How We Review AI Tools
Our editorial standards: where our data comes from, how content is produced and checked, when it gets updated, and how to reach us when something is wrong.
Our data comes first
The Skill Shift is a structured, filterable database of 240+ AI tools — the database IS the product, not the raw material for articles about it. For each tool we track pricing tiers and price changes over time, feature sets, integrations, setup difficulty, strengths and limitations, and viability signals (funding, deprecations, shutdown risk). Our Pricing Tracker and Tool Death Watch publish parts of this database directly, so you can read the same records the directory is built from.
How the database is maintained
We are transparent about our process. Entries are added editorially — there is no paid or submission-based listing route — and each one is then maintained by automated jobs rather than left to age:
- Adding a tool. A tool is listed on its own merits, with the fields a reader actually needs to judge it: what it is best for, what it isnot for, pricing tier and starting price, integrations, setup difficulty.
- Daily pricing checks. An automated job re-verifies pricing every day, oldest-checked first, and records changes as history rather than overwriting them — so you can see what a tool cost six months ago, not just today.
- Daily link checks. Every tool's official site is fetched on a schedule. Dead domains, parked domains and redirects are flagged rather than left to rot, and a tool whose site has gone is marked, not quietly deleted.
- Vendor corrections. Where a vendor supplies verifiable detail we use it and date the revision. We do not republish vendor performance claims without a named source or methodology.
Vendor independence
Tool vendors do not pay for coverage, placement, or scores, and cannot preview or edit their listing. Some outbound links are affiliate links, which never affect what we recommend — see our disclaimer for details. Every entry lists genuine limitations and "not for" cases alongside strengths.
Freshness and updates
AI tools change fast, so each tool page carries a "Pricing verified" date so you can see exactly how current the figures are. An automated job re-verifies tool pricing every day, oldest-checked first, and pages are refreshed when the underlying tool data changes materially. We also run daily automated link checks on every tool's official site so broken "visit" links are caught and fixed rather than left to rot. Tools that are deprecated or shut down are flagged on our watchlist rather than silently removed.
Corrections
If we got something wrong — a price, a feature, a claim — we want to know. Report it via our contact page. Verified errors are corrected in the record itself and reflected in its updated date. Factual corrections take priority over everything else in our editorial queue.
Who we are
The Skill Shift is an independent, curated directory helping working professionals find and price AI tools, and find realistic AI side hustles. Read more about us, or see the pricing tracker for the data this site produces and publishes itself.