Worked example — go-to-market & business plan for an AI-SaaS startup
This is one project worked end-to-end. We invent a small but realistic startup — Cuaderno, an AI meeting-notes assistant for European SMEs — and run it through the whole toolkit of Introduction to Business Management: market structure, the strategy frameworks (SWOT, PESTEL, Porter's Five Forces), the Business Model Canvas, a worked break-even and unit-economics analysis (contribution margin, LTV/CAC), a BCG portfolio call, and a one-page investor summary. Every framework is filled in with concrete numbers so you can see how the analysis is actually done, not just what the boxes are called. Where a number can be visualised, we link the matching interactive demo.
What you produce
- A completed Business Model Canvas and a one-page investor summary with headline metrics.
- A diagnosed external/internal environment: PESTEL, SWOT, and a scored Porter Five Forces.
- A defensible break-even and unit-economics model (contribution margin, CAC, LTV, payback).
- A BCG / portfolio recommendation on where to invest as the product line grows.
This page is the applied counterpart to the course outline; it is exactly the kind of artifact Groupwork 2 asks for — a complete business plan defended in a pitch (see M5 and Sessions 26–29).
1. Scenario & assumptions
Before any framework, fix the facts. A model is only as honest as the assumptions feeding it, so we state them up front and reuse the same numbers everywhere downstream.
The venture. Cuaderno is a B2B SaaS product. It joins video calls, transcribes them, and produces structured minutes, action items, and a searchable knowledge base — tuned for Spanish- and English-speaking SMEs (5–250 employees) in the EU. It is sold as a monthly per-seat subscription.
Market structure. The market is monopolistic competition (Session 2): many differentiated sellers — Otter, Fireflies, the incumbents' native tools (Zoom, Teams Copilot) — low but non-zero switching costs, and no single price-setter. That structure tells us, before any spreadsheet, that long-run economic profit is competed away unless we hold a genuine differentiator (here: EU data residency + Spanish-first quality).
Operating assumptions (the single source of truth)
| Assumption | Value | Basis / note |
|---|---|---|
| Price per seat / month (Pro plan) | €20 | Mid-market positioning, below incumbents' bundled price |
| Avg. seats per paying account | 8 | SME team size; account ARPA = €160/mo |
| Variable cost per seat / month | €6 | Transcription compute + inference + payment fees |
| Gross contribution margin per seat | €14 | $p - v = 20 - 6$ → 70% margin |
| Fixed costs / month | €42,000 | 6 staff, cloud baseline, tools, office |
| Blended customer acquisition cost (CAC) | €400 | Per account; paid + content + sales time |
| Monthly logo churn | 4% | Early-stage SME; net revenue churn lower (expansion) |
| Target Year-1 paying accounts | 450 | Bottom-up from funnel, not top-down from TAM |
Market sizing — TAM / SAM / SOM
We size bottom-up to stay honest. There are roughly 1.5M SMEs in our target EU countries that run knowledge-work meetings; at €160/account/year… per month that is the addressable spend. We take a deliberately conservative obtainable share.
| Layer | Accounts | € / yr | Definition |
|---|---|---|---|
| TAM — total addressable | 1,500,000 | €2.88B | All target-country SMEs × €160/mo × 12 |
| SAM — serviceable available | 300,000 | €576M | SMEs with EU data-residency / Spanish-first need |
| SOM — serviceable obtainable (3 yr) | 6,000 | €11.5M | ~2% of SAM — realistic given a small sales motion |
The Year-1 target of 450 accounts is <0.2% of SAM — credible, and the SOM gives a ceiling for the fundraising story without over-promising.
2. Strategic analysis worked out
Three lenses, in order: PESTEL (the macro environment), Porter's Five Forces (the industry), and SWOT (the firm). Each maps to Module 2, Session 4.
2.1 PESTEL — the macro environment
PESTEL scans forces the firm cannot control but must plan around. We mark each factor as a tailwind, headwind, or watch-item.
| Factor | Signal | Implication for Cuaderno |
|---|---|---|
| Political | EU "digital sovereignty" push | tailwind EU-hosted data is a selling point vs US tools |
| Economic | SME budgets tight; rates high | headwind must show fast ROI / payback < 1 yr |
| Social | Normalised remote/hybrid meetings | tailwind structural demand for meeting tooling |
| Technological | Falling inference cost; open models | tailwind variable cost trends down → margin up |
| Environmental | Compute energy scrutiny | watch efficiency claims, regional grid mix |
| Legal | GDPR + EU AI Act (high-risk rules) | tailwind compliance is a moat; barrier to entry (Session 21) |
2.2 Porter's Five Forces — industry attractiveness
We rate each force 1 (weak / favourable) to 5 (strong / threatening). The mean force drives attractiveness: lower mean = more headroom for profit. This is the framework behind the five-forces demo.
Mean force $= \dfrac{4+3+3+3+4}{5} = 3.4$ out of 5 — a moderately tough industry. The two pressure points are rivalry (crowded category) and supplier power (cloud + foundation-model providers can raise prices and even compete downstream). Strategic response: differentiate on EU-compliance/Spanish quality to soften rivalry, and keep models swappable (open-weights fallback) to blunt supplier power. Buyers have only medium power because seats are cheap relative to the value of recovered meeting time.
2.3 SWOT — internal vs external, synthesised
SWOT folds the PESTEL/Porter findings together with firm-specific facts. Strengths/Weaknesses are internal; Opportunities/Threats are external.
- EU data residency + GDPR/AI-Act readiness by design
- Best-in-class Spanish transcription quality
- Lean team, 70% gross margin from day one
- No brand vs Otter/Fireflies; small marketing budget
- Dependent on third-party model + cloud providers
- Single product line — concentration risk
- Incumbents weak on EU compliance & Spanish
- Expansion revenue: CRM/ERP integrations, seats
- Falling inference cost widens margin over time
- Platform owners bundle the feature for free (Teams/Zoom)
- Foundation-model supplier raises prices or competes
- SME budget freezes in a downturn
Strategic read (TOWS): match the strongest Strength to the biggest Opportunity — lead go-to-market with "EU-hosted, Spanish-first" against incumbents who are weak exactly there. Defend the key Threat (bundling) by going deep on compliance and workflow integration where a generic bundled feature cannot follow.
3. Business model & financials, step by step
Now the quantitative core: the Business Model Canvas to fix the model, then break-even and unit economics with worked numbers. Mirrors M2 S6 (canvas) and M4 S19 (finance) / M5 S23 (SaaS economics).
3.1 Business Model Canvas
- Cloud provider (EU regions)
- Foundation-model vendor + open-weights fallback
- CRM/ERP integration partners
- ASR/LLM pipeline
- Compliance & security
- Sales & success
- Accurate Spanish + English minutes
- EU data residency, GDPR/AI-Act ready
- Recovers ~3 h/week of meeting admin
- Self-serve trial
- Assisted onboarding
- In-product expansion
- EU SMEs (5–250 staff)
- Spanish-speaking teams
- Compliance-sensitive sectors
- ML/eng team
- EU infra
- Brand & data moat
- Content/SEO
- App marketplaces
- Inside sales
- Fixed €42k/mo (team, infra baseline, tools); Variable €6/seat (inference, transcription, payment fees) — see Table 1
- €20/seat/mo recurring subscription (Pro); annual prepay discount; future usage-based add-ons & enterprise tier
3.2 Contribution margin & break-even
Each seat sells for €20 and costs €6 to serve, so the unit contribution margin is €14 (a 70% margin). Fixed costs are €42,000/month. The break-even volume is the point where total contribution covers fixed cost:
At 8 seats per account that is 375 paying accounts to break even — €60,000 MRR. Our Year-1 target of 450 accounts (3,600 seats) clears it. This is exactly the curve in the break-even demo — drag $F$, $p$ and $v$ there to see how the break-even point moves.
| Scenario | Accounts | Seats | Revenue | Variable | Contribution | Fixed | Profit |
|---|---|---|---|---|---|---|---|
| Break-even | 375 | 3,000 | €60,000 | €18,000 | €42,000 | €42,000 | €0 |
| Year-1 target | 450 | 3,600 | €72,000 | €21,600 | €50,400 | €42,000 | €8,400 |
| Year-2 plan | 1,200 | 9,600 | €192,000 | €57,600 | €134,400 | €48,000 | €86,400 |
Note fixed cost rises modestly in Year 2 (to €48k as the team grows) while contribution scales with volume — the operating leverage that makes SaaS attractive.
3.3 Unit economics — CAC, LTV, payback
Subscriptions live or die on whether a customer is worth more than it costs to win. We work per account (8 seats → €160/mo, €112/mo contribution at the 70% margin). With 4% monthly churn the average customer lifetime is $1/0.04 = 25$ months.
| Metric | Value | How it is computed |
|---|---|---|
| ARPA (revenue/account/mo) | €160 | 8 seats × €20 |
| Contribution/account/mo | €112 | €160 × 70% margin |
| Avg. lifetime | 25 mo | $1 / 0.04$ churn |
| LTV (gross-margin basis) | €2,800 | €112 × 25 |
| CAC | €400 | Blended acquisition cost (Table 1) |
| LTV / CAC ratio | 7.0× | €2,800 / €400 |
| CAC payback | ~3.6 mo | €400 / €112 contribution |
An LTV/CAC of 7.0× is well above the venture rule of thumb (> 3× healthy) and CAC payback under 4 months is excellent (< 12 months is the bar). The model is not just break-even-feasible — it is worth scaling, because every euro of CAC returns seven and is recovered in a quarter. That is the green light to spend on growth.
3.4 SaaS growth — does MRR compound?
MRR next month = this month's MRR surviving churn, plus new MRR: $MRR_{t+1} = MRR_t(1-c) + \text{new}$. With €60k MRR, 4% churn and €10k new MRR/month, the steady state where growth stalls is $\text{new}/c = 10{,}000 / 0.04 = €250{,}000$ MRR — the ceiling at the current spend. To grow past it we lift new-MRR or cut churn. Explore this in the SaaS growth demo.
4. Results & recommendation
Pull the strands together into a portfolio call and a one-page investor brief.
4.1 BCG / portfolio call
Cuaderno's product line, placed on the BCG growth-share matrix (BCG demo): the core notes product is a Question Mark today — high market growth, still-low relative share — and the strategy is to fund it hard to push it toward Star. The planned CRM/ERP integration add-on is a future bet (also a Question Mark). There is no Cash Cow yet, which is why outside funding is required.
- — (target state for the core product in ~24 mo)
- Core notes product → invest to gain share
- CRM/ERP integrations (new bet)
- — (none yet; the gap fundraising closes)
- Avoid: generic free transcription utility
4.2 Recommendation
The business is structurally attractive on the numbers: 70% gross margin, break-even at 375 accounts (below the Year-1 target), LTV/CAC of 7× and <4-month payback. The binding constraint is share, not unit economics. Recommendation: raise a seed round to (1) double the sales motion behind the EU-compliance/Spanish wedge identified in SWOT, (2) ship the CRM/ERP integrations that defend against platform bundling, and (3) keep models swappable to blunt supplier power. Hold price at €20 — competing on differentiation, not discount, given monopolistic-competition dynamics.
4.3 One-page investor summary
Problem. SME teams lose hours to meeting admin; US tools fail EU data-residency and Spanish-quality needs. Solution. Spanish-first, EU-hosted, GDPR/AI-Act-ready meeting notes that recover ~3 h/week per user. Why now. Falling inference cost + EU digital-sovereignty tailwind.
Ask. €1.2M for 18 months of runway → 1,200 paying accounts, ~€2.3M ARR, and the integration moat that turns the core product into a Star.
5. How it maps to the course learning outcomes
Every step above exercises a stated learning objective and a specific session. Click a module pill to jump to the course outline.
| Project step | Course learning outcome | Session |
|---|---|---|
| Market structure (monopolistic competition) | Understand the role of businesses in modern economies | M1 · S2 |
| PESTEL · Five Forces · SWOT | Assess internal/external environments with strategy tools | M2 · S4 |
| Business Model Canvas | Analyze and design business models with modern frameworks | M2 · S6 |
| BCG portfolio call | Apply life-cycle & portfolio planning frameworks | M2 · S8 |
| Break-even & profitability | Profitability metrics and break-even analysis | M4 · S19 |
| Unit economics (LTV/CAC), SaaS growth | SaaS unit economics & the customer lifecycle | M5 · S23 |
| GDPR / AI-Act as a moat | Recognize how AI & digital tech influence strategy | M4 · S21 |
| Investor summary & pitch | Apply concepts through a practical, defended project | M5 · S26 |
6. Extensions
Ways to push the project further — each ties to a later session or a demo.
- Sensitivity analysis. Re-run break-even and LTV/CAC if churn rises to 6% or CAC to €600. At what point does LTV/CAC fall below 3×? (Finance, S19.)
- Pricing & elasticity. Test a €15 and €30 price using the elasticity demo; how does revenue and break-even volume respond?
- Cost curve at scale. Add a scale penalty (support load, infra steps) and find profit-maximising output with the cost-curve demo.
- Org design. Plan the Year-2 org (span of control, layers) with the org-tree demo — links to M3 · S13.
- Internationalization. Pick an entry mode (direct vs partner) for a second EU market (M5 · S25).
- Blue Ocean move. Apply the eliminate-reduce-raise-create grid to escape head-on rivalry (M2 · S5).
7. References
- Osterwalder, A. & Pigneur, Y. — Business Model Generation (the Business Model Canvas). Source for the canvas used in §3.1; see Session 6, Strategyzer.
- Porter, M. E. — Competitive Strategy & "The Five Competitive Forces That Shape Strategy", HBR. Basis for the Five Forces scoring in §2.2 (Session 4).
- Boston Consulting Group — "What Is the Growth Share Matrix?" Portfolio framework used in §4.1 (Session 8).
- Abascal, E. & Aguirreamalloa, X. — Finance for Managers, McGraw-Hill. Break-even & profitability methods, §3.2 (Session 19).
- Croll, A. & Yoskovitz, B. — Lean Analytics. SaaS metrics — CAC, LTV, churn, MRR — used in §3.3–3.4 (Session 23).
- Sequoia Capital — "Writing a Business Plan / 10-slide pitch deck". Structure of the investor summary in §4.3 (Session 26).
- Dinarés García, J. — Introduction to Business Management, IE University BCSAI, 2025–26. Course syllabus this project is grounded in — SYLLABUS.pdf.
Figures are illustrative base-case assumptions for a worked teaching example, not a forecast of a real company.