

Four unusual Airbnb properties: a UFO-shaped house, a yellow submarine, a sculpted organic-shaped dwelling and a windmill.

This is the value-creation side of the model: inventory that hotels cannot supply. The differentiation comes from hosts, so Airbnb's job is to attract hosts, make listings searchable and make guests trust a stranger's property.

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10 / Source insightBusiness models & unit economics

Highclere Castle listed at $160 a night

An Airbnb listing for a private room at Highclere Castle, the 'Downton Abbey' filming location, hosted by Lady Carnarvon, at $160 per night.

A one-of-a-kind stay at an ordinary price shows the marketplace's reach into supply that never entered the hotel market. It also creates marketing value well beyond the booking fee.

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10 / Source insightBusiness models & unit economics

Searching the long tail: igloo listings worldwide

An Airbnb search returning 11 igloo-type listings across Europe, priced from $50 to $213 per night and including an Ice Hotel room in Swedish Lapland, with filters for room type, price, social connections, neighborhood and amenities.

Search, filters, maps and the social-connections trust filter are the activities that make thin, scattered supply usable. These matching and trust costs belong in the profit model alongside payment processing.

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10 / Source insightBusiness models & unit economics

eBay's virtuous cycle (reading, Exhibit 3)

A loop: more sellers lead to better selection, which attracts more buyers and more visits per buyer, which attract more sellers.

This is a business-logic statement: a causal hypothesis about why the parts reinforce one another. Each arrow is an assumption you could measure, such as whether more selection raises conversion. Lesson 11 tests this kind of loop for Relay, where the cycle is local to each clinic or city.

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10 / Reading debriefBusiness models & unit economics

Business Models: A Quick Introduction / summary

Selected reading: PDF pages 2, 3, 4, 5, 6, 7, 8, 10, 11

A business model is a connected architecture for creating value, generating revenue and covering the work required. Its logic explains why the chosen activities and economics can reinforce one another.

  • Value has a recipient

    Start with the target customer and need, then identify the differentiated benefit and the activities that deliver it.

  • The value chain requires choices

    A venture can license, manufacture, distribute or coordinate others. Different boundaries create different capabilities, costs and dependencies.

  • Revenue links to cost drivers

    Transactional fees, subscriptions and other charging arrangements produce different flows. Trace those flows into meaningful units such as a customer or transaction.

  • Business logic connects the parts

    The note asks why customers will adopt and why the organization can remain competitive and profitable under stated conditions.

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10 / Reading debriefBusiness models & unit economics

Business Models: A Quick Introduction / discussion

Selected reading: PDF pages 2, 3, 4, 5, 6, 7, 8, 10, 11

Critical points

A label leaves the mechanism open

“Marketplace” or “subscription” names one aspect of the design. Explain who benefits, who pays and which activities must occur.

A unit needs boundaries

Customer economics must include a consistent service period and relevant acquisition and delivery costs. Unit contribution and total company profit answer different questions.

A reinforcing cycle needs evidence

A plausible cycle is a hypothesis about causality. Identify which relationship you would observe before committing to expansion.

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10 / ApplicationBusiness models & unit economics

Airbnb: more than a booking fee

The archived Airbnb materials examine a model that connects guests and hosts. Its business logic involves differentiated accommodation, a way to transact, trust and support, and a fee mechanism. The fee alone does not explain why the system can work.

Which activities create value, and which assumptions make the model profitable?

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10 / Current practiceBusiness models & unit economics

Current practice: AI cost structures and outcome-based pricing

AI products carry real variable cost

Bessemer's State of AI 2025 report found that the fastest-growing AI startups, which it calls 'Supernovas,' averaged about 25% gross margins, often negative. Steadier 'Shooting Stars' averaged about 60%, below typical SaaS. Inference is a per-use cost, so unit economics must be modeled per conversation, not only per customer.

Pricing by outcome

Intercom's Fin AI agent charges $0.99 per outcome. A resolution is billed only when the customer confirms the answer helped or leaves without asking for more help, and the charge is reversed if they come back. Revenue then tracks the value delivered, but the vendor bears the cost of failed attempts.

What this means for Relay v2

Relay Scheduler could charge per filled appointment rather than per location. That matches price to the clinic's gain but makes revenue depend on fill rate and moves inference risk to Relay. Model both, using a cost-per-conversation estimate and the 72% margin case.

Sources: Bessemer Venture Partners: The State of AI 2025 · Intercom: Pricing and Fin outcome-based pricing

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10 / PracticeBusiness models & unit economics

Trace a simple profit model

Fictional marketplace: 200 monthly transactions; $50 revenue per transaction; $20 variable cost; $3,000 monthly fixed costs. An acquisition campaign would cost an additional $2,000 and is expected, but not proven, to add 50 transactions.

Your task

Calculate the current operating result, the campaign’s incremental result and the assumptions behind the decision.

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10 / DebriefBusiness models & unit economics

Worked answer and reasoning

  • Current result: 200 × ($50 − $20) − $3,000 = $3,000.
  • Campaign increment: 50 × $30 − $2,000 = −$500 before longer-term effects.
  • Repeat use or later value might change the conclusion, but it must be modeled rather than assumed.
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10 / Venture stepBusiness models & unit economics

Venture step: Relay's business-model map and unit economics

Relay · venture step 10

Relay v1 charges $399 per clinic location per month, or $4,070 a year prepaid. Gross margin is about 80% after SMS, hosting and onboarding support. Monthly logo churn is about 3%. Founder-led sales cost about $2,400 per clinic, and channels target about $1,500 (PT association referrals with no revenue share, or the ClinicOS marketplace with a 30% share). FY1 operating expenses are planned at $760,000. In year 2, Relay Scheduler adds LLM inference, which could push gross margin to about 72%. Daniel wants to know which single assumption the model depends on most.

Your task

Produce a one-page business-model map (value creation, profit model, logic) and a unit-economics table: contribution per clinic-month, customer lifetime, LTV, LTV/CAC and CAC payback for each channel, plus the clinic count needed to cover FY1 operating expenses. Name the most fragile assumption and how to test it.

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10 / Venture stepBusiness models & unit economics

Venture step: worked reasoning

  • Unit and contribution: the unit is one clinic location per month. Contribution = $399 x 0.80 = $319.20. Lifetime = 1 / 0.03 = about 33 months. LTV = $319.20 x 33 = about $10,530.
  • Channel comparison: direct gives LTV/CAC = 10,530 / 2,400 = about 4.4 and CAC payback = 2,400 / 319.20 = about 7.5 months. The PT-association channel, with no revenue share, gives 10,530 / 1,500 = about 7.0 and a payback of about 4.7 months. If the channel takes 30% of revenue (the ClinicOS case in Lesson 9), contribution falls to about $199.50, LTV to about $6,580 and LTV/CAC back to about 4.4.
  • Covering the fixed base: FY1 operating expenses of $760,000 are about $63,300 a month, so Relay needs about 63,300 / 319.20 = about 198 paying clinics to cover them. FY1 ends with 60, which is why FY1 shows a $616,000 operating loss (Lesson 16). Sales and marketing spend is in that $760,000, so not all of it is fixed.
  • The most fragile assumption is churn, not price. At 5% monthly churn (the Lesson 20 downside), lifetime falls to 20 months and direct LTV to $6,384, so LTV/CAC is 2.7. Churn depends on the fill rate continuing after the novelty fades. Test it with cohort retention by segment; the 3x retention of multi-location groups is what later drives the pivot. In v2, a 72% margin lowers direct LTV to about $9,480 (direct LTV/CAC about 3.95), so inference cost per conversation has to be tracked from the first day.
  • Business logic: clinics pay because recovered visits (about $66k a year over the phone list, $96k gross, illustrative) far exceed the $4,788 price. Relay's costs stay low because messaging is automated. Retention holds only if waitlists stay full, which links the profit model to the patient side analyzed in Lesson 11.
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10 / DebriefBusiness models & unit economics

Reasoning traps

Calculating LTV from revenue

Multiplying $399 by 33 months gives $13,170, which overstates value by about 25%. LTV must use the contribution that remains after the cost of serving the customer, and in v2 that cost includes LLM inference.

Treating one churn number as permanent

A 3% monthly churn from the first cohorts can hide very different segments: groups retain about 3x better than independents (Lesson 15). Cohort retention by segment, not a blended average, belongs in the model.

Calling a revenue mechanism a business model

'SaaS at $399' says how Relay charges, not why clinics keep paying or what Relay must do. A per-location subscription and a per-filled-slot fee divide risk differently between Relay and the clinic.

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10 / ReviewBusiness models & unit economics

What you can now explain

Relay's business-model map and a unit-economics table (contribution, LTV, LTV/CAC and payback by channel, break-even clinic count) with the critical churn assumption and its test.

  • A business model joins three parts: who gets what value and through which activities, how revenue covers the cost of delivering it, and why the parts reinforce each other.
  • Define the unit and the period before calculating: Relay's unit is a clinic-month, so contribution is $319.20, LTV about $10,530 and direct CAC payback about 7.5 months.
  • Find the assumption that breaks the model first: for Relay it is churn, which depends on sustained fill rates; for v2 it is also inference cost.

Next lesson: Platforms, network effects & adoption

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