
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 deploys Qlik for business teams, serving 6 million users.



The data impact
6 M+
users served by the data platform
8
Data & AI solutions deployed for France Travail agents and job seekers
+20
industrialized AI models
+250
pipelines covering the ingestion, transformation, analysis, and AI inference phases

The data impact
6 M+
users served by the data platform
8
Data & AI solutions deployed for France Travail agents and job seekers
+20
industrialized AI models
+250
pipelines covering the ingestion, transformation, analysis, and AI inference phases

The data impact
6 M+
users served by the data platform
8
Data & AI solutions deployed for France Travail agents and job seekers
+20
industrialized AI models
+250
pipelines covering the ingestion, transformation, analysis, and AI inference phases
RESULTS
Three concrete transformations for France Travail

Improving the understanding of job seekers
AI enables France Travail to better understand the needs of job seekers and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promises
Models are in production, monitored, and maintained: Data Science is finally creating real value.
Three concrete transformations for France Travail

Improving job search journeys
Generative AI optimizes job search pathways and supports job seekers more effectively.
RESULTS
Three concrete transformations for France Travail

Improving the understanding of job seekers
AI enables France Travail to better understand the needs of job seekers and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promises
Models are in production, monitored, and maintained: Data Science is finally creating real value.
Three concrete transformations for France Travail

Improving job search journeys
Generative AI optimizes job search pathways and supports job seekers more effectively.
RESULTS
Three concrete transformations for France Travail

Improving the understanding of job seekers
AI enables France Travail to better understand the needs of job seekers and offer more personalized services.
Three concrete transformations for France Travail

From POC to production, AI that delivers on its promises
Models are in production, monitored, and maintained: Data Science is finally creating real value.
Three concrete transformations for France Travail

Improving job search journeys
Generative AI optimizes job search pathways and supports job seekers more effectively.

Context & central challenges
Les enjeux
55,000 agents, 6M users and an AI to industrialize
France Travail, a public operator resulting from the Pôle Emploi merger, manages the employment of millions of French people with 55,000 agents. Faced with the explosion of data volumes, the organization has undertaken a profound data & AI transformation, with models developed internally but never industrialized.

Industrializing AI models, from experimental to sustained production

Making pipelines reliable DataOps, traceability, quality, speed of delivery

Making data accessible to business users without technical expertise

Create a common data culture between IT, data science, and business departments

Context & central challenges
Les enjeux
55,000 agents, 6M users and an AI to industrialize
France Travail, a public operator resulting from the Pôle Emploi merger, manages the employment of millions of French people with 55,000 agents. Faced with the explosion of data volumes, the organization has undertaken a profound data & AI transformation, with models developed internally but never industrialized.

Industrializing AI models, from experimental to sustained production

Making pipelines reliable DataOps, traceability, quality, speed of delivery

Making data accessible to business users without technical expertise

Create a common data culture between IT, data science, and business departments

Context & central challenges
Les enjeux
55,000 agents, 6M users and an AI to industrialize
France Travail, a public operator resulting from the Pôle Emploi merger, manages the employment of millions of French people with 55,000 agents. Faced with the explosion of data volumes, the organization has undertaken a profound data & AI transformation, with models developed internally but never industrialized.

Industrializing AI models, from experimental to sustained production

Making pipelines reliable DataOps, traceability, quality, speed of delivery

Making data accessible to business users without technical expertise

Create a common data culture between IT, data science, and business departments
Our approach
The end-to-end promise - Making AI operational, data reliable, and business teams autonomous.
Three sequential and complementary missions: from the production of AI models to autonomous data access for business lines.

DataOps & AI Feedback
Reliable & documented pipelines
Standardization, automated testing, data quality improvement, as input for AI models.


Qlik Data Viz
Data for businesses
Dashboards designed with the teams, training, and autonomy: no more dependence on the IT department.
Our approach
The end-to-end promise - Making AI operational, data reliable, and business teams autonomous.
Three sequential and complementary missions: from the production of AI models to autonomous data access for business lines.

DataOps & AI Feedback
Reliable & documented pipelines
Standardization, automated testing, data quality improvement, as input for AI models.


Qlik Data Viz
Data for businesses
Dashboards designed with the teams, training, and autonomy: no more dependence on the IT department.
Our approach
The end-to-end promise - Making AI operational, data reliable, and business teams autonomous.
Three sequential and complementary missions: from the production of AI models to autonomous data access for business lines.

DataOps & AI Feedback
Reliable & documented pipelines
Standardization, automated testing, data quality improvement, as input for AI models.


Qlik Data Viz
Data for businesses
Dashboards designed with the teams, training, and autonomy: no more dependence on the IT department.
Our clients
Our clients
They trust us.
They trust us.











Retail & Beauty
Rag & Bone — Data platform optimization and preparation for AI use cases
Data
Data Platform
→

Retail & Beauty
Marc Jacobs — Redesign of the data foundation in the midst of ERP transformation
Data
Data Platform
→

Finance & Banking
FLOA — A Data platform reviewed and brought back to the state of the art
Finance & Banking
Snowflake
→

Maritime transport
CMA CGM | A single OneStream platform to consolidate, budget, and steer
OneStream
Statutory consolidation
→

Car financing
Toyota Financial Services|170,000 customers, 100% automated customer journeys on imagino
CRM
Snowflake
→

International public sector
CEB|ERP transformation on SAP Cloud, at the service of social cohesion
SAP
ERP
→

Retail & Beauty
Rag & Bone — Data platform optimization and preparation for AI use cases
Data
Data Platform
→

Retail & Beauty
Marc Jacobs — Redesign of the data foundation in the midst of ERP transformation
Data
Data Platform
→

Finance & Banking
FLOA — A Data platform reviewed and brought back to the state of the art
Finance & Banking
Snowflake
→

Maritime transport
CMA CGM | A single OneStream platform to consolidate, budget, and steer
OneStream
Statutory consolidation
→

Car financing
Toyota Financial Services|170,000 customers, 100% automated customer journeys on imagino
CRM
Snowflake
→

International public sector
CEB|ERP transformation on SAP Cloud, at the service of social cohesion
SAP
ERP
→

Retail & Beauty
Rag & Bone — Data platform optimization and preparation for AI use cases
Data
Data Platform
→

Retail & Beauty
Marc Jacobs — Redesign of the data foundation in the midst of ERP transformation
Data
Data Platform
→

Finance & Banking
FLOA — A Data platform reviewed and brought back to the state of the art
Finance & Banking
Snowflake
→

Maritime transport
CMA CGM | A single OneStream platform to consolidate, budget, and steer
OneStream
Statutory consolidation
→

Car financing
Toyota Financial Services|170,000 customers, 100% automated customer journeys on imagino
CRM
Snowflake
→

International public sector
CEB|ERP transformation on SAP Cloud, at the service of social cohesion
SAP
ERP
→

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

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

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