AI Model APINamed in 11 case studies

OpenAI API

OpenAI's developer platform for building GPT models into your own apps. Documented founders use it inside voice-note apps, resume and cover letter tools, writing assistants and support agents. This is separate from a ChatGPT subscription. In our data, 11 sourced cases name OpenAI API as a tool they used. Of those, 10 report a monthly figure, ranging from $550 to $215,000 a month (median $25,000). These figures are as reported by each source: 2 independently documented, 0 source-supported and 9 self-reported. They are examples, not typical results.

Visit Official SiteOfficial Pricing PageNo affiliate relationship. This is a plain link.
Pricing

Pay as you go, priced per 1 million tokens and varying by model. For example, the official page listed gpt-6-luna at $0.10 per 1M input tokens and $0.50 per 1M output tokens (standard), and gpt-6-astra at $10.00 input and $50.00 output.

Free plan: No free plan listed; usage is billed per token.

Checked on the official pricing page on October 20, 2026. Prices change and can vary by region, tax, and billing period.

How It Is Used in Our Cases
  • Adding AI features to your own app
  • Building chatbots and support agents
  • Generating text such as resumes, copy and summaries
Limitations
  • Costs grow with every user request
  • Model names and prices change often
  • Output still needs checks for invented facts
In the Case Studies

Case Studies Using OpenAI API

11 case studies
A laptop showing revenue charts on a desk beside an open notebook and coffee
April 4, 2024
1 source

A self-taught coder's AI voice notes app makes about $5,000 a month

Talknotes (Nicolas Jeanne)

Nicolas Jeanne learned to code in 2022, shipped 17 apps in a year and sold one for $65,000. Talknotes cost him under $10 to build, mainly OpenAI API calls, and reached about $5,000 a month with 5,000 users.

Reported figure
~$5,000 per month(revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
May 21, 2025
1 source

A GPT wrapper for cover letters earns about $550 MRR for about $16 a month in costs

CoverLetterGPT (Vince, Wasp)

Vince, a developer relations lead at Wasp, built CoverLetterGPT, a GPT wrapper that writes cover letters, in one week using the free Open SaaS template. He reports about $550 MRR, $9,912 net revenue since launch and average monthly profit of $416.

Reported figure
~$550 MRR(recurring revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
August 8, 2024
1 source

Rezi, an early GPT-3 resume builder, reports $215,000 MRR

Rezi (Jacob Jacquet)

Jacob Jacquet started Rezi in 2015 as a job-seeking graduate and built it from Seoul. He says about 2.6 million job seekers have used it and it is at $215K MRR, with 15 employees.

Reported figure
$215K MRR(recurring revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
June 14, 2026
1 source

A 21-year-old college student vibe coded a guitar tone app that he says makes $25K a month five months after launch

ToneAdapt (Kyan)

Kyan is a college student who had never built anything before. As a guitarist, he was using ChatGPT to work out how to recreate the guitar tones of songs he liked, but the answers were not accurate. Guitarists on Reddit and Instagram had the same problem, so he built ToneAdapt, a website and mobile app that helps a user sound like their favorite song in under 30 seconds.

Reported figure
$25K a month(revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
February 11, 2024
1 source

A dad with a full-time job built an AI Excel formula tool with no code that he says reached about $26K in monthly recurring revenue

Formula Bot (David Bressler)

David Bressler built a no-code AI tool while working full time and raising a family. He first called it Excel Formula Bot, and later shortened the name after receiving a cease and desist from Microsoft. It translates text into spreadsheet formulas and adds AI inside Excel and Google Sheets, working much like ChatGPT inside a spreadsheet.

Reported figure
About $26K a month in recurring revenue
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
November 28, 2021
1 source

A startup incubator founder built Rytr on GPT-3 and says the AI writing assistant now does seven figures in ARR

Rytr (Abhi)

Abhi runs a startup platform and incubator, and Rytr is one of its main products. While working with GPT-3 on another chatbot project, he saw that existing AI writing tools were frustrating and decided to build an easier one. Rytr launched in April 2021 with limited resources and a small team.

Reported figure
Seven figures in ARR(recurring revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
A laptop showing revenue charts on a desk beside an open notebook and coffee
October 20, 2026
1 source

VoiceCheap, an AI video dubbing tool, shows $16,347 in Stripe-verified revenue over 30 days

VoiceCheap (Kevin Rousseau)

Kevin Rousseau founded VoiceCheap in 2024. It dubs and translates videos into multiple languages and offers tools such as text-to-speech, subtitles and AI thumbnails. It also includes VoiceStudio, an AI-native agency that makes videos for businesses.

Reported figure
$16,347 revenue in the last 30 days
Evidence levelIndependently Documented
Tools:
Inspect Case
A monitor showing an automation workflow diagram on a tidy desk
October 15, 2026
1 source

A one-person AI automation consultancy sells retainers from about $2,500 a month, starting with inbox audits

Simon Bergeron (Lemonbrand.io)

Simon Bergeron runs Lemonbrand.io, a one-person AI consultancy for teams of 5 to 200 people. His second client, a gym owner, paid a $2,500 lump sum that became a $1,500 a month retainer, and is still a client three years later. He now starts with an inbox audit at about $1,500 and sells retainers from about $2,500 a month.

Reported figure
Retainers from about $2,500 a month(revenue)
Evidence levelSelf-Reported
Tools:
Inspect Case
Advertising slot availableAdvertise on AI Side Hustles

Featured tool card: Put your tool in front of people choosing their AI stack.

A labelled card in the tools directory and on relevant case pages. Tools only appear in case studies when a documented case actually uses them.

Sponsored tools are labelled "Sponsored" and kept separate from editorial tool listings.