NULLBIT
NULLBIT
Telecom Innovation

AI Voice Translation System

Bridging language barriers with AI real-time translation on enterprise phone systems.

AI VoiceGolangReal-timePBX
Year

2024

Duration

6 months

Industry

Telecommunications / AI

Starting position

Starting position

Starting position

  • Interpreter cost

    Blended scheduled + on-demand rates

    ≈ 60–110 € / hour
  • Interpreter wait time

    Median from scheduling to live session

    30–60 min
  • Languages actively supported

    2–3
  • Service availability

    Limited by human team coverage

    8–12 h / day

Market size

≈ 8,000–15,000 / month

Monthly multilingual support call volume

Scope: SOM (client + related entities)Source: Client call-volume benchmark

Approx. budget

NDA

200,000 – 999,999 €

Budget breakdown

Backend engineering (Golang core)35%
PBX integration & SIP25%
AI model integration & voice cloning25%
QA & production hardening15%

Budget bucket per Clutch.co project cost category. Exact figures under NDA.

26-week build

26 weeks

  1. 1

    Weeks 1–4

    Discovery, architecture & PBX audit

  2. 2

    Weeks 5–12

    Core engine + SIP integration + first language pair

  3. 3

    Weeks 13–20

    AI model expansion (10+ languages) + voice cloning + latency tuning

  4. 4

    Weeks 21–26

    QA, production rollout & operational monitoring

The Challenge

Overcoming Language Barriers in Global Business

International business operations often face logistical bottlenecks and high costs when relying on human interpreters. The client required a scalable solution to provide instant translation for their agents directly within their existing PBX infrastructure, without the latency and scheduling limitations of human translators.

High costs and limited availability of human interpreters

Limited number of languages agents can speak fluently

Technical complexity of integration with legacy PBX systems

Imperative for low latency to ensure natural conversation flow

Our Solution

AI Real-time Translation Platform

We implemented robust Golang software that transparently integrates with PBX exchanges. The software uses advanced AI models to translate the agent's speech to the caller's language in real-time, ensuring continuity and quality of communication.

PBX Integration

Integration with Asterisk and FreePBX systems via SIP protocol for reliable call routing.

AI Speech-to-Speech Engine

Advanced processor combining speech recognition (STT), neural translation, and speech synthesis (TTS) for natural translation.

Low-Latency Streaming

Golang-based audio streaming architecture with sub-second latency for uninterrupted conversation.

Voice Cloning & Synthesis

High-quality speech synthesis that retains the professional tone of the agent in the target language.

Quality Assurance & Analytics

System for real-time model performance monitoring, with automated recovery mechanisms.

Service model changes

How the translation service was reshaped

AI alone doesn't replace a service — concurrent shifts in availability, language coverage and routing made the new model viable.

Translation delivery model

Before

Human interpreter (scheduled)

After

AI real-time (instant)

Eliminates scheduling and human availability as bottlenecks.

Service availability

Before

8–12 h / day

After

24 / 7

Global clients operate across all time zones.

Language coverage

Before

2–3 languages

After

10+ languages

Scales without linear cost growth per language.

Investment → SavingsNDA

ROI achieved within 12 months

Ratio

≈ 1–2x

annual return

Incremental revenue

≈ 550,000–600,000 €

annual interpreter cost savings

Investment

200,000 – 999,999 €

Payback period

12 months

Method

Cost-of-operation pre/post on live production call volume

Confidence

High — directly measured on live call volume

Savings = direct interpreter operating cost; revenue from new-market expansion not quantified here.

The Outcome

Global Connectivity Without Borders

Implementation of the AI platform enabled access to multilingual support, reducing costs and enabling agents to operate globally.

Translation latency

Before

30–60 min

After

<2 s

-99%instant vs. scheduled

Per-session average

Cost per translation hour

Before

≈ 60–110 €

After

≈ 8–15 €

-85%≈ −50 to −100 € / hour

Direct operating cost

Languages supported

Before

2–3

After

10+

+300%+7–8 languages

In production

Service availability

Before

8–12 h / day

After

24 / 7

+150%+12–16 h / day

Always-on

Tech Stack
Golang
Asterisk PBX
OpenAI Whisper/TTS
WebRTC
SIP Protocol
PostgreSQL
Redis
Docker
The AI translation system has transformed our international operations. Our agents can now speak with customers worldwide in their native language instantly.

Head of IT

Telecom provider

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