← BestAIVoice
How we score

Honest scoring. Disclosed picks. No sponsored rankings.

BestAIVoice ranks products on real-world usefulness, not on commission rates. Here's exactly how we do it — so you can decide whether to trust our picks.

The four-factor score

Every product is scored on four equal factors.

Each product gets a score from 1 to 5 on each factor, weighted equally. The overall score is the average, not a hand-picked number we wanted to hit.

  • Ease of use
    How quickly someone in this audience can be productive without a manual or a YouTube tutorial.
    25%
  • Value
    Price relative to what's actually delivered. We weight this against the product's competitive set, not against $0.
    25%
  • Features
    Whether the product does the things it should do for this specific use case — not a feature-checklist count.
    25%
  • Support
    Documentation, response times when something breaks, and the size + activity of the user community.
    25%
Affiliate disclosure

We earn commissions on some links — and they never decide our rankings.

Some links on this site are affiliate links. If you purchase through them we may earn a commission at no extra cost to you. We only recommend tools we genuinely believe help authors.

When a product on BestAIVoice is operated by us, by a partner, or by a sponsor, we say so plainly in the body of the article that mentions it. House picks are scored on the same rubric as everything else — a house pick can land mid-pack or get omitted from a comparison if it doesn't fit, and we say so when that happens.

How comparisons get refreshed

Rankings get re-checked, not frozen on publish day.

Software changes. Pricing changes. New entrants ship. We periodically refresh comparison articles so the rankings reflect the current state — not whatever the situation was when the article first went up. Each refresh is annotated with the date so you can see whether the recommendation is current.

Spot something wrong?

Tell us — we update fast on factual issues.

If a feature description is out of date, a price has changed, or a product on a comparison has been sunset, get in touch. We'd rather fix an error than carry it.