Disclaimer

Each tool runs a fixed formula in your browser. The formula uses your inputs plus benchmark ranges we maintain by hand from public sources: labour-market and automation research, published vendor pricing, platform payout ranges and long-run market averages. No result is retrieved from a live data feed, and none of them are refreshed in real time.

This makes the tools fast, transparent and repeatable — the same inputs always give the same answer — but it also means the benchmarks age. Prices change, models improve, pay scales move and platform payout rates get cut. Where a figure matters to you, verify it against the current primary source before relying on it.

Our debt, retirement, freelance rate, risk-score and income tools produce illustrative projections based on simplified assumptions. They ignore tax in most jurisdictions, exclude fees unless you enter them, and assume steady contributions and returns that real markets never deliver. Past performance never guarantees future results, and no projection here should be read as a recommendation to buy, sell or hold anything.

A job-risk score describes how exposed a set of typical tasks is to current automation capability. It is not a forecast about your employer, your team or your role, and it cannot see your seniority, relationships, regulation in your industry, or the tasks your title does not describe. Two people with the same job title can face very different realities. Use the score to prioritise which skills to build, not to decide whether to resign.

Tools that estimate whether text or an image looks AI-generated report statistical signals only. They cannot prove authorship, and both false positives and false negatives are common. Never use an output from this site as evidence in an academic misconduct case, a hiring decision, or any dispute about who wrote something.

Generated drafts, outlines, prompts and code snippets are starting points. Review them, check any factual claim against a primary source, and test any code before running it against real data.

This site is supported by advertising served through Google AdSense. Advertisements are selected by the ad network, not by us, and their appearance is not an endorsement. We also link to other free tools we publish and to third-party reference sources; we are not responsible for the content or accuracy of any external site.

If a benchmark looks wrong or a formula produces a result you cannot reproduce, we want to know. Write to support@aianswerengine.app or use the contact form and include the page and the inputs you used. Corrections are made promptly and the affected tool is re-checked. Our full method is described in our editorial standards.