---
title: "Food delivery apps Case Study | Lemon AI"
description: "Food delivery apps case study: how Lemon AI addressed the apps had strong service quality but struggled to gain market share and measured 140 hours saved…"
canonical: "https://lemon-ai.com/cases/food-delivery-apps"
markdown_url: "https://lemon-ai.com/cases/food-delivery-apps.md"
language: "en"
image: "https://lemon-ai.com/og/case-food-delivery-apps.png"
image_alt: "Rising LTV and retention outcomes for anonymized food-delivery apps."
schema_types: ["BreadcrumbList","Organization","WebApplication","WebPage","WebSite"]
---

# Food delivery apps

delivery · Customer outcome

The starting point, work, and retained outcome record from an anonymized Lemon AI engagement. 

**Android, iOS**

MENA

Google Ads, Meta Ads, TikTok Ads

$145K+ monthly

**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

1.7M+ installs 

349K+ MAU 

## Starting point

- The apps had strong service quality but struggled to gain market share

## Goal

- Raise retention and AOV

## What Lemon AI did

1. Trained and integrated model in 9 days
2. Focused campaigns on the top 10%, 25%, and 50% of users by D30 LTV
3. Added predicted product recommendations to encourage repeat purchases
4. Adjusted the marketing mix in each country

## Measured results

| Outcome                                             | Result                      |
| --------------------------------------------------- | --------------------------- |
| hours saved monthly for product and analytics teams | 140                         |
| LTV on Day 30                                       | Android +34.2% · iOS +22%   |
| Retention on Day 14                                 | Android +22.5% · iOS +14.1% |

## 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](https://lemon-ai.com/methodology) for source, attribution, aggregation, reconstruction, and prediction limitations. 

Next step

## See the same workflow with your data

Bring one app and its acquisition questions to a product walkthrough.

[Book a demo](https://calendly.com/robert-lemon-ai) 

[← All case studies](https://lemon-ai.com/cases)

## Structured data

```json
{"@context":"https://schema.org","@graph":[{"@id":"https://lemon-ai.com/#organization","@type":"Organization","name":"Lemon AI","url":"https://lemon-ai.com/","logo":{"@type":"ImageObject","@id":"https://lemon-ai.com/#logo","url":"https://lemon-ai.com/brand/lemon-ai-mark-512.png","contentUrl":"https://lemon-ai.com/brand/lemon-ai-mark-512.png","width":512,"height":512,"caption":"Lemon AI"},"email":"hi@lemon-ai.com","sameAs":["https://cy.linkedin.com/company/lemon-ai","https://x.com/lemon_ai_adtech","https://www.g2.com/products/lemon-ai/reviews"]},{"@id":"https://lemon-ai.com/#website","@type":"WebSite","name":"Lemon AI","url":"https://lemon-ai.com/","publisher":{"@id":"https://lemon-ai.com/#organization"},"inLanguage":"en"},{"@id":"https://lemon-ai.com/cases/food-delivery-apps#breadcrumb","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Lemon AI","item":"https://lemon-ai.com/"},{"@type":"ListItem","position":2,"name":"Case studies","item":"https://lemon-ai.com/cases"},{"@type":"ListItem","position":3,"name":"Food delivery apps","item":"https://lemon-ai.com/cases/food-delivery-apps"}]},{"@id":"https://lemon-ai.com/cases/food-delivery-apps#webpage","@type":"WebPage","url":"https://lemon-ai.com/cases/food-delivery-apps","name":"Food delivery apps Case Study | Lemon AI","description":"Food delivery apps case study: how Lemon AI addressed the apps had strong service quality but struggled to gain market share and measured 140 hours saved…","isPartOf":{"@id":"https://lemon-ai.com/#website"},"publisher":{"@id":"https://lemon-ai.com/#organization"},"inLanguage":"en","about":{"@id":"https://lemon-ai.com/#software"},"breadcrumb":{"@id":"https://lemon-ai.com/cases/food-delivery-apps#breadcrumb"}},{"@id":"https://lemon-ai.com/#software","@type":"WebApplication","name":"Lemon AI","url":"https://lemon-ai.com/","description":"Creative intelligence and cohort-revenue forecasting for mobile app and game user-acquisition teams.","applicationCategory":"BusinessApplication","operatingSystem":"Web","browserRequirements":"Requires a modern web browser","provider":{"@id":"https://lemon-ai.com/#organization"},"featureList":["Creative-level spend, installs, purchases, revenue, and ROAS","Creative attribute analysis","Evidence-led creative generation","Cohort revenue and ROAS forecasting through D365","Read-only reporting API and MCP access"],"offers":[{"@type":"Offer","name":"Creative Intelligence annual billing","price":"209","priceCurrency":"USD","url":"https://lemon-ai.com/#pricing","description":"Effective monthly price per app when billed annually.","availability":"https://schema.org/OnlineOnly"},{"@type":"Offer","name":"Cohort Prediction monthly subscription","price":"679","priceCurrency":"USD","url":"https://lemon-ai.com/#pricing","description":"Monthly price per app after a $1,399 one-time account setup.","availability":"https://schema.org/OnlineOnly"}]}]}
```