lifestyle · Customer outcome
Fitness & yoga apps
The starting point, work, and retained outcome record from an anonymized Lemon AI engagement.
Evidence note: The customer identity is withheld. The operating context, actions, and outcome figures are retained from Lemon AI’s previously published case record and were approved for this migration. Results describe this engagement and are not a promise of identical performance for another app or market.
Operating context
Starting point
- Low trial conversion rate
Goal
- Increase trial conversion rate
What Lemon AI did
- Trained and integrated model in 3 days
- Predicted LTVs (3 and 12 months)
- Found the strongest paywalls and when to show them
Measured results
| Outcome | Result |
|---|---|
| campaign efficiency with Lemon | +29% |
| increased budget for ad campaigns optimized by Lemon AI in 3 months | 110% |
| LTV growth | +47% |
| increased trial conversion | +24,7% |
How to interpret the result
The outcome should be read in the scope shown above: its platforms, region, acquisition sources, budget band, objectives, and measurement period. The result does not isolate a universal causal effect and should not be compared with another case without aligning its metric definition and time horizon.
Read the measurement and forecasting methodology for source, attribution, aggregation, reconstruction, and prediction limitations.