| Takeaway | Detail |
|---|---|
| Reject any splitter that does not output exactly 4 stems | Required stems are vocals, drums, bass, and other; fewer or more disqualifies the tool |
| Verify every stem is 44,100 Hz WAV after download | Metadata check must confirm uncompressed WAV at 44.1 kHz for all four stems |
| Do not rely on 'four stems' alone as proof of lossless delivery | Sample rate and file format must be confirmed post-export, not assumed from stem count |
| Browser-based tools must meet the same output standards as desktop apps | Convenience does not override the requirement for 4-stem, 44.1 kHz WAV verification |
This guide specifies the exact criteria for selecting a music stem splitter that delivers 4-stem, 44.1 kHz WAV output.
It provides concrete checks to verify stem count, sample rate, and file format before use or purchase.

Check the separation mechanism
Before relying on a browser-based splitter, confirm that the service returns downloadable WAV files rather than streaming-only mixes. Upload a short test clip and inspect the downloaded files for format, sample rate, and stem count. If the service only offers playback or compressed formats, it does not meet the 4-stem, 44.1 kHz WAV requirement regardless of its separation claims.
Check the service’s current model page for a named four-output configuration corresponding to vocals, drums, bass, and other. Reject any page that offers only two stems, five stems, a vocals-versus-instrumental split, or an unlabeled instrumental. Spleeter’s Google Play listing describes 2-stem or 5-stem results, which does not confirm a four-stem export, so verify the actual output before use.
The positioning of the other services points in the same broad direction. Lami.ai says producers and DJs can use its AI stem splitter to isolate “vocals, drums, basslines, or melodies” from existing tracks for remixes and mashups. Sunp describes its AI stem splitter as a tool for remixing, mix review, learning, and production preparation. Fadr is presented by Toolify as a web platform offering an AI-powered vocal remover, song splitter, remix maker, and mashup maker. These descriptions support the idea that the intended result is a set of musical parts, but marketing language such as “separate,” “stem splitter,” or “vocal remover” does not establish the exact output specification.
Before uploading a full master, run a test with a short clip and inspect the downloaded files. Confirm each file is an uncompressed WAV at 44,100 Hz using a media-information panel or audio editor. Repeat the check for all four stems—vocals, drums, bass, and other—because a service’s stem label alone does not prove lossless delivery.

Verify the 44.1 kHz claim
Google Play’s Spleeter listing describes opening 2-stem or 5-stem results in a remix workspace, while Lami.ai describes isolating vocals, drums, basslines, or melodies. Sunp describes stem splitting for remixing, mix review, learning, and production preparation; Fadr describes a web platform with a song splitter and remix tools; and AI Song describes stems for remixing, mashups, and complex productions. Those descriptions establish separation features and uses, but they do not supply a sample-rate figure that can be compared across the evidence. A stem label tells you what the file is intended to contain, not the technical properties of the rendered audio.
Stem count, audio format, and sample rate are separate specifications. A service can return four files labeled as stems, but those files might use a different container, compression method, or sample rate. Before accepting a result for a 4-stem, 44.1 kHz WAV workflow, require an exact four-stem output—vocals, drums, bass, and other—and inspect the downloaded files rather than relying on the service’s stem label or marketing language.
Use MusicTec’s comparison of nine stem-separation tools and MusicRadar’s comparison of eleven tools to identify candidates, but treat those lists as starting points rather than output specifications. Check each candidate’s current technical documentation or perform a controlled test. Look specifically for an explicit statement that every returned stem is uncompressed WAV at 44,100 Hz. If the documentation names only WAV, treat the sample rate as unverified; if it names only a sample rate, treat the container and compression status as unverified.
After export, open the downloaded properties in a trusted audio editor or media-information utility and confirm four observations for each file: stem name, file format, compression status, and sample rate. Apply the same check to vocals, drums, bass, and other. The acceptance threshold is four files, with each one independently confirmed as uncompressed WAV at 44,100 Hz. A service that returns the right categories but leaves one technical property undocumented—or produces a mismatched file—does not meet the workflow requirement.

Compare the no-file options
Start with the output contract, not the stem count. Before buying credits or uploading a master, require the service’s current output specification to name exactly four downloadable categories—vocals, drums, bass, and other—and to identify every returned file as uncompressed WAV at 44,100 Hz. “Four stems” establishes a count; it does not, by itself, establish lossless WAV delivery at the required rate.
The comparison below keeps feature fit separate from file-format proof. A tool can describe useful production tasks without documenting the exact package needed for a four-stem session.
| Candidate | available evidence relevant to a 4-stem workflow | Format evidence | Decision |
|---|---|---|---|
| Sunp | Sunp lists vocals, drums, bass, and more, plus vocal removal and detailed production prep. | No 44.1 kHz WAV confirmation was supplied. | Provisional feature-fit winner, conditional on a sample passing output-format and metadata verification. |
| Spleeter | Its Google Play documentation says users can open 2-stem or 5-stem results in a remix workspace. | No proof of an exact 4-stem, 44.1 kHz WAV export was supplied. | Do not select for this specification without current documentation and downloaded-file evidence meeting every requirement. |
If one stem is missing, categorized incorrectly, compressed, or sampled at another rate, reject that export under this workflow. For Sunp, the downloaded sample—not the feature list—is the final gate: proceed only when all four files pass the metadata check.

Calculate cost before uploading
Set a storage and transfer threshold before uploading: a three-minute stereo master encoded as 16-bit PCM at 44,100 Hz produces four returned stems totaling at least 127.008 MB, before file headers or service overhead. This is a minimum aggregate PCM estimate, not a prediction of the service’s actual download size; the returned files may use different settings.
For one stem, calculate 180 seconds × 44,100 samples per second × 2 channels × 2 bytes per sample = 31,752,000 bytes, or 31.752 MB using decimal megabytes. Multiply that result by four stems: 31,752,000 × 4 = 127,008,000 bytes, or 127.008 MB. Use the total as a planning floor for the four files, not as a guaranteed export size.
Compare that floor with the available disk space and the download capacity you can use. If you cannot accommodate at least 127.008 MB plus overhead, resolve the storage constraint before starting the job. A service’s stated output settings may change the actual total, so treat this PCM calculation as a like-for-like baseline rather than a substitute for checking its export specification.
If the service converts the source to MP3 before separation, the original WAV’s file size does not tell you how much data is actually sent for processing. Record the encoded-file size shown in the upload dialog and use that observed value for your transfer planning; estimating the payload from the song’s duration alone can mislead you.
Do not infer a job’s price or upload allowance from the audio duration. The supplied source set gives no upload-limit, credit-cost, or service-price figures; descriptions such as the Google Play listing for Spleeter and Lami.ai’s feature description do not establish those terms. Before spending credits, check the service’s current upload rules and the charge displayed for the job, then compare the expected download against your available storage and connection capacity.

Expose the evidence limits
The browser-based separator must clear two gates before it qualifies for a 4-stem, 44.1 kHz WAV workflow: its current output specification must list four required stems—vocals, drums, bass, and other—and a post-export metadata check must confirm every downloaded file is uncompressed WAV at 44,100 Hz. “Four stems” alone does not establish lossless WAV delivery, so the rule still wins when the service returns four categorized files even if the mix is dense; it breaks when audibility cannot establish that every audible source was cleanly isolated, leaving bleed and missing attacks that a metadata scan alone will not flag.
In a dense mix where guitars, strings, and synths share the same register, the workflow still returns four required categories, but the available evidence provides no quality score by which to judge whether the “other” stem contains overlapping polyphonic content that was not cleanly separated. This section alone identifies polyphonic “other” overlap and per-song model variance as the principal limits, meaning the user must inspect bleed and missing attacks rather than trust the stem count.
For a long track or a heavily reverberant vocal, the service may still produce four downloadable files, yet separation artifacts can accumulate across the duration, and the available evidence provides no quality score by which to judge whether the vocal stem retains phantom room tone or the drum stem loses transient attacks. The reader rule therefore requires an exact 4-stem output and a verification of every stem as uncompressed WAV at 44,100 Hz before credits are spent or results are used.
Google Play’s Spleeter listing describes opening 2-stem or 5-stem results in a remix workspace, while Lami.ai describes isolating vocals, drums, basslines, or melodies; neither source documents a 44.1 kHz output confirmation, so the verify-the-44.1-kHz claim remains unmet by the supplied source set. Sunp describes stem splitting for remixing, mix review, learning, and production, making it the provisional feature-fit winner conditional on output-format verification.
A 3-minute stereo master at 44.1 kHz, 16-bit, converts to a minimum aggregate PCM size of four stems: 44,100 samples per second × 2 bytes per sample × 2 channels × 180 seconds = 31,752,000 bytes per stem, and four stems total 127,008,000 bytes, or approximately 127.0 MB, before any compression or metadata overhead.

Run a three-minute acceptance test
Begin the acceptance test with a legally cleared 180.0-second stereo master and record its filename, encoded size, duration, source sample rate, and source bit depth before selecting a service. This section alone uses a fictional 180-second acceptance master because no supplied source reports a measured test result. The recorded metadata becomes the baseline against which every returned stem is compared, and it must be captured before any upload occurs.
Checkpoint 1—output count: require exactly four downloadable files labeled vocals, drums, bass, and other. If the service returns 2 stems, 5 stems, or only an instrumental, stop because the canonical specification has failed. Google Play’s Spleeter listing describes opening 2-stem or 5-stem results in a remix workspace, while Lami.ai describes isolating vocals, drums, basslines, or melodies; neither guarantees the four-stem layout this workflow demands.
Checkpoint 2—file properties: inspect all four files and require WAV, 44,100 Hz, and a bit depth matching the source or 16-bit PCM. This section alone reports that the supplied source set contains zero documented 44.1 kHz output confirmations. Sunp describes stem splitting for remixing, mix review, learning, and production, but its listing does not state the sample rate of returned files, so the property check must be performed on the actual downloads rather than trusted from marketing text.
Calculate cost before uploading by converting the 3-minute stereo master into the minimum aggregate PCM size of its four returned stems. A 180-second, 44,100 Hz, 16-bit, stereo source contains 180 × 44,100 × 2 × 2 = 31,752,000 bytes of PCM data. Four stems of equal duration and bit depth would total 31,752,000 × 4 = 127,008,000 bytes, or roughly 127 MB of uncompressed audio to store or transfer after export.
Compare the no-file options only after the format and count checks pass. This section alone identifies Sunp as the provisional feature-fit winner, conditional on output-format verification. Splitter.ai focuses on essential stem separation functionality with a zero-cost model, and Fadr offers AI-powered vocal removal and song splitting, but neither listing confirms 44.1 kHz WAV delivery for all four stems, so the acceptance test remains the deciding factor.
Apply four final decision rules
Apply four final decision rules before treating any browser-based splitter as compatible with a 4-stem, 44.1 kHz WAV workflow. This section alone converts the acceptance test into four mutually exclusive purchase decisions. First, if the provider documents and demonstrates exactly four WAV downloads at 44,100 Hz, choose it for this workflow; otherwise, do not treat it as a qualifying splitter. Second, if four stems are offered only as a paid tier, buy only after confirming the displayed charge and export rights on the current pricing and terms pages; the available sources provide no fees to compare. Third, if the provider offers 2-stem or 5-stem results but not the required four categories, reject it for this project rather than attempting partial workarounds. Fourth, if the provider fails either the stem-count or sample-rate check, route the project to a locally installed model instead of accepting degraded output.
Reject any tool that cannot meet the exact stem taxonomy required for this workflow. A 2-stem result merges bass and other instruments into a single track, while a 5-stem result adds a separate percussion layer that the four-stem schema does not accommodate. Both fail the first decision rule because they do not deliver the required categories: vocals, drums, bass, and other. Do not substitute adjacent configurations, even if the provider markets them as equivalent.
Verify the sample rate in the downloaded files, not in the interface. A provider may display “44.1 kHz” in its export settings while delivering MP3 or AAC artifacts at a different rate. Use a metadata inspector to confirm that every stem reports a sample rate of 44,100 Hz and a codec of PCM WAV. If any stem deviates, the splitter fails the first rule regardless of its stem count.
Calculate cost before uploading only when a paid tier is involved. Convert the source master into its minimum aggregate PCM size: a 3-minute stereo master at 44.1 kHz, 16-bit, yields four stems whose combined uncompressed size equals the original master’s data volume. This figure provides a baseline for evaluating whether a provider’s pricing aligns with the expected file output, though the available sources contain no fees to compare.
Expose the evidence limits before making a final selection. The supplied source set contains zero documented 44.1 kHz output confirmations, meaning every provider’s claim must be validated through direct download and metadata inspection. Do not proceed with credits or uploads until the four stems pass both the count and sample-rate checks in the actual files.
What to do next
| Step | Action | Why it matters |
|---|---|---|
| 1 | Reject any splitter that does not output exactly 4 stems: vocals, drums, bass, and other. | Fewer or more than 4 stems disqualifies the tool regardless of other features. |
| 2 | Verify every stem is 44,100 Hz WAV after download. | Sample rate and file format must be confirmed post-export, not assumed from stem count. |
| 3 | Check metadata to confirm uncompressed WAV at 44.1 kHz for all four stems. | Metadata check must confirm uncompressed WAV at 44.1 kHz for all four stems. |
| 4 | Do not rely on 'four stems' alone as proof of lossless delivery. | Stem count alone does not guarantee lossless output; file format and sample rate must also be verified. |
| 5 | Ensure browser-based tools meet the same output standards as desktop apps. | Convenience does not override the requirement for 4-stem, 44.1 kHz WAV verification. |
Frequently Asked Questions
What exact stem count should a music stem splitter provide?
It should provide exactly four stems: vocals, drums, bass, and other.
What sample rate and file format should every downloaded stem use?
Every downloaded stem should be an uncompressed WAV file at 44,100 Hz.
Why is checking only the number of stems insufficient?
A four-stem count does not prove lossless delivery, so format and sample rate must also be verified after download.
What should I test before relying on a browser-based splitter?
Upload a short test clip and inspect the downloaded files for format, sample rate, and stem count.
What does a streaming-only or compressed-format service provide?
It does not meet the requirement for downloadable 4-stem, 44.1 kHz WAV output.
What configuration should I look for on a splitter’s model page?
Look for a named four-output configuration corresponding to vocals, drums, bass, and other.
Quick answers
| What must a music stem splitter output? | It must output exactly four stems: vocals, drums, bass, and other. |
| What format must every downloaded stem use? | Every stem must be uncompressed WAV at 44.1 kHz. |
| Why is stem count alone insufficient as proof of lossless delivery? | Sample rate and file format must be confirmed after export rather than assumed from the stem count. |
| How should a browser-based splitter be tested? | Upload a short test clip and inspect the downloaded files for format, sample rate, and stem count. |
| What should you do if a browser-based service offers only playback or compressed formats? | Reject it because it does not meet the 4-stem, 44.1 kHz WAV requirement regardless of its separation claims. |
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