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Illustrative example · fictional business · not real results

Sample: an online store selling a dropshipped laptop stand

ESP works for any small business. This page shows what parts of a project look like, using an online store, followed by the financial model for a service business. The business, the people and the evidence are invented for illustration. The numbers are calculated live by the same engine your own project uses.

Ranked assumptions

Top assumptions by uncertainty × consequence (illustrative)
AssumptionRankStatusPlanned test
Remote workers will pay $59 for this stand from an unknown store.25Being testedPre-order page, $150 ad cap; success = 15 pre-orders
Marketing cost per sale can be kept at or below $14.20UntestedTwo-week capped ad test; measure cost per purchase
The supplier ships within 7 days with fewer than 3% defects.16UntestedOrder 5 samples to 3 addresses; record time and condition
Returns stay at or below 6%.12UntestedTrack first 50 orders

Evidence register

Example entries, labeled by type (illustrative)
TypeClaim
Verified external factStore platform’s standard online card rate is 2.9% + 30¢ on its basic plan (source: platform pricing page, accessed on a stated date).
Result of your own test5 sample units arrived in 6–9 days; 0 defects.
EstimateFulfillment fee of about $7 per order, based on the supplier’s quote.
AI-generated hypothesis (unverified)Buyers who work from home may value adjustable height over price.

Financial scenarios

Inputs: price $59; landed cost $18; fulfillment $7; marketing $14 per sale; fees 3.4% (illustrative, including 30¢ per order averaged); returns 6%; 40 sales in month 1 growing 12% a month; fixed costs $180 a month; startup $1,500; cash at start $4,000; 12 months.

Results over 12 months (calculated)
ScenarioRevenueOperating profitLowest cash
Low$28,910$3,178$2,500
Base$53,537$11,909$2,500
High$73,078$19,491$2,500

Kept from each sale after all per-sale costs: $14.57. Break-even: 12.4 sales a month. Most influential input: Price per order (USD).

Results review

Month 2 (illustrative)

Forecast: 44.8 sales, $2,485 revenue. Recorded (invented): 31 sales, $1,661 revenue.

  • Revenue was 33% below forecast: about $-765 from the number of sales and $-58 from the average price per sale.
  • Fewer sales than planned. Possible adjustments: review how many leads you are reaching and how many convert; test a different channel before spending more.

Plan followed: Partly (ads paused for 10 days). Likely category: The plan was not carried out as intended.

Second example: a mobile bike-repair service

Illustrative example · fictional business · not real results

The same engine and stages apply to a service business. Only the wording changes: jobs instead of orders, parts and travel instead of landed cost and fulfillment.

Inputs: price $85 per job; parts $12 per job; travel $8 per job; marketing $15 per job; card fees 3%; refunds 2%; 25 jobs in month 1 growing 8% a month; fixed costs $250 a month (insurance, booking software, phone); startup $3,000 (tools and van fit-out); cash at start $5,000; 12 months.

Service example: results over 12 months (calculated)
ScenarioRevenueOperating profitLowest cash
Low$21,341$7,738$2,000
Base$39,520$18,729$2,000
High$53,945$27,740$2,000

Kept from each job after all per-job costs: $45.80. Break-even: 5.5 jobs a month. Most influential input: Price per job or booking (USD).

The owner’s own time is not counted as a cost here; it is covered by owner pay, set to $0 in this example. A real plan should state how much the owner needs to earn.