Case Study

2 Min Read

Global Multilingual Dataset for Conversational AI

Global Multilingual Dataset for Conversational AI

WRITTEN BY

WRITTEN BY

Anup Goel

Anup Goel

Senior Consultant

Senior Consultant

SERVICES OFFERED

SERVICES OFFERED

[001]

[001]

Data Authentication & Curation

Data Authentication & Curation

[002]

[002]

Data Collection

Data Collection

[003]

[003]

Data Annotation & Labelling

Data Annotation & Labelling

[004]

[004]

Data Modeling

Data Modeling

About the Company

About the Company

A leading conversational AI startup based in Germany, building next-gen multilingual voice assistants for consumer electronics and automotive interfaces.

Challenge

Challenge

The client needed a high-quality, diverse multilingual dataset for model training—covering over 10 languages and varied demographic segments.

  • Lack of real-world, natural speech samples

  • Data inconsistencies across regions

  • Limited in-house bandwidth to handle annotation and quality control

Solution

Solution

Savvy Strat delivered an end-to-end data solution, globally executed and tightly managed:

  • Collected over 500 hours of conversational audio from 10+ countries, using real-life scenarios and diverse speaker profiles

  • Designed a robust QA framework to validate audio authenticity, demographic diversity, and transcription accuracy

  • Managed a multi-layered annotation process for speaker diarization, sentiment tagging, and intent classification

  • Modeled and structured the dataset for immediate deployment in the client’s LLM pipeline


Impact

Impact

  • Model accuracy improved by 27% due to higher-quality training data

  • Reduced time-to-market by 6 weeks

  • Enabled expansion into 4 new language markets

  • Client used the dataset to demo a successful product update at CES 2024

Testimonial

Testimonial

"Savvy Strat delivered not just data, but clarity, confidence, and global execution. Their team understands scale and nuance like no one else."

— Head of AI Research, Conversational AI Startup, Germany

Let’s discuss your next

>>

project

Let’s discuss your next

>>

project

Let’s discuss your next

>>

project

//Email us anytime_

savvystrat@gmail.com

//LOCATED IN INDIA & USA, WORKING GLOBALLY_

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©2018 SAVVY STRAT

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//Email us anytime_

savvystrat@gmail.com

SOCIALS

LINKEDIN

INSTAGRAM

YOUTUBE

TWITTER

[SAVVY STRAT]

©2018 SAVVY STRAT

PRIVACY

IS OUR PRIORITY

BUILT BY

PIXELFLO

//Email us anytime_

savvystrat@gmail.com

SOCIALS

LINKEDIN

INSTAGRAM

YOUTUBE

TWITTER

[SAVVY STRAT]

©2018 SAVVY STRAT

PRIVACY

IS OUR PRIORITY

BUILT BY

PIXELFLO

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