Publication standard

Methodology

We compare every named service against the same eight fields: native image workflow, video, character control, access, public pricing, adult-use policy, best-fit workflow, and material limits. A feature is documented only when a current first-party page supports it. We do not convert missing data into a positive or negative score.

Our evidence ladder

  1. DocumentedCurrent first-party product, help, price, policy, or legal page.
  2. Observed limitationA material field is absent, inaccessible, contradictory, or requires an account.
  3. Editorial interpretationOur best-fit conclusion, kept separate from vendor claims.

Comparison rules

All five named services receive the same fields. “Unclear” is a visible data state, not a zero. We do not claim hands-on output quality without a controlled test. Prices are dated snapshots and direct generator capability is not inferred from chat, voice, or uploaded creator media.

The eight fields, defined

Update cadence

Vendors change pricing and policy without notice. When we or a reader identifies a change, the affected comparison is corrected and the page's review date is updated — see Editorial independence for how corrections are handled.