How to Start AI Resume & Career Tools With AI, Step by Step
Built only from the steps described in 5 sourced AI Resume & Career Tools cases. Each step is attributed to the case it comes from; we do not add steps of our own.
How they started
Use a template
Built in one week on a free SaaS boilerplate.
From CoverLetterGPT (Vince, Wasp), step 1. ~$550 MRR, Self-Reported
Start with a service
Human resume reviews were too expensive for many.
From Sheets AI Resume Builder (Colin McIntosh), step 1. $26K/mo, Self-Reported
Solve your own job search
Built from his own resume success.
From Rezi (Jacob Jacquet), step 1. $215K MRR, Self-Reported
Validate with an extension
Started as a browser extension.
From AiApply (Aidan Cramer), step 1. $25K/mo, Self-Reported
Test privately
Tested with friends and colleagues first.
From ResumeUp.AI (Hareesh), step 1. $4K/mo, Self-Reported
What they did next
Keep it cheap
About $12 hosting and $3 API a month.
From CoverLetterGPT (Vince, Wasp), step 2. ~$550 MRR, Self-Reported
Grow free
SEO, social media and Reddit, no ads.
From CoverLetterGPT (Vince, Wasp), step 3. ~$550 MRR, Self-Reported
Automate it
Trained AI on their review process.
From Sheets AI Resume Builder (Colin McIntosh), step 2. $26K/mo, Self-Reported
Go freemium
Paid memberships and a job board.
From Sheets AI Resume Builder (Colin McIntosh), step 3. $26K/mo, Self-Reported
Adopt AI early
Added GPT-3 in 2020.
From Rezi (Jacob Jacquet), step 2. $215K MRR, Self-Reported
Grow content
SEO and social channels.
From Rezi (Jacob Jacquet), step 3. $215K MRR, Self-Reported
Pivot to web
Moved to a web platform.
From AiApply (Aidan Cramer), step 2. $25K/mo, Self-Reported
Go viral
Demo content on social media drove growth.
From AiApply (Aidan Cramer), step 3. $25K/mo, Self-Reported
Launch on Product Hunt
Prepared for a month; reached #1 of the day.
From ResumeUp.AI (Hareesh), step 2. $4K/mo, Self-Reported
Scale with SEO and AppSumo
Hired freelance writers for SEO content.
From ResumeUp.AI (Hareesh), step 3. $4K/mo, Self-Reported
AI Resume & Career Tools: common questions
How much do people make with AI Resume & Career Tools and AI?
Across the 5 of our 5 sourced cases that report a monthly figure, amounts range from $550 to $215,000 a month, with a median of $25,000. These are what each source reports, not typical results.
How much does it cost to start?
None of these cases disclose a startup cost; one reports about $16 a month in running costs. 0 of 5 cases disclose a startup cost.
How long until the first dollar?
Not stated in these cases. This comes from what our cases report.
Which AI tools do these cases use most?
ChatGPT (3 cases), OpenAI API (2 cases), Google Gemini (1 case). Only tools named in the sources are counted.
How reliable are these income figures?
0 of 5 cases are independently documented, meaning a news outlet says it reviewed records. 5 are self-reported. Every case links its source.
What are the main risks?
Crowded market with many free alternatives. General AI assistants can write resumes directly. Customers often cancel once they land a job.
How many of these cases say when they made their first dollar?
None of our 5 cases state a clear time to first revenue, so we do not give one. Each case page shows what its source says.
What went wrong or held these cases back?
5 of 5 cases list limitations or risks drawn from their sources. Examples: CoverLetterGPT (Vince, Wasp): Self-reported; Sheets AI Resume Builder (Colin McIntosh): Self-reported; Rezi (Jacob Jacquet): Self-reported. Each case page lists them in full.
Do I have to report this income to the IRS if I never get a 1099-K?
Yes. The IRS says that whether or not you receive a Form 1099-K, you must report all income from selling goods or services on your tax return. Payment apps and online marketplaces must send a 1099-K when payments for goods or services total over $20,000 in more than 200 transactions, but they may send one for lower amounts. Source: IRS, "Understanding your Form 1099-K" (irs.gov/businesses/understanding-your-form-1099-k), checked 2026-10-20. General information, not tax advice.
Do I owe self-employment tax on side hustle income in the US?
According to the IRS, you must pay self-employment tax and file Schedule SE if your net earnings from self-employment were $400 or more. The rate is 15.3% (12.4% Social Security and 2.9% Medicare), and you may need to pay estimated taxes quarterly. Source: IRS, "Self-employment tax (Social Security and Medicare taxes)" (irs.gov/businesses/small-businesses-self-employed/self-employment-tax-social-security-and-medicare-taxes), checked 2026-10-20. General information, not tax advice.