Disclaimer

Last updated: November 8, 2026

1. General Information

Niche AI Tool publishes reviews, comparisons, calculators, and benchmark pages about software and online tools. The content is provided for general information and educational purposes. It is written from hands-on testing and published sources, and it reflects the state of the products at the time each page was written.

2. No Professional Advice

Nothing here is professional advice. That specifically includes:

• Financial and investment advice — benchmark figures such as churn, CAC payback, LTV:CAC, or Rule of 40 describe what other companies reported. They are not a target, a forecast, or a promise of your own results.
• Legal, tax, and accounting advice — calculators on this site perform arithmetic on inputs you supply. They do not apply your jurisdiction's rules, and their output should be checked against your accountant's treatment before it is used in a filing.
• Business decisions — a recommendation reflects what worked in a tested scenario. Your market, contract terms, and customers are different.

If a decision has material financial or legal consequences, take it with a qualified professional who can see your actual numbers.

3. Benchmarks and Data

Benchmark pages cite the source, the sample, and the year for each figure, and carry a source table so the number can be checked. Where we derive a value from a published figure, the derivation is stated in the note column rather than presented as a reported number.

Three limits apply to all of it:

• Selection and period. Published benchmarks cover the companies that chose to answer a survey, in the period the survey ran. A different cohort produces different medians.
• Aggregation. Figures are reported at the segment and stage shown. Applying a median from a $10M–$50M cohort to a pre-revenue product mixes populations.
• Drift. Pricing and product behaviour change faster than the pages that describe them. Every review page shows when it was last checked, and the date matters.

We do not present estimate as fact. Where the source is weak, the page says so instead of rounding the uncertainty away.

4. Affiliate and Own-Product Disclosure

Some links on this site are affiliate links. If you click one and buy, the vendor may pay us a commission. The price you pay is not affected. Affiliate relationships do not determine whether a tool is covered, what score it receives, or where it appears in a comparison.

Where a page links to a product we publish ourselves, that relationship is disclosed on the page. Products we operate are evaluated against the same criteria as third-party tools, and the fact that we run them is stated rather than implied.

Tools that were provided free for testing are noted as such. A free account does not buy a favourable conclusion, and tools we paid for are not downgraded for that reason either.

5. Third-Party Links and Trademarks

This site links to external sites we do not control. We are not responsible for their content, availability, pricing, or privacy practices, and a link is not an endorsement of everything on the destination page.

Product names, logos, and brands mentioned on this site belong to their respective owners. They are used for identification and comparison only. Niche AI Tool is not affiliated with, endorsed by, or sponsored by the vendors reviewed unless a page states otherwise.

6. Accuracy, Changes, and Corrections

We check pricing and features before publishing, but software changes without notice and prices vary by region, plan, and contract size. A figure that was correct on the date shown may be stale today.

If you find something wrong, send the URL and the evidence to [email protected]. Corrections with a source are applied to the page, and the change is dated. We do not silently remove a claim that turned out to be wrong; the page records what changed and why.

7. Limitation of Liability

The content is provided as is, without warranties of any kind, express or implied, including fitness for a particular purpose. To the extent permitted by law, Niche AI Tool and its author are not liable for any loss or damage arising from the use of this site, from reliance on a calculator output, or from a decision made on the basis of a review or benchmark page.

You are responsible for verifying a product's terms directly with the vendor before you commit to a paid plan.

8. Questions

Questions about this disclaimer, a correction, or a disclosure go to [email protected]. The contact page lists what is worth sending and what is not.

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