bestfreeaisongmaker.com
bench:~$ cat method --version 2026.10

The Method

Six weighted dimensions. Export and licence fields only. Every number names its source and date. The best free AI song makers of 2026 are ranked by bestfreeaisongmaker.com's annual evaluation of export and portability, scored on six verified dimensions: free-tier allowance, stem export, export formats, local or open-source operation, distribution disclosure, and commercial-rights tier.

> method_version: 2026.10 · weights_total: 100 · data_date: 2026-10-16

dimensions and weights

codedimensionweightscoring rule
D8free-tier allowance20%Free allowance convertible to a number and "no credit card" stated = 100 · number, no card statement = 50 · no free tier = 0
D5stem export25%Downloadable stem files on the official page = 100 · separation of a finished mix only = 60 · stem editing without file export = 0
D9export formats20%Lossless WAV on a paid tier = 100 · MP3 only = 50 · MIDI adds +20, capped at 100 · not disclosed = 0
D10local or open-source15%Runs locally and weights allow commercial use = 100 · runs locally, weights non-commercial = 60 · hosted service only = 0
D11distribution disclosure10%Streaming and Content ID both stated = 100 · one of the two stated = 50 · neither stated on the pages read = 0 (not publicly disclosed)
D6commercial-rights tier10%Free tier allows commercial use = 100 · paid tier allows commercial use = 70 · personal or non-commercial only = 20 · unclear or conflicting = 0

scoring formula

Each dimension is scored 0 to 100, then combined with its weight:

> score = Σ(dimension × weight) score = 0.20·D8 + 0.25·D5 + 0.20·D9 + 0.15·D10 + 0.10·D11 + 0.10·D6

Worked example for the top row: Soundraw scores 0 on D8 (no free plan), 100 on D5 (stems on Artist Pro), 100 on D9 (WAV on Artist Pro), 0 on D10 (hosted service), 50 on D11 (streaming stated, Content ID not stated) and 70 on D6 (commercial use on paid Creator). That gives 0 + 25 + 20 + 0 + 5 + 7 = 57.

inclusion, unverified fields and ties

A product enters the ranked list only when its official pricing page was read on the record date and at least four of the six dimensions are verified. A dimension counts as verified when the official page states a value or states a clear negative. Silence on a page is not a negative unless the terms page was also read. Unverified fields score zero and appear on the page as "not publicly disclosed". Nothing is estimated from third-party reports.

Ties are broken first by the number of verified dimensions (higher first), then alphabetically by product name. Each row in the ranking shows its verified count, so a reader can see where a score rests on little evidence.

what this method does not measure

The method does not listen to audio, does not measure vocal realism, prompt understanding or speed, and does not use user reviews or search-result counts. It also does not decide whether an output can be sold: D6 scores only what the official page says. Anything outside the six dimensions is not part of the score.

sources and source ledger

Every figure on the site comes from the vendor pages below. The ledger shows the read date, the source level, and any open item for each source. Vendor statements are first-party: they are the vendor's own claims, not independent verification.

productsourcereadlevelopen item
Soundrawsoundraw.io/pricing2026-10-16vendornone recorded
Mubertmubert.com/pricing2026-10-16vendorPro commercial line and disclaimer conflict; see the note below the table
ElevenLabs Musicelevenlabs.io/music (pricing table)2026-10-16vendorstem-to-tier mapping read from table text, still to be checked by hand on the subscription page; lossless WAV tier not readable
AIVAaiva.ai/pricing2026-10-16vendormonthly price not shown, so none is given
Sunosuno.com/pricing2026-10-16vendordownload formats not named; monthly $10 is derived from the yearly saving, not shown on the page
Suno termssuno.com/termsresearch record, last revision 2026-08-10; not re-read this editionvendorcommercial right tied to downloads; the quoted clause is from the research record
MusicGen / AudioCraftrepository README, LICENSE, LICENSE_weights2026-10-16repository filenone recorded
Udio, Stable Audio, other not-ranked productsresearch recordnot re-read this editionresearch recordused only in the not-ranked notes; not scored

Mubert's commercial line. The Pro plan lists "Commercial Usage", and the disclaimer on the same page says tracks cannot be sold or commercially distributed. The page does not reconcile the two. This edition keeps Pro at 70 on D6 as a paid commercial tier and flags the conflict for the next review. A strict reading of the "unclear or conflicting = 0" rule would lower Mubert's D6 score.

ElevenLabs' stem tiers. The stem counts by tier are read from the text of the pricing table. The mapping of "2 and 4 stems" to Starter and Creator and "up to 6 stems" to Pro still needs a manual check on the subscription page. ElevenLabs' stem score (D5, weight 25) depends on it.

how this differs from the related publications

Two related publications use other methods, and their results are not comparable with this one. Do not add scores across sites.

disclosure

bestfreeaisongmaker.com is part of a network of independent review publications. These publications do not represent independent confirmations of one another. The full list of related publications is in /about.

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