Last reviewed: July 29, 2026.
What we publish
AIvelihood publishes educational material about practical AI workflows, freelance platforms, portfolio development, client communication, responsible tool use, and realistic paths toward online income. The content does not provide income guarantees, personalized financial advice, legal advice, tax advice, or employment advice.
How content is researched
Research starts with a clear reader question and a defined search intent. For changeable facts - such as product features, platform rules, prices, eligibility, privacy practices, or affiliate terms - we prioritize current primary sources:
- Official product documentation and help centers
- Official pricing, terms, privacy, and policy pages
- Official company announcements or status information
- Applicable public guidance from recognized authorities
Secondary sources may provide context, but they should not replace an available primary source for a material claim. We summarize rather than copy lengthy official text and link readers to the source when checking the current rule matters.
Claims about testing and experience
We distinguish documented features from hands-on observations. If AIvelihood has not completed a stated test, the content must not say that a tool was personally tested. Examples and hypothetical workflows are labeled so they cannot be mistaken for verified earnings, client outcomes, or endorsements.
How recommendations are formed
Recommendations are based on a defined problem and user type, not popularity alone. Assessments should explain the benefit, cost, learning curve, limitations, free alternatives, privacy or licensing concerns, and circumstances in which a paid plan may be justified. See How We Evaluate Tools for the complete framework.
How content is reviewed and updated
Articles and comparison pages should display a last-reviewed date. Pages involving fast-changing platforms or products receive priority for review. A review checks important links, time-sensitive statements, product availability, and whether the recommendation still fits the stated reader.
A last-reviewed date means the page was assessed on that date; it does not guarantee that every external service will remain unchanged afterward. Readers should verify current terms on the official site before purchasing or accepting client work.
Affiliate relationships and editorial independence
Affiliate eligibility or commission rates do not determine editorial conclusions. A possible commission cannot remove a product limitation, convert a pending application into a partnership, or justify a positive verdict. When active affiliate links exist, they will be disclosed near the recommendation and use appropriate sponsored link attributes.
AIvelihood may choose not to recommend or link to a product even when an affiliate program is available. Read the Affiliate Disclosure for the site's current commercial-link status.
Corrections and material changes
Confirmed material errors should be corrected promptly and without quietly preserving a misleading claim. Small spelling or formatting fixes may be made without a correction note. A correction note is appropriate when a change materially affects a product comparison, platform rule, price explanation, safety warning, or reader decision.
The Feedback & Corrections page explains the details readers should provide. A public email address or working form endpoint has not yet been supplied, so the submission channel remains pending rather than presenting a nonworking form.
Reader responsibility
AI tools and freelance platforms can change without notice. Readers remain responsible for reviewing current contracts, data-handling terms, licenses, platform policies, and local obligations. For broader limitations, see the Terms of Use and Risk Disclaimer.