UA
LUMÉ
Project 1 · Unit economics

Interview cheat sheet

Short format. The company is a fictional medical aesthetic cosmetics chain (5 clinics in Kyiv); the economics are assembled from real Ukrainian sources for 2026 and documented in the primary sources registry. Full analysis in the deep dive, the model itself is here.

«How did you do this?»

I built the model together with an AI tool (Claude) — but I decided which metrics to calculate and why. Crucially: instead of taking an “average receipt” out of thin air, I split it into 5 service lines (injections, devices, care, laser, diagnostics), took prices from the real price list of a direct analogue (Slim, slim.ua) and weighted them by each line’s share in visits — the result is ₴4,228, and this is visible in the table above the calculator. Each parameter has a reliability grade A/B/C and a source tag [S]/[M]/[D]; where Ukrainian data were missing, I kept international benchmarks with transparent labelling. The AI helped quickly assemble an interactive calculation and format it. But the logic — why we calculate LTV by margin not by receipt, why response speed in DMs moves the whole economics so much — I analysed and validated myself. I specifically made a “slow / fast response” comparison because it's the most practical takeaway for a real business. Using AI as a tool is fine, like previously using Excel; what's important is that I understand what lies behind the numbers, not who drew the slider.

9 questions you are most likely to be asked — and short answers in plain language.
1

What is CPA and how did you calculate it?

CAC (Customer Acquisition Cost) — how much one customer from targeted ads costs. We divide the paid budget by the number of people who actually arrived after the funnel: lead → booking → first visit. By default ≈ ₴1,800. But 58% of customers come not from targeting — so the blended CAC ≈ ₴940.

2

Why is LTV calculated by margin and not by receipt?

The receipt ₴4,228 is the customer's money. Injection products eat 30–50% of the receipt, the doctor's bonus is a % of the remainder, plus an allocated share of rent and salaries for that visit. For LTV we take gross margin ≈44% (not contribution margin ~62% — because a repeat customer occupies the room and staff the same). Calculating LTV by receipt would overstate it nearly twofold.

3

What is LTV:CAC and where does the 3x threshold come from?

The ratio of “how much a customer brought” to “how much it cost to acquire them”. The “minimum 3x” threshold comes from the venture world; the logic is universal: you need a buffer for rent, salaries, contingencies. In LUMÉ it comes out ≈ 9.8x (paid channel) and ~21x (blended) — and this is not “everything is perfect”, but a signal: money should be invested not in ads, but in capacity (rooms at 76%, the network near ceiling) and retention. A junior might say “increase the budget” — that is a mistake.

4

Where do the figures come from — did you make them up?

No. Prices are from real Kyiv clinic price lists (Slim as a direct analogue, plus Bellezza, NeoVita, Laserhouse, Dr.Yudina). The macro series 2021–2026 (GDP, inflation, exchange rate, real wages) — State Statistics Service/NBU, grade A. Taxes, MOH licence — official sources, grade A. Beauty inflation for 2025 (Barb.ua estimate [M]; official medical CPI +6%), injection cosmetology Kyiv +40% for 2023 — Barb.ua/Forbes/OstroV. Visit frequency (8–12/year), retention (70%+), share of injections in revenue (50–70%) — from real guides business-broker.com.ua and cms.beauty (run 10 of the registry, 08.09.2026). CPL Meta ₴620 — grade C (triangulation). Exchange rate ₴44.5/$ — NBU on 8 September. What is NOT closed: the exact mix of visits by line, an independent financial anchor from real networks (YouControl registries), market volume in ₴ — honestly marked [M].

5

Why is ROI negative in the first month — is that a failure?

No, it's normal for a service with repeat visits. In the first month you pay for acquisition, and the profit from a customer is spread over future visits. You should judge by LTV, not by the first month.

6

Why have a payback period if you already have LTV:CAC?

LTV:CAC answers “is it profitable in principle”, payback answers “how quickly will the money return”. A campaign can be profitable by ratio but have an 18‑month payback — and then there's no way to finance it with limited cash.

7

How does response speed in DMs affect the calculation?

In the “slow” scenario, lead → booking conversion drops (38%→18%) and the share of “regulars” falls (42%→30%). An anxious client with an expensive procedure (injection visit ≈₴7,800) goes to whoever calmly replied first. The effect is supported by a study of 100,000+ leads (Oldroyd/HBR): 5 minutes instead of 30 = 100× chance to reach them. One operational process (SLA ≤1 min) moves the economics more than any budget change — and budget in the model is already not the main lever.

8

If the budget doubles, what happens to CPA?

In the model — almost nothing (conversion percentages). In reality CAC increases — cheap audiences burn out first. The model does not account for this — an honest limitation. But since LTV:CAC ≈ 8x, the bottleneck is not the budget but capacity and retention — so it's not critical.

9

What did you add beyond the base model?

Splitting the receipt into 5 service lines (not “one number out of thin air”), a two‑segment customer model (regulars / non‑regulars), a season toggle, blended CAC across channels, cohort retention curve by years, market retrospective 2021–2026 on a real macro series, and a tornado analysis — which lever moves LTV:CAC the most (it turned out — not budget, but the share of regulars and their visit frequency).