Comparison methodology
Updated October 21, 2026. Bestivio compares documented subscription observations and explains their limits. It does not guarantee a provider’s current checkout or rank generation quality from credit counts.
Source and payment context
Prices come from published release records backed by official pricing pages, policies or owner-supplied account screenshots. We retain the native currency, billing period, account/workspace/seat basis and recorded allowance. We use provider-listed amounts without adding or subtracting taxes or converting currencies.
Two publication methods
An independent-review record has separate reviewer checks. An owner-published record was explicitly authorized by the owner without independent review. It is labelled accordingly; no reviewer identity or verification date is invented. A public release preserves its source and approval provenance.
What the calculator estimates
The calculator compares published monthly starting prices with a budget in the same currency. The remaining amount is arithmetic, not a prediction of output capacity. Different credit units are not equivalent. A per-seat price is not a whole-team price.
What requires a provider check
Model version, resolution, duration, audio, batch size, operation, commercial rights and the charge per request can change suitability. We do not infer generation counts, paid top-up costs or unlimited capacity from a subscription allowance. Promotional prices do not establish future renewal amounts.
Annual payments
An advertised monthly equivalent is different from a payment due today. We do not infer an unobserved annual charge by multiplying a rounded monthly equivalent. Credit grants can remain monthly even when billing is annual.
Dates and historical prices
Source observation, editorial update, approval and publication dates describe different events. After seven days an observation is marked historical and excluded from current budget recommendations. It remains visible for context with its source date. A page fetch alone does not renew evidence.
Illustrations and model examples
Guide illustrations are AI-generated conceptual images created through Magnific, with captions. Model Lab contains generation examples with settings and review limits; it is not an independent quality benchmark. Illustrations do not prove provider performance.
Corrections and commercial disclosure
Changed public values are published through new release records so earlier snapshots remain identifiable. No affiliate relationships are currently claimed. Read the disclosure or inspect a plan’s linked publication record.