Playbook

How to Start Freelancing & Consulting With AI, Step by Step

Built only from the steps described in 10 sourced Freelancing & Consulting cases. Each step is attributed to the case it comes from; we do not add steps of our own.

Updated October 20, 202610 cases with steps
Step 1

How they started

  1. Voice interview

    A 30-minute call to capture each client's tone and stories.

    From Sean, Provo, Utah (Side Hustle School episode 3103), step 1. Close to $3,000/mo, Self-Reported

  2. Develop a prompting skill

    Learn what makes generations good, not just which tool to use.

    From Cami (@camiinthisthang), step 1. $30,000+ total, Self-Reported

  3. Research with GPT-4

    He asks GPT-4 specific questions about the topic and checks the sources it links.

    From Tony Dong, step 1. CA$238,000 projected for 2023 (about $180,000), Independently Documented

  4. Understand the text

    He reads the AI draft closely and researches unfamiliar topics.

    From Sultan Ali, step 1. More than $3,500 total, Independently Documented

  5. Spot the demand

    Clients started asking whether she edited AI-generated content.

    From Gabrielle Gerbus, step 1. $33,200 so far in 2023, Independently Documented

  6. Apply and onboard

    He applied to Outlier and got projects about three weeks later.

    From Ryan Adams, step 1. About $31,000 total, Partially Verified

  7. Get onto platforms

    She passed literacy and guideline tests on several AI data platforms, which she says can take days and involve waitlists.

    From Amanda Overcash, step 1. Nearly $8,000 in under three weeks, Independently Documented

  8. Bring deep expertise

    micro1 recruits domain experts; his background is engineering, philosophy and years of business development in cloud and AI.

    From Utkarsh Amitabh, step 1. Nearly $300,000 since January 2025, at $200 an hour, Independently Documented

  9. Join a travel platform

    She set up a profile on Fora to earn booking commissions.

    From Nicole Cueto, step 1. $670 a month on average, Independently Documented

  10. Start at entry level

    A $15-an-hour AI training gig, no experience needed.

    From Mo Zohourian, step 1. $100/hour, Independently Documented

Steps 2 to 3

What they did next

  1. Collect updates

    Clients send news through a Google Form.

    From Sean, Provo, Utah (Side Hustle School episode 3103), step 2. Close to $3,000/mo, Self-Reported

  2. Draft with ChatGPT

    Prompts tailored to each client.

    From Sean, Provo, Utah (Side Hustle School episode 3103), step 3. Close to $3,000/mo, Self-Reported

  3. Serve clients

    Direct image and video generations as a freelancer.

    From Cami (@camiinthisthang), step 2. $30,000+ total, Self-Reported

  4. Systematise

    Build a library of proven prompt elements to speed up work.

    From Cami (@camiinthisthang), step 3. $30,000+ total, Self-Reported

  5. Outline

    He asks for an outline with titles and subheads.

    From Tony Dong, step 2. CA$238,000 projected for 2023 (about $180,000), Independently Documented

  6. Write it himself

    He takes over fully for the analytical writing.

    From Tony Dong, step 3. CA$238,000 projected for 2023 (about $180,000), Independently Documented

  7. Correct and rewrite

    Grammarly fixes errors, then he rewrites each sentence by hand.

    From Sultan Ali, step 2. More than $3,500 total, Independently Documented

  8. Check citations and detectors

    He confirms references are real and runs plagiarism and AI checks.

    From Sultan Ali, step 3. More than $3,500 total, Independently Documented

  9. Price it separately

    AI editing starts at $100 for 2,000 words, almost double her usual rate.

    From Gabrielle Gerbus, step 2. $33,200 so far in 2023, Independently Documented

  10. Prove the change

    She shows detection scores before and after her edit.

    From Gabrielle Gerbus, step 3. $33,200 so far in 2023, Independently Documented

  11. Take on projects

    About 30 projects in 18 months, including video and voice work.

    From Ryan Adams, step 2. About $31,000 total, Partially Verified

  12. Fit it around a job

    20 to 25 hours a week, up to 30 when bonus pay is offered.

    From Ryan Adams, step 3. About $31,000 total, Partially Verified

  13. Take on projects

    She picks up transcription, labeling, ad review and chatbot evaluation work, with pay depending on the project.

    From Amanda Overcash, step 2. Nearly $8,000 in under three weeks, Independently Documented

  14. Keep quality high

    Platforms audit contractors, and a failed audit can cost a day of work or a place on the project.

    From Amanda Overcash, step 3. Nearly $8,000 in under three weeks, Independently Documented

  15. Break problems down

    He turns business problems into precise prompts that a model can work through.

    From Utkarsh Amitabh, step 2. Nearly $300,000 since January 2025, at $200 an hour, Independently Documented

  16. Find the mistakes

    He reviews responses for errors and explains where the model went wrong.

    From Utkarsh Amitabh, step 3. Nearly $300,000 since January 2025, at $200 an hour, Independently Documented

  17. Draft with ChatGPT

    She prompts ChatGPT for a detailed itinerary that fits the client's request.

    From Nicole Cueto, step 2. $670 a month on average, Independently Documented

  18. Fact-check and book

    She verifies the suggestions, then books flights, reservations and excursions.

    From Nicole Cueto, step 3. $670 a month on average, Independently Documented

  19. Pass assessments

    Platform assessments opened higher-paying projects.

    From Mo Zohourian, step 2. $100/hour, Independently Documented

  20. Specialize

    His sales background led to $100-an-hour work.

    From Mo Zohourian, step 3. $100/hour, Independently Documented

Step 4 and later

How they grew

  1. Edit, fact-check, schedule

    Human review before scheduling in tools such as Buffer.

    From Sean, Provo, Utah (Side Hustle School episode 3103), step 4. Close to $3,000/mo, Self-Reported

  2. Polish

    He runs drafts through Grammarly before sending them to editors.

    From Tony Dong, step 4. CA$238,000 projected for 2023 (about $180,000), Independently Documented

  3. Deliver with reports

    He sends the edit with the check reports and revises until the client is happy.

    From Sultan Ali, step 4. More than $3,500 total, Independently Documented

  4. Set limits

    After burning out, she stopped working weekends and fits two to eight hours around her job and daughter.

    From Amanda Overcash, step 4. Nearly $8,000 in under three weeks, Independently Documented

  5. Fit it around life

    He works a few hours each night alongside his other roles.

    From Utkarsh Amitabh, step 4. Nearly $300,000 since January 2025, at $200 an hour, Independently Documented

FAQ

Freelancing & Consulting: common questions

How much do people make with Freelancing & Consulting and AI?

Across the 3 of our 10 sourced cases that report a monthly figure, amounts range from $670 to $15,000 a month, with a median of $3,000. These are what each source reports, not typical results.

How much does it cost to start?

From nothing for AI training work to about $32 a month in AI and writing tools in our cases. 2 of 10 cases disclose a startup cost.

How long until the first dollar?

From about three weeks to the first month in our cases. This comes from what our cases report.

Which AI tools do these cases use most?

ChatGPT (5 cases), Fiverr (2 cases). Only tools named in the sources are counted.

How reliable are these income figures?

7 of 10 cases are independently documented, meaning a news outlet says it reviewed records. 2 are self-reported. Every case links its source.

What are the main risks?

Income stops when client work stops. AI output can invent facts and needs checking. Clients may later bring the work in-house.

How many of these cases say when they made their first dollar?

4 of 10 cases state a time to first revenue. For example: Sean, Provo, Utah (Side Hustle School episode 3103): "Within the first month"; Sultan Ali: "First order in March 2023, a few months after ChatGPT launched"; Gabrielle Gerbus: "AI editing requests started soon after ChatGPT launched in November 2022". The rest do not say, so treat any single timeline as one example, not a norm.

What went wrong or held these cases back?

10 of 10 cases list limitations or risks drawn from their sources. Examples: Sean, Provo, Utah (Side Hustle School episode 3103): ChatGPT sometimes invented statistics and names; Cami (@camiinthisthang): No time period given for the $30,000; Tony Dong: The figure is total freelance income, so it does not isolate what AI added. 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.

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