CASE 01FILM
BEFOREAFTER
CADENCE
Focused on AI Dubbing & Film Localization
Specializing in Hungarian
SYSTEM INDEX
⋰CΔDENCE
⋰CΔDENCE
ABOUT
—
ABOUT
—
ABOUT
—
I study where
speech loses
credibility
I study where
speech loses
credibility
I study where
speech loses
credibility
I examine how AI-generated Hungarian speech changes when pronunciation, timing, prosody, or synchronization go wrong.
Through dubbing QA, ASR, and TTS evaluation, I identify errors that affect naturalness, intelligibility, and meaning.
Focus: Hungarian dubbing QA, Hungarian speech QA, Hungarian TTS evaluation, ASR L2/QA review, lip-sync and speech timing.
Accuracy alone is not communication
I examine how AI-generated Hungarian speech changes when pronunciation, timing, prosody, or synchronization go wrong.
Through dubbing QA, ASR, and TTS evaluation, I identify errors that affect naturalness, intelligibility, and meaning.
Focus: Hungarian dubbing QA, Hungarian speech QA, Hungarian TTS evaluation, ASR L2/QA review, lip-sync and speech timing.
Accuracy alone is not communication
I examine how AI-generated Hungarian speech changes when pronunciation, timing, prosody, or synchronization go wrong.
Through dubbing QA, ASR, and TTS evaluation, I identify errors that affect naturalness, intelligibility, and meaning.
Focus: Hungarian dubbing QA, Hungarian speech QA, Hungarian TTS evaluation, ASR L2/QA review, lip-sync and speech timing.
Accuracy alone is not communication.
— DUBBING / TTS / SYNC QUALITY LAB
— DUBBING / TTS / SYNC QUALITY LAB
— DUBBING / TTS / SYNC QUALITY LAB
We rebuild
what meaning has lost.
We rebuild
what meaning
has lost.
We rebuild
what meaning
has lost.
Neural dubbing, TTS evaluation and focused Hungarian adaptation for
systems where literal accuracy is not enough.
HEAR WHAT WAS MEANT →
Neural dubbing, TTS evaluation and focused
Hungarian adaptation for
systems where literal accuracy is not enough.
HEAR WHAT WAS MEANT →
Neural dubbing, TTS evaluation and focused
Hungarian adaptation for
systems where literal accuracy is not enough.
HEAR WHAT WAS MEANT →
CASE 02SERIES
BEFOREAFTER
ISSUE
→Voice inconsistency + waveform overrun
FIX
Voice regeneration + timing correction
CASE 03ANIMATION
BEFOREAFTER
ISSUE
→Phoneme collapse, unnatural transitions
FIX
Natural phoneme transitions
CASE 04DOCUMENTARY
BEFOREAFTER
ISSUE
→Breath misalignment, cut-off ending
FIX
Breath matched, natural ending
WAVEFORM
SPECTROGRAM
PHONEME ALIGNMENT
szeretem
szeretem
FRAME TIMING
DRIFT+62 ms
MAX ERROR112 ms
SYNC QUALITY96.3%
TIMING DRIFT
SEVERITYP2
OCCURRENCES24
IMPACTMedium
Time-stretch & realignment
LIP-SYNC ERROR
SEVERITYP1
OCCURRENCES17
IMPACTHigh
Phoneme-based re-synthesis
EMOTION MISMATCH
SEVERITYP2
OCCURRENCES13
IMPACTMedium
Re-performance & tone match
VOICE CONSISTENCY
SEVERITYP3
OCCURRENCES9
IMPACTLow
Spectral matching
HUNGARIAN TTS BENCHMARK04 / 04 EVALUATED
AUDIO EVIDENCE · MP3
FULL QA EVALUATIONORIGINAL01
DEFAULT02
SLOW03
UPSELL04
STRESS05
REASSURING06
REPAIR SLOW07
01
PROVIDER AEVALUATED
EVALUATION↓
02
PROVIDER BEVALUATED
EVALUATION↓
03
PROVIDER CEVALUATED
EVALUATION↓
04
PROVIDER DEVALUATED
EVALUATION↓
FILMHungarian Lip-Sync Reconstruction
Timing correction, phoneme alignment, semantic preservation.
TTSNeural Voice Evaluation
Hungarian prosody, intelligibility and naturalness testing.
QADubbing QA Error Atlas
Error classification for localization and dubbing pipelines.
FILMHungarian Lip-Sync Reconstruction
Timing correction, phoneme alignment, semantic preservation.
TTSNeural Voice Evaluation
Hungarian prosody, intelligibility and naturalness testing.
QADubbing QA Error Atlas
Error classification for localization and dubbing pipelines.
AUDIO —
AUDIO —
Audio-Visual
Timing & Editing
Audio-Visual Timing & Editing
Editing rhythm, sound-image synchronization
and cinematic pacing.
Editing rhythm, sound-image synchronization
and cinematic pacing.
15+ years of audiovisual work with young
classical musicians — recording, concert
documentation and promotional editing.
Focused on rhythm, pacing and perceptual
sync between sound and image.
15+ years of audiovisual work with young
classical musicians — recording, concert
documentation and promotional editing.
SELECT A FRAME
PLAY DEMONSTRATION →
You either hear it or you don't
.
You either hear it or you don’t
▶ PLAY
▶ PLAY
▶ PLAY
▶ PLAY
AUDIO
Audio-Visual
Timing & Editing
Editing rhythm, sound-image synchronization
and cinematic pacing.
15+ years of audiovisual work with young
classical musicians — recording, concert
documentation and promotional editing.
Focused on rhythm, pacing and perceptual
sync between sound and image.
SELECT A FRAME
PLAY DEMONSTRATION →
You either hear it or you don't
CLINICAL ASR FAILURE
ATLAS
CLINICAL
ASR FAILURE
ATLAS
CLINICAL ASR FAILURE
ATLAS
MAPPING SEMANTIC RISK IN HUNGARIAN MEDICAL SPEECH RECOGNITION
MAPPING SEMANTIC RISK
IN HUNGARIAN MEDICAL
SPEECH RECOGNITION
MAPPING SEMANTIC RISK IN HUNGARIAN MEDICAL SPEECH RECOGNITION
300 curated ASR error examples
6 semantic failure classes
P1–P3 severity taxonomy
Public Hungarian medical speech
300 curated ASR error examples
6 semantic failure classes
P1–P3 severity taxonomy
Public Hungarian medical speech
FAILURE CLASS I
NUMERICAL
SEMANTIC COLLAPSE
FAILURE CLASS I
NUMERICAL
SEMANTIC COLLAPSE
FAILURE CLASS I
NUMERICAL
SEMANTIC COLLAPSE
SOURCE: "kettő-három"
ASR: "23"
SOURCE: "kettő-három"
ASR: "23"
Clinical measurement reference corrupted.
Clinical measurement reference corrupted.
Clinical measurement reference corrupted.
SEVERITY: P1
SEVERITY: P1
FAILURE CLASS V
NEGATION INVERSION
FAILURE CLASS V
NEGATION INVERSION
FAILURE CLASS V
NEGATION INVERSION
SOURCE: "vérrögoldót adnak"
ASR: "vérrögoldót NEM adnak"
SOURCE: "vérrögoldót adnak"
ASR: "vérrögoldót NEM adnak"
SOURCE: "vérrögoldót adnak"
ASR: "vérrögoldót NEM adnak"
Clinical intent inverted.
A single inserted negation reverses treatment logic completely.
Clinical intent inverted.
A single inserted negation reverses treatment logic completely.
Clinical intent inverted.
A single inserted negation reverses treatment logic completely.
SEVERITY: P1
SEVERITY: P1
FAILURE CLASS I
TERMINOLOGICAL
DISINTEGRATION
FAILURE CLASS I
TERMINOLOGICAL
DISINTEGRATION
FAILURE CLASS I
TERMINOLOGICAL
DISINTEGRATION
SOURCE: "Clopidogrel"
ASR: "klopi dogrel"
SOURCE: "Clopidogrel"
ASR: "klopi dogrel"
A clinically essential drug identifier disintegrates during speech reconstruction, introducing potential treatment risk.
A clinically essential drug identifier disintegrates during speech reconstruction, introducing potential treatment risk.
A clinically essential drug identifier disintegrates during speech reconstruction, introducing potential treatment risk.
SEVERITY: P1
SEVERITY: P1
THE EVIDENCE BASE
300
THE EVIDENCE BASE
300
THE EVIDENCE BASE
300
CLINICAL ASR FAILURES
CLINICAL ASR FAILURES
CLINICAL ASR FAILURES
P1–P3 SEVERITY TAXONOMY
P1–P3 SEVERITY TAXONOMY
P1–P3 SEVERITY TAXONOMY
HUNGARIAN MEDICAL MULTI-ASR AUDIT
HUNGARIAN MEDICAL MULTI-ASR AUDIT
HUNGARIAN MEDICAL MULTI-ASR AUDIT
300 CURATED ASR ERROR EXAMPLES
300 CURATED ASR ERROR EXAMPLES
300 CURATED ASR ERROR EXAMPLES
Manually curated archive of Hungarian medical ASR errors.
Manually curated archive of Hungarian medical ASR errors.
ATLAS EXPLORER
← CLICK
SEV
CLASS
TRANSCRIPTION ERROR
IMPACT
P1
Treatment
NEGATION INVERSION
"vérhígítót adnak"→"vérhígítót NEM adnak"
Treatment logic reversed.
SHOWING 1–1 OF 1 LOGS
PAGE 1 OF 1
QA / THINKING
—
QA / THINKING
—
QA / THINKING —
I evaluate where
meaning survives
reconstruction
I evaluate where
meaning survives
reconstruction
I evaluate where meaning
survives reconstruction
Like Pentimento, CADENCE looks beneath the surface.
A voice is more than words. It carries timing, rhythm, emotion, intention and performance.
In dubbing, those layers must still belong to the face, the scene and the moment.
I listen and look for the point where one of those layers slips: a stress pattern that changes the intention, an emotion that arrives too late, a voice that no longer belongs to the face, or a lip-sync mismatch that breaks the illusion.
Accuracy is not understanding
Like Pentimento, CADENCE looks beneath the surface.
I listen and look for breaks in timing, emotion, voice and lip-sync — the moments when speech no longer belongs to the face or scene.
Accuracy is not understanding
Like Pentimento, CADENCE looks beneath the surface.
I listen and look for breaks in timing, emotion, voice and lip-sync — the moments when speech no longer belongs to the face or scene.
Accuracy is not understanding.
P1
P2
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
P2
P1
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
P1
P2
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
P2
P1
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
P1
P2
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
P2
P1
P3
SEMANTIC STABILITY
94.2%
RECONSTRUCTION LOSS
3.1%
⋰ CΔDENCE
LET’S
RESTORE
MEANING.
Available for collaboration
and new opportunities.
BASED IN BUDAPEST, HUNGARY
EMAIL
orsolya.ai.task@gmail.com
ART PROJECTpentimentoart.com
Orsolya Eszlári
AI Dubbing • Speech Timing • ASR QA
AVAILABLE FOR
- ♡Lip-Sync & Dubbing Synchronization
- ⌁Speech Timing Optimization
- ◎Dubbing QA Review
- ▧TTS Quality Evaluation
- ▤ASR Evaluation
⋰ CΔDENCE
LET’S
RESTORE
MEANING.
Available for collaboration
and new opportunities.
BASED IN BUDAPEST, HUNGARY
EMAIL
orsolya.ai.task@gmail.com
ART PROJECTpentimentoart.com
Orsolya Eszlári
AI Dubbing • Speech Timing • ASR QA
AVAILABLE FOR
- ♡Lip-Sync & Dubbing Synchronization
- ⌁Speech Timing Optimization
- ◎Dubbing QA Review
- ▧TTS Quality Evaluation
- ▤ASR Evaluation
⋰ CΔDENCE
LET’S
RESTORE
MEANING.
Available for collaboration
and new opportunities.
BASED IN BUDAPEST, HUNGARY
EMAIL
orsolya.ai.task@gmail.com
ART PROJECTpentimentoart.com
Orsolya Eszlári
AI Dubbing • Speech Timing • ASR QA
AVAILABLE FOR
- ♡Lip-Sync & Dubbing Synchronization
- ⌁Speech Timing Optimization
- ◎Dubbing QA Review
- ▧TTS Quality Evaluation
- ▤ASR Evaluation
CONTACT
LET’S
RESTORE
MEANING.
Hungarian AI dubbing, lip-sync, speech timing and QA review for generated voices that need to survive the human ear.
DR. ORSOLYA ESZLÁRIHungarian Dubbing QA · Speech AI Review
RESUMEOPEN RESUME →
AVT MASTERCLASS CERTIFICATEOPEN AI DUBBING →
AVAILABLE FORLip-Sync & Dubbing SynchronizationSpeech Timing OptimizationDubbing QA & Linguistic ReviewTTS Quality EvaluationASR Error AnalysisSpeech is ephemeral. Meaning is not.
