
SUCCESS STORY|FRANCE TRAVAIL
France Travail|From raw data to AI in production
KPC industrializes France Travail's AI products, modernizes the DataOps platform and rolls out Qlik for the business teams, serving 6 million users.



The impact in numbers
6M+
people served by the data platform
8
Data & AI solutions deployed for France Travail staff and jobseekers
20+
AI models industrialized
250+
pipelines covering ingestion, transformation, analysis and AI inference

The impact in numbers
6M+
people served by the data platform
8
Data & AI solutions deployed for France Travail staff and jobseekers
20+
AI models industrialized
250+
pipelines covering ingestion, transformation, analysis and AI inference

The impact in numbers
6M+
people served by the data platform
8
Data & AI solutions deployed for France Travail staff and jobseekers
20+
AI models industrialized
250+
pipelines covering ingestion, transformation, analysis and AI inference
RESULTS
Three concrete transformations for France Travail

Better understanding of jobseekers
AI lets France Travail understand jobseekers' needs better and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promise
The models are in production, monitored, maintained: Data Science finally creates real value.
Three concrete transformations for France Travail

Better job-search journeys
Generative AI improves job-search journeys and supports jobseekers more effectively.
RESULTS
Three concrete transformations for France Travail

Better understanding of jobseekers
AI lets France Travail understand jobseekers' needs better and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promise
The models are in production, monitored, maintained: Data Science finally creates real value.
Three concrete transformations for France Travail

Better job-search journeys
Generative AI improves job-search journeys and supports jobseekers more effectively.
RESULTS
Three concrete transformations for France Travail

Better understanding of jobseekers
AI lets France Travail understand jobseekers' needs better and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promise
The models are in production, monitored, maintained: Data Science finally creates real value.
Three concrete transformations for France Travail

Better job-search journeys
Generative AI improves job-search journeys and supports jobseekers more effectively.

Background & core challenges
Moving from experimental data science to AI in operation
55,000 staff, 6M users and AI to industrialize
France Travail, the public operator formed from the Pôle Emploi merger, handles employment for millions of French people with 55,000 staff. Faced with exploding data volumes, the organization began a deep data & AI transformation, with models built in house but never industrialized.

Industrialize the AI models, from experimental to maintained production

Make the pipelines reliable DataOps, traceability, quality, delivery speed

Make data available to business teams with no technical expertise

Build a shared data culture across IT, data science and the business units

Background & core challenges
Moving from experimental data science to AI in operation
55,000 staff, 6M users and AI to industrialize
France Travail, the public operator formed from the Pôle Emploi merger, handles employment for millions of French people with 55,000 staff. Faced with exploding data volumes, the organization began a deep data & AI transformation, with models built in house but never industrialized.

Industrialize the AI models, from experimental to maintained production

Make the pipelines reliable DataOps, traceability, quality, delivery speed

Make data available to business teams with no technical expertise

Build a shared data culture across IT, data science and the business units

Background & core challenges
Moving from experimental data science to AI in operation
55,000 staff, 6M users and AI to industrialize
France Travail, the public operator formed from the Pôle Emploi merger, handles employment for millions of French people with 55,000 staff. Faced with exploding data volumes, the organization began a deep data & AI transformation, with models built in house but never industrialized.

Industrialize the AI models, from experimental to maintained production

Make the pipelines reliable DataOps, traceability, quality, delivery speed

Make data available to business teams with no technical expertise

Build a shared data culture across IT, data science and the business units
Our approach
The end-to-end promise - Make AI operational, data reliable, and business teams independent.
Three sequential, complementary assignments: from putting the AI models into production through to independent data access for the business.

DataOps & AI lessons
Reliable, documented pipelines
Standardization, automated tests, better data quality feeding the AI models.


Qlik Data Viz
Data for the business
Dashboards designed with the teams, training and independence: no more dependency on IT.
Our approach
The end-to-end promise - Make AI operational, data reliable, and business teams independent.
Three sequential, complementary assignments: from putting the AI models into production through to independent data access for the business.

DataOps & AI lessons
Reliable, documented pipelines
Standardization, automated tests, better data quality feeding the AI models.


Qlik Data Viz
Data for the business
Dashboards designed with the teams, training and independence: no more dependency on IT.
Our approach
The end-to-end promise - Make AI operational, data reliable, and business teams independent.
Three sequential, complementary assignments: from putting the AI models into production through to independent data access for the business.

DataOps & AI lessons
Reliable, documented pipelines
Standardization, automated tests, better data quality feeding the AI models.


Qlik Data Viz
Data for the business
Dashboards designed with the teams, training and independence: no more dependency on IT.
Our clients
Our clients
They trust us.
They trust us.











Equipment rental
Professional Equipment Rental Company | Industrialized tender response 100% Snowflake
Gen AI
Snowflake
→

Transport & Logistics
Global shipping company — Data Science: from R&D to industrialization
AI
Data
→

Industry
Aqualung Group — Transforming the data platform
Snowflake
Data Platform
→

Business services
APAVE — Cross-office capacity planning
Pigment
EPM
→

Organic food distribution
Biocoop — Steering the forecasting processes with SAP BPC
SAP
Retail & Distribution
→

Heating, plumbing and renewable energy distribution
Richardson — Opening up access to data by moving to the cloud
Qlik
Snowflake
→

Equipment rental
Professional Equipment Rental Company | Industrialized tender response 100% Snowflake
Gen AI
Snowflake
→

Transport & Logistics
Global shipping company — Data Science: from R&D to industrialization
AI
Data
→

Industry
Aqualung Group — Transforming the data platform
Snowflake
Data Platform
→

Business services
APAVE — Cross-office capacity planning
Pigment
EPM
→

Organic food distribution
Biocoop — Steering the forecasting processes with SAP BPC
SAP
Retail & Distribution
→

Heating, plumbing and renewable energy distribution
Richardson — Opening up access to data by moving to the cloud
Qlik
Snowflake
→

Equipment rental
Professional Equipment Rental Company | Industrialized tender response 100% Snowflake
Gen AI
Snowflake
→

Transport & Logistics
Global shipping company — Data Science: from R&D to industrialization
AI
Data
→

Industry
Aqualung Group — Transforming the data platform
Snowflake
Data Platform
→

Business services
APAVE — Cross-office capacity planning
Pigment
EPM
→

Organic food distribution
Biocoop — Steering the forecasting processes with SAP BPC
SAP
Retail & Distribution
→

Heating, plumbing and renewable energy distribution
Richardson — Opening up access to data by moving to the cloud
Qlik
Snowflake
→

A SIMILAR PROJECT IN MIND?
Our Data & AI teams support public and private organizations in industrializing their AI use cases.

A SIMILAR PROJECT IN MIND?
Our Data & AI teams support public and private organizations in industrializing their AI use cases.

A SIMILAR PROJECT IN MIND?
Our Data & AI teams support public and private organizations in industrializing their AI use cases.