Play TV: Instant YouTube Dubbing in Any Language

Watch any YouTube video in your language—live. Play TV captures speech, transcribes it, translates it, and streams back a natural voice‑over directly into the same player. First words arrive in ~0.9–1.3 s; a refined, corrected dub locks in by ~5–6 s.

Let’s Build Your Solution

Ready-made Solution

Fully customizable AI for your use cases 
and industry

    • Sub‑second feel • RTF < 1 across languages

    • Modular ASR → NMT → TTS (or speech‑to‑speech)

    • Scales from 1 speaker to thousands of concurrent listeners

    • Multi‑region WebRTC/WebSocket streaming built for hostile networks

    • Designed for quick implementation with REST/gRPC/WebRTC SDKs

GDPR‑ready posture
HIPAA / BAA on request
SOC 2‑aligned processes
Fully <span>customizable</span> AI for your use cases 
and industry
01

Problem

  • Language barriers with brand names, jargon, and dialects across thousands of pairs.

  • Fast speech, accents, code-switching, and overlapping speakers challenge accuracy.

  • Tight latency budget for a believable “live” feel (sub-second to first words).

  • Prosody and volume drift — keeping emotion without sounding robotic.

Problem
02

Challenge

  • Thousands of language pairs with domain‑specific terms and proper names.

  • Tight latency budget for a believable “live” experience.

  • Mixed audio (music, SFX) masking speech; variable recording quality.

  • Fluctuating network conditions and jitter in the browser.

  • Consistent prosody and volume while preserving the video’s mood.

  • Compliance & privacy expectations for enterprise rollouts.

Challenge

What Users Get

Solution

Play TV is a drop-in, low-latency dubbing layer that makes any video feel native

Product Highlights

    • Instant dub: First words in ~0.9 s; refined line lands ~5–6 s later.

    • Audio mixer: Original track ducked −12…−18 dB with an adjustable slider.

    • Multilingual: Choose target language; optional parallel tracks + captions.

    • On-video captions: HTML/WebVTT overlay with karaoke-style word highlighting.

    • Hotkeys & presets: Quick language switch, “Pause dubbing,” profiles for Interview / Lecture / Stream.

User Flows

    • Start: Click Dub this video on YouTube.

    • Select: Pick language (and voice), optionally enable captions.

    • Tune: Choose Speed or Quality mode; apply a preset (Interview / Lecture / Stream).

    • Mix: Adjust original-audio level with the ducking slider.

    • Control: Use hotkeys to pause/resume dubbing or switch languages on the fly.

Experience & Scale

    • Live experience: Sub-second perceived latency that feels conversational.

    • Accuracy under pressure: Keeps domain terms right during fast speech and code-switching.

    • Operational simplicity: Plug-in SDKs/extension—no backend surgery.

    • Audience scale: Thousands of concurrent listeners per session, multi-region.

    • Post-event assets: Clean audio + VTT/SRT delivered automatically.

Architecture Overview

Deep Dive: Architecture

    • Event Backbone: NATS / Kafka event bus decouples ASR → MT → TTS services with backpressure and idempotent job retries, preventing stalls during viral video spikes.

    • Elastic Compute Pools: Independent autoscaling for ASR / MT / TTS (CPU / GPU) based on queue depth and latency SLOs. Traffic-aware routing maintains sub-second 'first words' under surge.

    • Real-time Pipeline: YouTube audio captured, transcribed with ~0.9s first words, translated via RAG term banks, and synthesized with natural voice-over streamed back to player.

    • Regional Edge Delivery: Multi-region PoPs route users to nearest region for lower latency. Live streams use priority lanes with regional failover for uninterrupted sessions.

    • Audio Mixing & Control: Original track ducked -12…-18 dB with adjustable slider. Hotkeys for pause / resume dubbing, language switching, and preset modes (Interview / Lecture / Stream).

Deep Dive: <span>Architecture</span>

Challenges

Hard Problems We Solved

Partial‑hypothesis Dubbing

Partial‑hypothesis Dubbing

Start TTS from ASR partials while safely reconciling later corrections without audible jumps.

Endpointing Under Noise

Endpointing Under Noise

Robust VAD + adaptive thresholds to detect speech onset/offset amid music and crowd noise.

Prosody Control

Prosody Control

SSML‑driven rate/pitch/emphasis to avoid robotic delivery; energy normalization across segments.

Name / term Fidelity

Name / term Fidelity

Custom glossaries and per‑channel dictionaries applied in ASR, MT, and TTS.

Value

Quality & Fidelity 

Play TV uses RAG term banks + glossaries to deliver domain-true, real-time translation

Low WER / CER

Low WER / CER

ASR keeps recognition errors low on our benchmarks

LoRA
Language Families
Dialect Support
MVP
Multi-Speaker Diarization

Multi-Speaker Diarization

Separates speakers correctly in group videos

NLLB
M2M
MoE Architecture
MVP
High BLEU / COMET

High BLEU / COMET

MT delivers high-quality translations by standard metrics.

Smooth Corrections
RAG
MVP
EBU R128 Loudness

EBU R128 Loudness

Voices sound human and pleasant

Natural TTS (High MOS)
High MOS
SSML Emphasis
MVP

Benchmarks

Scale & Reliability

Play TV scales globally with autoscaling + priority lanes for a consistent sub-second feel

Resilient event backbone

Resilient event backbone

Play TV runs ASR → MT → TTS through a NATS / Kafka event bus that decouples services, applies backpressure, and retries idempotent jobs — so spikes from popular videos don’t stall the dub

Event Bus
Orchestration
Retry Queues
Elastic compute by stage

Elastic compute by stage

Independent autoscaling pools for ASR / MT / TTS (CPU / GPU) expand on queue depth and latency SLOs. A traffic-aware router picks the optimal model pool per language and load, keeping sub-second “first words” under surge.

Per-Stage Autoscaling
GPU / CPU Pools
Model Routing
Self-healing & efficient

Self-healing & efficient

Real-time QoS guardrails with automatic scaling and performance tracking

Proactive issue prevention
Regional edge delivery

Regional edge delivery

Multi-region PoPs route users to the nearest region for lower round-trip time; live streams ride priority lanes to protect real-time feel. Regional failover keeps sessions going if a zone degrades

Geo-Routing
Low RTT
QoS / Priority
99.95%

Uptime across regions with active-active failover

< 200ms

Median RTT to nearest PoP via geo-routing

≤ 60s

Autoscaling convergence from a 2× traffic spike

Application

Industries & Use Cases

EdTech & Learning

EdTech & Learning

Lectures, interviews, research talks.

Video Podcasts

Video Podcasts

Automatic dubbing for new markets (higher retention & watch time).

Corporate L&D

Corporate L&D

Training videos and leadership messages for local teams.

Accessibility

Accessibility

Dubbing + captions for non‑native and hard‑of‑hearing users.

Media Analysis

Media Analysis

Skim long videos with translated audio without losing tone.

Travel & Localization

Travel & Localization

Reviews, guides, live event streams in local language.

Delivery Crew

Project Team

High-performing developers for growing companies

Renata Sarvary

Renata Sarvary

Sales Manager

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Data Protection

Security & Privacy

Private by design: encrypted in transit & at rest, minimal retention, isolated tenants, and compliance-ready

Encrypt everywhere — in transit & at rest

Encrypt everywhere — in transit & at rest

TLS 1.3 for all traffic; KMS-managed AES-256 encryption for caches and config stores. Optional mTLS between services and HSTS at the edge

TLS 1.3
AES-256
KMS
Secrets Manager
mTLS
HSTS
PFS
Minimize data — short-lived access

Minimize data — short-lived access

Process only what’s needed for dubbing; strict retention windows; ephemeral, rotated tokens. Optional on-device / edge path for sensitive use cases

Least Data
Ephemeral Tokens
Token Rotation
On-Device
Edge Mode
Retention Policy
Isolate tenants — prove every action

Isolate tenants — prove every action

Per-tenant buckets, queues, and keys; scoped API tokens and RBAC. Tamper-evident audit logs with SIEM export for enterprise

Multi-Tenant Isolation
RBAC
API Scopes
Key per Tenant
Audit Logs
SIEM
VPC Isolation
Compliance-ready — global by default

Compliance-ready — global by default

GDPR-aligned with DPA/SCCs; HIPAA with BAA on request; SOC 2–aligned SDLC and vendor review. Data residency options (EU/US) and RTBF/SAR flows

GDPR
DPA / SCC
HIPAA / BAA
SOC 2 Aligned
ISO 27001 Practices
Data Residency
RTBF / SAR
DPIA

Competitive Ability

Key Performance Stats

Any (incl. non‑native) video becomes understandable and emotionally faithful with latency close to live interpreting

Audio Processing Pipeline

MVP 1 ships for YouTube; next up: multi‑platform, duplex, and on‑device

01

YouTube tab

Audio capture and voice detection → VAD (speech start)

02

ASR partials

Speech recognition and real-time transcription

03

MT partials

Machine translation pipeline

04

Audio Output

TTS streaming → Mixer (duck/original) → Output to player overlay

Throughput & Acceleration

Throughput & Acceleration

    • Sub-second starts: P95 first words ≤ 0.9 s; RTF < 1 under surge

    • At scale: 3,000+ concurrent listeners per session with priority lanes for live

    • Autoscaled pipeline: Per-stage GPU / CPU pools with traffic-aware routing

    • Fast path: < 200ms median RTT to nearest PoP; caches skip repeated segments

AI Quality Stack

AI Quality Stack

    • ASR: Low WER / CER, multi-speaker diarization, auto-punctuation

    • MT: High BLEU / COMET with RAG-guided glossaries for domain terms

    • TTS: High MOS / CMOS, SSML emphasis, stable prosody

    • Fidelity: Robust to code-switching/accents; preserves names and jargon

Delivery Automation

Delivery Automation

    • Live stream: Real-time dub with optional on-video captions

    • Captions:WebVTT during playback; SRT generated automatically after

    • Exports: Clean mixed track + transcripts saved per session (e.g., S3)

    • Ops: Shareable links, audit logs, and per-tenant isolation for enterprise

Order Fulfillment Process

Development Roadmap

Our strategic development phases from MVP to advanced real-time capabilities

step 1
step 2
step 3
step 4

MVP 1

YouTube + core languages / voices

MVP 2

Other platforms (e.g., Twitch / Vimeo), improved mixer & AEC

B2B / SDK

JS SDK & API, brand voices, glossary management

Duplex / Live

Two‑way mode for streams, on‑device TTS

Results

Results you can measure: speed, uptime, scale

Instant translation & voice‑over

Instant translation & voice‑over

Streaming TTS starts ~0.9s after speech onset; a refined, corrected line lands ~5–6s in

Hotkeys & presets

Hotkeys & presets

Quick language switch, “pause dubbing,” presets for Interview / Lecture / Stream

Multilingual

Multilingual

Pick the target language; optional parallel tracks and captions

On‑video captions

On‑video captions

HTML / WebVTT overlay with karaoke‑style highlighting

Smart latency mode

Smart latency mode

Toggle Speed ↔ Quality; aggressive “live” mode for streams

Tools We Used

Technology stack

Client

Client

Chrome Extension
WebAudio / WebAssembly
WebSocket
HTML overlay
ML

ML

VAD
Streaming ASR
NMT w/domain glossaries
Streaming TTS
Diarization
Speech & Language

Speech & Language

Streaming STT
NMT
Azure Neural TTS
Infra

Infra

Kubernetes
Autoscaling GPU pools
Global CDN / WebSocket edge
OpenTelemetry
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Frequently Asked Questions

Quick Answers

Find answers to your common concerns

How do you handle proper names/terms?

RAG Glossaries & custom dictionaries across ASR/MT/TTS

Privacy?

Encrypted transport, minimal logging, optional on‑device path; per‑tenant isolation for enterprise

Live streams?

Use the Speed mode for lower latency; expect more frequent micro‑corrections

YouTube only?

MVP1 targets YouTube; connectors for Twitch/Vimeo/custom players are on the roadmap

Why do lines sometimes “rebuild”?

Later ASR/MT refinements overwrite early takes with smooth cross‑fades

About Plavno

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