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TECHNICAL METHODOLOGY

LOUDCHECK AUDIO READINESS FRAMEWORK

How LoudCheck works.

LoudCheck combines standardized audio measurement, technical interpretation, distribution modelling and evidence-based risk assessment to determine whether an audio file is technically ready for its intended use.

LoudCheck Audio Readiness Framework v2.0
Measurement Engine: LC-ME 2.0
Assessment Engine: LC-AE 2.0
Distribution Profiles: LC-DP 2.0

IMPORTANT DISTINCTION

LoudCheck separates measurement from interpretation. Objective measurements are obtained from the audio signal first. LoudCheck then applies documented interpretation, risk and readiness rules to those measurements.

References to ITU, AES, EBU, broadcast, streaming or other industry practices describe technical foundations or reference frameworks. They do not mean that LoudCheck is certified, endorsed or approved by those organizations.

01 • FOUNDATION

The foundation of LoudCheck

LoudCheck originally developed from professional audio measurement and loudness concepts described in established audio engineering literature. The methodology has since evolved into a versioned technical framework that can incorporate current measurement standards, distribution guidance, engineering research and observed technical risks.

01

Audio engineering foundation

LoudCheck retains the fundamental principles of professional audio measurement, loudness management, dynamic control, peak management and signal integrity that formed the original conceptual foundation.

02

Current measurement standards

Where applicable, LoudCheck aligns its measurement implementation with current published technical recommendations and practices rather than treating historical thresholds as permanent rules.

03

Distribution context

A measurement is not automatically a problem. LoudCheck interprets measurements in the context of the selected distribution profile and expected playback consequences.

04

Proprietary assessment

The LoudCheck risk engine, readiness logic, classification system and recommendation engine are LoudCheck methodology components.

02 • FRAMEWORK

The LoudCheck Audio Readiness Framework

LoudCheck is structured as a sequence of measurable, explainable stages. Each stage produces evidence used by the following stage.

Audio File → Audio Validation → Standardized Measurement → Signal Analysis → Distribution Model → Risk Assessment → Evidence Chain → Readiness Verdict → Recommendation
01

Audio validation

LoudCheck first validates that the submitted audio can be decoded and analyzed reliably.

02

Standardized measurement

The measurement engine calculates objective audio characteristics including loudness, true peak and dynamic measurements.

03

Signal analysis

Additional analysis evaluates clipping, stereo characteristics, spectral distribution and other measurable signal properties.

04

Distribution modelling

Measurements can be evaluated against the selected distribution context rather than against one universal loudness target.

05

Risk assessment

LoudCheck determines whether measured characteristics create identifiable technical risks.

06

Evidence-based decision

The final readiness state is derived from documented evidence rather than from a single loudness number.

03 • MEASUREMENT ENGINE

Objective audio measurement

LoudCheck separates objective measurements from the interpretation applied to them. Measurement values describe the signal; the assessment engine determines what those values may mean in context.

Integrated Loudness

Integrated programme loudness describes the overall loudness of the analyzed programme. LoudCheck uses a BS.1770-based loudness measurement approach and reports the result in LUFS.

Short-Term Loudness

Short-term loudness provides a view of loudness behaviour over shorter programme intervals. It helps identify significant loudness changes that can be hidden by an integrated measurement.

Momentary Loudness

Momentary loudness describes rapid changes in programme loudness and can be used to identify unusually high or low short-duration loudness events.

True Peak

LoudCheck evaluates reconstructed waveform peaks rather than relying solely on the largest stored PCM sample. True peak is reported in dBTP.

PCM Signal → Oversampling → Filtering → Reconstructed Peak → dBTP

Sample Peak

Sample peak records the maximum magnitude of the stored digital samples. LoudCheck keeps sample peak distinct from reconstructed true peak so that the two measurements are not incorrectly treated as the same quantity.

Loudness Range

LRA is treated as a descriptive measurement of loudness variation. LoudCheck does not automatically classify a larger or smaller LRA as technically good or bad.

Peak-to-Loudness Ratio

LoudCheck calculates PLR as the difference between true peak and integrated loudness.

PLR = True Peak − Integrated Loudness

PLR is interpreted as a dynamic/headroom indicator, not as an automatic quality score.

RMS Level

RMS provides an additional signal-level measurement. It is retained as a supporting measurement rather than being treated as a replacement for loudness measurement.

Crest / Dynamic Indicators

Where implemented, crest-related measurements provide additional information about the relationship between peaks and average signal energy.

Stereo Characteristics

LoudCheck evaluates channel balance and other measurable stereo characteristics to identify significant asymmetry or potential playback concerns.

Spectral Characteristics

LoudCheck analyzes relative spectral energy across defined frequency regions. Spectral measurements describe energy distribution and do not independently determine whether a mix is tonally correct.

Clipping and Overload Indicators

LoudCheck distinguishes stored sample clipping from reconstructed true-peak conditions. These measurements are treated as separate forms of signal evidence.

04 • TECHNICAL BASIS

Measurement standards and references

LoudCheck uses published technical standards and recommendations as reference points for measurement and distribution analysis. The standards are not converted into a claim that LoudCheck itself is a certified standards compliance instrument.

Reference Role in LoudCheck Position
ITU-R BS.1770 Programme loudness and true-peak measurement foundation. Measurement reference
AES loudness guidance Distribution-loudness and streaming context reference. Distribution reference
EBU / broadcast practices Relevant where a broadcast-oriented distribution profile is selected. Profile-specific reference
LoudCheck rules Risk classification, readiness decisions and recommendations. Proprietary methodology

IMPORTANT

Standards evolve. LoudCheck therefore records methodology versions and does not treat any historical recommendation as permanent or universal.

05 • DISTRIBUTION

Distribution profiles

LoudCheck does not assume that one loudness target is appropriate for every form of audio distribution. The selected distribution profile determines which measurements and risks receive priority.

Streaming Music

Evaluates loudness, normalization behaviour, true peak, dynamic characteristics and potential encoding-related peak risk for music distributed through Internet services.

Broadcast

Applies broadcast-oriented loudness and peak considerations where the selected delivery environment requires them.

Speech / Podcast

Places greater emphasis on programme loudness, short-term behaviour, peak control and speech-oriented consistency.

Video / Online Media

Evaluates the audio according to the requirements of the selected video or online distribution context.

Measurement + Distribution Profile + Context = Risk Interpretation

06 • SIMULATION

Normalization and distribution modelling

LoudCheck may model a simplified normalization scenario using a selected distribution reference. The purpose is to estimate the consequences of a playback gain adjustment, not to reproduce a proprietary streaming service.

Gain Change = Target Loudness − Measured Loudness

LoudCheck can then estimate the resulting peak position after the modelled gain adjustment.

Simulated Peak = Measured True Peak + Gain Change

SIMULATION LIMITATION

Actual services may use different normalization settings, playback modes, codecs, gain management, metadata, limiting behaviour and device processing. Therefore LoudCheck's simulation represents an analytical model and not a guarantee of exactly what a particular service, application, device or codec will do.

07 • RISK ENGINE

Risk domains

LoudCheck evaluates technical findings through independent risk domains rather than reducing the entire audio file to one universal quality number.

Risk Domain Primary Evidence Purpose
Loudness Integrated, short-term and momentary loudness. Identify loudness position and significant loudness behaviour.
Peak True peak and sample peak. Identify peak and reconstruction-related risk.
Dynamics PLR, LRA and supporting dynamic measurements. Describe dynamic behaviour and potential over-control.
Signal Integrity Clipping and overload indicators. Identify measurable signal integrity problems.
Stereo Channel balance and stereo characteristics. Identify significant channel or spatial imbalance.
Spectrum Frequency-region energy distribution. Identify unusual spectral characteristics requiring review.
Distribution Normalization model and selected distribution profile. Estimate potential consequences of delivery processing.

A risk flag is not automatically a statement that the audio is technically unacceptable. It indicates that a measured characteristic deserves review within the selected context.

08 • SEVERITY

Risk severity

LoudCheck classifies findings according to their potential technical consequence.

LOW

Informational

A measurable characteristic is present but is unlikely to represent a significant technical problem by itself.

MODERATE

Review recommended

The characteristic may create a meaningful distribution, playback or production concern depending on context.

HIGH

Significant technical risk

The measured evidence indicates a substantial technical risk under the selected LoudCheck methodology and profile.

09 • CLASSIFICATION

Content classification

LoudCheck may use deterministic signal characteristics to classify material into broad analytical categories. These classifications help contextualize risk rules and recommendations. They are not genre labels and are not presented as an official AES or industry taxonomy.

Classification Purpose Interpretation
Wide Dynamic Range Identify material exhibiting substantial loudness variation. Descriptive classification, not a quality judgement.
Speech Dominant Identify material with characteristics consistent with speech-heavy content. Used to improve contextual interpretation.
Dense Music Identify highly controlled or continuously energetic music. Used to contextualize dynamic and loudness indicators.
Mixed Material that does not strongly satisfy another heuristic. Neutral fallback classification.

Classification thresholds may change between methodology versions as LoudCheck's measurement and validation process develops.

10 • DECISION ENGINE

Release readiness

Readiness is the final interpretation of the measured evidence and identified technical risks. It is not a judgement of artistic quality.

READY

No significant technical risk

No configured high-severity issue was detected and the audio satisfies the current readiness requirements for the selected profile.

CONDITIONALLY READY

Review recommended

One or more moderate or contextual risks were detected. The audio may still be suitable for release, but the identified findings should be reviewed.

NOT READY

Significant release risk

The evidence contains a configured combination of high-severity technical risks requiring correction or professional review before release.

DECISION PRINCIPLE

Measurement → Risk → Potential Consequence → Severity → Readiness

LoudCheck therefore does not treat a single measurement, such as LUFS, as a universal pass/fail criterion.

11 • CRITICAL CHECKS

Current LoudCheck critical checks

The following represent examples of the types of findings that may materially affect readiness. Exact thresholds belong to the active assessment-rule version and may change independently from the measurement engine.

Excessive true peak may indicate elevated risk of reconstruction or encoding-related overload.

Simulated distribution processing may identify a potential peak consequence after normalization.

Very low dynamic indicators may trigger a review of excessive dynamic control, particularly in dense material.

Significant stereo imbalance may trigger a channel-balance review.

Unusual spectral distribution may trigger a tonal or translation review.

Multiple independent risks may combine to produce a higher overall readiness risk.

12 • TRACEABILITY

Evidence chain

Every significant LoudCheck finding should be traceable from the final recommendation back to the measurement that caused it.

Audio → Measurement → Measured Value → Reference / Rule → Risk → Consequence → Severity → Readiness → Recommendation

EXAMPLE

Measurement: True Peak = +0.42 dBTP

Context: Streaming Music distribution profile

Risk: Potential peak / encoding risk

Severity: High

Recommendation: Review limiter ceiling and peak management.

13 • ANALYSIS CONFIDENCE

Technical confidence

LoudCheck distinguishes confidence in the analysis from the readiness of the audio. A confidence score should describe the reliability and completeness of the analytical process, not whether the music is "good."

Measurement integrity

Confidence that the audio was decoded and measured without material processing or corruption affecting the analysis.

Analysis completeness

Confidence that the required measurements for the selected profile were successfully calculated.

Profile applicability

Confidence that the selected distribution profile is appropriate for the analysis context.

Signal quality

Confidence based on detectable signal conditions that may affect interpretation.

IMPORTANT

Technical confidence must never be interpreted as a percentage of audio quality, artistic quality or probability of commercial success.

14 • GUIDANCE

Recommendation engine

Recommendations are generated from measured evidence and identified risks. They should explain what should be reviewed and why.

Review peak management when true peak indicates elevated reconstruction or encoding risk.

Review dynamic processing when multiple indicators suggest potential over-control.

Review normalization consequences when a distribution profile predicts substantial gain adjustment.

Review clipping and gain staging when signal integrity indicators identify overload.

Review stereo balance when channel measurements indicate significant asymmetry.

Review spectral characteristics when energy distribution falls outside the configured analytical review ranges.

PROFESSIONAL REVIEW

LoudCheck is an analytical decision-support system. Recommendations do not replace the judgement of a qualified mixing or mastering engineer. Musical intent, genre, arrangement, production decisions, artistic objectives and listening context remain important.

15 • TECHNICAL POSITIONING

What "AES-aligned" means

LoudCheck uses professional audio concepts and published technical guidance as part of its methodological foundation.

AES-ALIGNED ≠ AES-CERTIFIED

LoudCheck must not be represented as AES-certified, AES-approved or an official AES compliance test unless such certification or approval has been explicitly granted by the Audio Engineering Society.

CURRENT POSITION

LoudCheck uses standards and recommendations as technical references while maintaining a separate proprietary interpretation and decision layer. The methodology is designed to evolve as relevant measurement standards, distribution practices and technical knowledge evolve.

16 • LIMITATIONS

What LoudCheck cannot determine

LoudCheck cannot determine whether a master sounds artistically better or worse.

LoudCheck cannot determine artistic intent.

LoudCheck cannot guarantee acceptance by a distributor, streaming service or other platform.

LoudCheck does not reproduce every proprietary playback, normalization, codec or device-processing algorithm.

Spectral measurements do not independently determine whether a mix is tonally correct.

A high or low LRA value is not automatically evidence of a technically incorrect master.

A single loudness target should not be interpreted as a universal requirement for all audio distribution.

Readiness is an assessment under the active LoudCheck methodology and may change as that methodology evolves.

17 • REPRODUCIBILITY

Reproducibility and auditability

LoudCheck is designed so that a result can be traced back to the measurements, methodology version, distribution profile and assessment rules that produced it.

Audio → Measurement Engine Version → Measured Parameters → Distribution Profile → Assessment Rules → Risk Flags → Readiness Verdict → Recommendations

ANALYSIS RECORD

methodology_version = 2.0
measurement_engine = LC-ME 2.0
assessment_engine = LC-AE 2.0
distribution_profile = selected profile
analysis_timestamp = recorded at analysis

18 • VERSIONING

Methodology versioning

LoudCheck separates major methodological components so that changes can be documented and reproduced.

Component Example Version Changes Covered
Methodology LC Methodology 2.0 Overall framework and technical philosophy.
Measurement Engine LC-ME 2.0 Measurement algorithms and signal-processing procedures.
Assessment Engine LC-AE 2.0 Risk thresholds, severity rules and readiness decisions.
Distribution Profiles LC-DP 2.0 Distribution-specific reference values and simulation logic.
A material measurement change → Measurement Engine version change

A material risk-rule change → Assessment Engine version change

A material distribution-model change → Distribution Profile version change

19 • EVOLUTION

How the methodology evolves

LoudCheck is designed as a living methodology rather than a fixed collection of permanent thresholds.

01

Standards review

Relevant technical standards and recommendations are reviewed when methodology revisions are considered.

02

Measurement validation

Measurement implementation can be tested against known signals, reference material and expected results.

03

Rule evaluation

Risk rules are evaluated to determine whether thresholds are useful, explainable and contextually appropriate.

04

Version release

Material changes are assigned a methodology version so previous analyses remain traceable.

20 • SOURCE OF TRUTH

LoudCheck as an analytical source of truth

LoudCheck does not attempt to become the authority on subjective audio quality. Instead, its objective is to become a reliable source of traceable technical evidence about measurable properties of an audio file.

LOUDCHECK PRINCIPLE

If LoudCheck reports a technical finding, the user should be able to trace that finding back to a measurable property, a documented rule and the methodology version that produced it.

Measurable Evidence + Transparent Rules + Version Control + Reproducibility = Trustworthy Technical Analysis

21 • PROFESSIONAL JUDGEMENT

Engineering judgement remains important

LoudCheck is not designed to remove the role of the recording, mixing or mastering engineer. Its purpose is to provide a consistent analytical layer that helps professionals identify measurable conditions before making a final release decision.

Measurement

What does the audio measure?

Interpretation

What might those measurements mean?

Judgement

What should the engineer ultimately do?

22 • FINAL STATEMENT

Transparent by design.

LoudCheck is designed to provide transparent, repeatable and technically explainable audio analysis. Its methodology separates objective measurement from interpretation, risk assessment and recommendation.

LoudCheck does not attempt to replace professional engineering judgement. Its purpose is to provide a consistent analytical layer that helps creators, producers, engineers and studios understand measurable audio characteristics and potential distribution risks.

AUDIO → MEASURE → INTERPRET → ASSESS RISK → EXPLAIN → DECIDE

LoudCheck Audio Readiness Framework v2.0