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Hot right now: Airbnb cut marketing by $446M and grew anyway

Interactive Lab

Four tools built on one thing: the real, sourced outcomes of every case we have published. Nothing here invents a number. When the matching data is thin, the tool says so instead of guessing.

Diagram of the Lab: one database of published cases and their sources feeds the Campaign Simulator, Benchmark My Case and Company vs Company, while the ROI Calculator is formula-only and the Pricing Quiz is not built yet.
What each tool reads from. The ROI Calculator is the one that needs no case data — it is arithmetic.
Most popular

Campaign & Pitch Simulator

Budget, up to three channels, one strategy. Three steps, then the ROI range and risk level that comparable real campaigns actually produced — with a confidence label that drops to “not enough data yet” below three matching cases.

Open the simulator
95–240%
a typical balanced result

ROI Calculator

One screen, live as you type. Investment, revenue or savings generated, time period — out comes the ROI percentage and a payback estimate.

(revenue − investment) / investment × 100

Invalid inputs get a plain-language error, never a broken result.

Benchmark My Case

Put in your own budget, channel and the ROI you actually achieved. We compare it against the same case database the Simulator uses and give you a percentile.

“Your result beats 68% of similar campaigns in our database (n=12 cases).”

Same cold-start rule: below the minimum case count, no percentile is shown.

Company vs Company

Pick any two published companies and put their real revenue and marketing spend side by side, year by year, sourced from their own filings.

Zoom +326% revenue  vs  Peloton −$2.83B loss
Compare companies
Coming soon

Pricing Quiz

A guided walk through the pricing decisions the cases in our archive got right and wrong. Not built yet — the layout is here so it has somewhere to land.

How the confidence label works

0–2

No confidence label at all. The tool says it does not have enough matching cases and gives a general estimate.

3–5

Low confidence — early data.

6–15

Medium confidence.

15+

High confidence — strong data.

Cases from the last 12–18 months are weighted more heavily, and more so for fast-moving channels like Social and Influencer than for Email.

Diagram of the confidence ladder: nought to two matching cases gives no confidence label at all, three to five is low confidence, six to fifteen is medium, and fifteen or more is high confidence.
Below three matching cases there is no label at all — the tool says the data is thin instead of picking a number.