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/evidence

What we have tested, and how sure we are.

AudioLab measures things about audio. Before a measure goes into the product we test it against known values or standards, on recordings it was not built on, with the pass mark written down first. This page says what we have tested, how sure we are for each area, and how to get the reports behind it or a test on your own audio.

157 measures today: 94 validated, 56 proxy, 5 beta. Every measure has its own status on /lenses; where this page and /lenses differ, /lenses is right. Updated 14 October 2026.

01 · How we test

Three rules, and a miss is a result

  • The pass mark comes first. We write down the criteria and the decision rule before we measure anything.
  • New data. The recordings we test on are not the ones we built the measure on.
  • A miss is reported. A measure that misses its mark keeps a lower label, or is not offered, and we say so. Several of the areas below are there because a test said no.
02 · What we have tested

Area by area

Verified against a standard or a reference Verified on known signals Indicative Under test Not possible from audio alone

Loudness, true peak and levels

Verified against a standard or a reference

Tested: Integrated, short-term and momentary loudness, loudness range and true peak, against the EBU Tech 3341 and 3342 test signals, on every build of this site.

What it means for you: Use it for delivery checks. For a formal broadcast audit a certified meter is still the reference.

Spectrum, stereo, clipping and file facts

Verified on known signals

Tested: Known tones, noise, clipped signals and files, where the answer follows from the definition.

What it means for you: The calculation is right. Each measure says on /lenses what it was not tested on.

Room acoustics: reverberation from a clap

Verified against a standard or a reference

Tested: Reverberation time per octave band on hundreds of real impulse responses, against our RoomLab app and an independent implementation.

What it means for you: The clap in the tests is simulated; real phones and real claps are the next test.

Speech, pauses and signal-to-noise

Indicative

Tested: Read speech from new speakers in many noise conditions, with the pass mark written down first.

What it means for you: Good on clean to moderately noisy speech, with a margin published per measure. Below about 10 dB signal-to-noise it reads optimistic.

What kind of audio this is

Indicative

Tested: Fragments of speech, music and noise, and speech over music, on recordings the model never saw.

What it means for you: Speech and music are recognised well by the newer model (opt-in). Steady noise and speech over music are weaker, and we say so next to the result.

Background scene

Indicative

Tested: Nine real noise environments at several levels.

What it means for you: Two measures sort crowd noise from machine noise as groups of environments. A hint for a collection of files, not a verdict on one file.

Signal chain: lost packets

Verified on known signals

Tested: Gaps of digital silence cut into speech, with a known place and length.

What it means for you: A lower bound for real calls: a loss that the codec concealed leaves no gap to find.

Echo and slapback

Under test

Tested: Not published yet.

What it means for you: It is not offered through the API or the MCP server, and it has not been tested on real calls.

Pitch and voice quality

Verified on known signals

Tested: Pitch and harmonics-to-noise ratio on constructed voices and on real read speech.

What it means for you: Jitter and shimmer are not offered: they narrowly missed the pass mark we set.

Predicting speech-recognition errors

Not possible from audio alone

Tested: Whether audio measures predict which words a speech recogniser gets wrong, in a test with the pass mark set first, two recognisers and invented but realistic reports.

What it means for you: They did not. The recogniser’s own confidence did, in part. We do not claim that our measures predict transcription errors.

What the levels mean: Verified against a standard or a reference. Checked against a published standard or an independent implementation, with the source named. Verified on known signals. Checked on audio where the right answer is known because we made it. It shows the calculation is right, not that every real recording reads the same way. Indicative. A useful pointer with a stated margin. It did not meet the pass mark we set for a measurement, so use it as a direction. Under test. Built and tested, but not offered, or not yet tested on real recordings. Not possible from audio alone. We tested whether it can be done and found that it cannot be claimed.

03 · Get the details

The reports, or a test on your audio

The reports

For every area there is a written report: the question, the recordings, the pass mark, the result, and what did not work. We share them on request with customers, partners and researchers.

A test on your recordings

We run our measures on a sample of your audio and tell you how far each number can be trusted for that material.

See a sample auditRequest an intake audit

A question we have not tested

If you need to know whether something can be measured reliably in your audio, ask. We will tell you what we know and what a test would take.