AI Job Search App: Swipe on Jobs and Let AI Tailor Your Application
AI job-search app: swipe-style job matching, AI-tailored resumes and cover letters, and an AI agent that submits applications; founded by Nicole Cheun
In plain English
Sprout is a job-search app where you swipe on jobs you like. For each one, AI rewrites your resume and cover letter to fit the job. An AI helper can then fill in and send the application for you. Job seekers pay a subscription.
$250K MRR at peak (founder, Oct 2025); ~$200K since
Operator: Nicole Cheung (founder)
A named, real operator ran this and shared results publicly. The figures are their own.
Not disclosed.
The tool stack
Payments
App Store ↗iOS distribution
OpenAI API ↗LLM / vision
Prices are the vendors' published list prices as researched in Oct 2026 and change often — always check the vendor's pricing page.
Step-by-step setup
- Pick job seekers tired of rewriting the same application.
- Let them swipe on jobs, then have AI tailor the resume and cover letter.
- Offer an AI helper that fills in and sends the application.
- Subscription; grow with short videos about job hunting.
What's automated vs. the human 15%
The machine does
- Core AI generation/analysis
- Billing and onboarding
You still do
- Product quality and support
- Distribution and marketing
- Compliance and edge cases
Overview
AI job-search app: swipe-style job matching, AI-tailored resumes and cover letters, and an AI agent that submits applications; founded by Nicole Cheung (Magnifex AI).
Operator: Nicole Cheung (founder). Website: https://usesprout.com/
Estimated split: about 85% of the work automated, 15% human.
Realistic income
Founder Nicole Cheung told Starter Story that Sprout peaked at about $250,000 in monthly recurring revenue in October 2025 and has run at about $200,000 a month since. This figure is operator-reported, not independently verified, and may be out of date. This is one operator’s result, often after months or years of work, and doesn’t predict yours. Check the live source — numbers change.
Risks
- Mass auto-applying can annoy employers, and some job sites block it.
- Job seekers cancel once they are hired.
- AI-written applications can contain mistakes or overclaim.
- Startup cost and time to first dollar are not disclosed.
*Income figures are illustrative ranges based on public pricing and typical outcomes reported by practitioners, not guarantees. Most new online businesses earn little or nothing at first. Not financial, legal or tax advice.
THE DAILY 6
The 6 best AI money stacks, in your inbox every morning.
Each pick comes with its tools and first steps, so you can start one in minutes.
Unsubscribe anytime.
Related stacks
SaaS
24-Hour Dial Day Planner with AI
Your day isn't a to-do list. It's a system. Ship it. Plan and reshape your day on a 24-hour dial. Draw it by hand, or hand it to AI.
- Automation
- 85%
- Difficulty
- Easy
- Startup
- Not disclosed
$96 MRR
~$96 MRR; $77 verified revenue last 30 days (TrustMRR/Stripe, Oct 28, 2026)
VerifiedSaaS
4K AI Posters, Mockups and Infographics
Create 4K AI images, posters, mockups, and infographics from prompts or reference images.
- Automation
- 90%
- Difficulty
- Easy
- Startup
- Not disclosed
$983 MRR
~$983 MRR; $1,935 verified revenue last 30 days (TrustMRR/Stripe, Oct 28, 2026)
VerifiedSaaS
60-Second AI Resume Tailoring
Applya is an AI-powered career tool that helps job seekers tailor resumes and cover letters for each role in 60 seconds. Users upload one master resum…
- Automation
- 85%
- Difficulty
- Easy
- Startup
- Not disclosed
$20 MRR
~$20 MRR; $67 verified revenue last 30 days (TrustMRR/Stripe, Oct 28, 2026)
VerifiedBrowse more: Easy AI side hustles for beginners · AI resume, cover letter, job search and hiring business ideas