Data & AI

Data & AI Expertise to Scale

From data preparation to deploying ML models and AI agents in production: we design robust, operational, and sustainable Data & AI architectures to drive your business performance.
We support Finance, Risk, and Compliance functions for companies of all sizes in managing their performance, improving the reliability of their reporting, and transforming their processes.

CONTACT US
DISCOVER OUR EXPERTISE

TRUSTED BY GREAT COMPANIES

Technical expertise as the foundation of our method.

Data, IT, and business departments seek to operationalize their Data & AI use cases in increasingly demanding environments: volumes, performance, governance, compliance.

We design and operate these solutions with engineering rigor and consulting firm discipline.

engineering

End-to-end data engineering

From collection to production: pipelines, quality, modeling, exposure. Proven expertise in Alteryx, Databricks, Snowflake, Power BI.

smart_toy

Generative AI & AI Agents

RAG, specialized agents, business knowledge graphs. An LLM-agnostic and sovereign approach, aligned with your security and compliance requirements.

psychology

Operationalized Machine Learning

ML models designed, trained, evaluated, and deployed according to MLOps standards. Performance, explainability, and monitoring integrated from design.

assured_workload

Regulated Environments

Proven experience in banking, insurance, and public sector contexts — SecNumCloud, GDPR, AI Act, DORA.

Our Data & AI Foundation — 9 Pillars Supporting Your Business

Data

01

Data Quality & Preparation

Data diagnostics, cleansing, automated controls, monitoring. Our AI Data Quality framework leverages proprietary add-ons integrated with Alteryx — anomaly detection, AI-powered standardization, enrichment.Intelligent automation of manual tasks, data reliability through rules and AI, and industrialization of controls with anomaly detection.Intelligent automation of manual tasks, data reliability through rules and AI, and industrialization of controls with anomaly detection.Reduced manual tasks, reliable source data, and streamlined controls. Reduced manual tasks, reliable source data, and streamlined controls. Reduction of manual tasks, reliable source data, industrialization of controls. Reduction of manual tasks, improved reliability of source data, industrialization of controls.

Quality as a prerequisite for any reliable AI.

Artificial Intelligence

02

Generative AI & RAG

Designing RAG (Retrieval-Augmented Generation) architectures integrated with your business repositories. Standard stack: LangChain, FAISS, embeddings, prompt engineering. Always LLM-agnostic — Mistral, OpenAI, Claude, Gemini, or internal models.Credit risk (Basel), market risk, KYC, DORA, sensitive data governance. Augmented by AI.Credit risk (Basel), market risk, KYC, DORA, sensitive data governance. Augmented by AI.Credit risk (Basel), market risk, KYC, DORA, sensitive data governance. Credit risk (Basel), market risk, KYC, DORA, sensitive data governance. Credit risk (Basel), market risk, KYC, DORA, sensitive data governance.

Generative AI, powered by your data.

Data

03

Self-Service Analytics & Enablement

Scaling Self-Service Analytics platforms: Alteryx, Power BI, Tableau, Databricks. Designing Centers of Excellence, certification programs, analytics communities, and change management. A discipline proven at scale for thousands of users.Scalable deployment of Self-Service Analytics platforms: Alteryx, Power BI, Tableau, Databricks. Design of Centers of Excellence, certification programs, analytical communities, and change management. A discipline proven for thousands of users.Scaling Self-Service Analytics platforms: Alteryx, Power BI, Tableau, Databricks. Designing Centers of Excellence, certification programs, analytics communities, and change management. A discipline proven at scale for thousands of users.

‍‍

Donner à vos métiers les moyens de l'autonomie analytique.Empower your teams with analytical autonomy.Empower your teams with analytical autonomy.

Artificial Intelligence

04

AI Applied to Analytics

Power BI Copilot, anomaly detection, key influencers, decomposition trees. Integrating AI capabilities into your existing dashboards and analytical processes, without disruption to your teams.

Augmented analytics, for business users.

Data

05

Data Science & Machine Learning

Predictive modeling, segmentation, scoring, churn, fraud. Operationalization, with execution times up to 27 seconds on millions of rows. Rigorous evaluation — metrics, bias, drift.A 360-degree view of performance, integrating Finance and Operations, predictive analytics and ML models to anticipate rather than merely observe.A 360-degree view of performance, integrating Finance and Operations, predictive analytics and ML models to anticipate rather than merely observe.360-degree performance view, Finance/Operations integration, predictive analytics. 360-degree performance view, Finance/Operations integration, predictive analytics. 360-degree performance vision, Finance/Operations cross-analysis, predictive analytics. 360-degree performance vision, Finance/Operations integration, predictive analytics.

From PoC to production.

Artificial Intelligence

06

Responsible AI & MLOps

Industrialization, monitoring, model governance, AI Act, explainability, bias management. From PoC to production, and from production to controlled evolution.

AI that scales, without losing control.

Data

07

Data Governance

Data catalogs, lineage, metadata management, GDPR and AI Act compliance. Implementing operational governance frameworks, not just documented ones.Secure, ensure the reliability of, and accelerate the production of your regulatory reports: Basel, Solvency, Resolution, Credit. Secure, ensure the reliability of, and accelerate the production of your regulatory reports: Basel, Solvency, Resolution, Credit. Secure, ensure the reliability of, and accelerate the production of your regulatory reports: Basel, Solvency, Resolution, Credit. Secure, streamline, and accelerate the production of your regulatory reports: Basel, Solvency, resolution, credit. Secure, make reliable, and accelerate the production of your regulatory reports: Basel, Solvency, resolution, credit.

Regulatory compliance and operational confidence.

Artificial Intelligence

08

AI Agents & Professional Assistants

Orchestration of specialized agents (SQL, computation, analysis, document retrieval) based on business knowledge graphs. Control loops, reasoning traceability, step-by-step validation.CSRD compliance, ensuring ESG data reliability, streamlining indicator processes. CSRD compliance, ensuring ESG data reliability, streamlining indicator processes. CSRD compliance, ensuring ESG data reliability, streamlining indicator processes. CSRD compliance, ESG data reliability, indicator industrialization. CSRD compliance, ESG data reliability, streamlining indicator processes.

AI that acts, under expert supervision.

Data

09

Data Engineering & Architectures

Design and engineering of data pipelines: ETL/ELT, orchestration, lakehouses, real-time integration. We work with both modern stacks (Databricks, Snowflake, dbt) and our clients' existing environments.Dashboards, cost and headcount analysis, allocation models, liquidity management. Dashboards, cost and headcount analysis, allocation models, liquidity management. Dashboards, cost and headcount analysis, allocation models, liquidity management. Dashboards, cost and headcount analysis, allocation models, liquidity management. Dashboards, cost and headcount analysis, allocation models, liquidity management. Dashboards, cost and headcount analysis, allocation models, liquidity management.

‍‍‍‍‍‍‍

Reliable, scalable, and maintainable architectures.Provide management with the right metrics at the right time.Provide management with the right metrics at the right time.Provide management with the right metrics at the right time.Provide management with the right metrics at the right time.Provide management with the right indicators at the right time.Provide management with the right indicators at the right time.

Prime AI — AI for Financial Decision-Making and ControllingAI applied to Finance

Prime AI is Prime Analytics' strategic initiative to design artificial intelligence solutions for finance teams. This approach combines intelligent agents, business knowledge graphs, and natural language technologies, all while adhering to the security, compliance, and quality standards of the banking and insurance sectors.No AI for AI's sake. We deploy the right building blocks — Machine Learning, generative AI, anomaly detection, copilots — only when they create measurable value for your Finance, Risk, and Compliance teams.

model_training

Business Knowledge Graph

A semantic structure that anchors AI within the context of your data and repositories.Segmentation, scoring, churn prediction. Industrialization with execution in as little as 27 seconds on millions of lines, in regulated environments.

device_hub

Orchestrated Intelligent Agents

Specialized agents (SQL, calculation, analysis, document research) coordinated by an orchestrator, with full traceability of reasoning.Assistance with drafting methodological notes, automatic summarization of regulatory texts (Basel, CSRD, DORA), acceleration of reviews and committees.

troubleshoot

LLM-agnostic & Sovereign

Mistral, OpenAI, Claude, Gemini, or internal models. No data transmitted externally without control.Identification of accounting discrepancies, atypical client fees, inconsistencies between reports — going beyond deterministic rules to enhance reliability without adding complexity.

SIGN UP
account_balance

Integrated Financial Expertise

A multidisciplinary team: data engineering, AI, financial consulting, software development. Security, compliance, and quality standards from the banking and insurance sectors.

30 minutes with our Data & AI experts.30 minutes with our Finance experts.30 minutes with our experts. Finance.30 minutes with our experts. Finance.30 minutes with our experts. Finance.30 minutes with our experts. Finance.

A free, direct discussion about your Data & AI challenges. We'll understand your context, share our insights, and identify the first steps to take.A free and direct discussion about your Finance, Risk, or Compliance challenges. We'll understand your context, share our insights, and identify the initial steps to take.A free and direct discussion about your Finance, Risk, or Compliance challenges. We'll understand your context, share our insights, and identify the initial steps to take.A free and direct discussion about your Finance, Risk, or Compliance challenges. We'll understand your context, share our insights, and identify the initial steps to take.A free, direct discussion about your Finance, Risk, or Compliance challenges. To understand your context, share our insights, and identify initial levers for action.A free and direct discussion about your Finance, Risk, or Compliance challenges. To understand your context, share our insights, and identify the first levers to activate.

BOOK AN APPOINTMENT

AI Data Quality for Alteryx — AI-augmented Data Quality add-ons

view_carousel

Plug&Play

Native integration into Alteryx Designer & Server. No installation, no extra cost, ready to use.

patternur

Sovereignty

No data sent externally.
All processing takes place within your own environment and with your LLM.

monitor_weight_gain

AI-agnostic

Compatible with the LLMs of your choice: Mistral, OpenAI, Claude, Gemini, or internal models. You remain in control.

REGISTRATION
view_timeline

Support

Need to go further? Our consultants support you end-to-end – Research, training, use cases, deployment, industrialization.

Success storySuccess storySuccess storySuccess storySuccess StorySuccess StorySuccess Story

Use Case – Basel IV Simulator
Use Case – AnaCredit Reporting
Use Case – AnaCredit Reporting
Use Case – AnaCredit Reporting
Data Quality Use Case – AnaCredit Reporting
Data Quality Use Case – AnaCredit Reporting
Data Quality Use Case – AnaCredit Reporting
Data Quality Use Case – AnaCredit Reporting

Major French banking groupMajor French bankMajor French bankMajor French bankMajor French BankMajor French BankMajor French Bank

To anticipate the impact of Basel IV on its capital, a major French banking group needed a powerful, configurable calculation engine compatible with its existing IT system. The challenges: simulating entire portfolios in minutes, delivering multi-format impact reports, and ensuring regulatory auditability.A major French bank was required to produce its AnaCredit regulatory reports within strict deadlines for multiple entities. The teams were facing a massive volume of heterogeneous and often inconsistent data, which slowed down reporting production and increased the risk of error.A major French bank was required to produce its AnaCredit regulatory reports within strict deadlines for multiple entities. The teams were facing a massive volume of heterogeneous and often inconsistent data, which slowed down reporting production and increased the risk of error.A major French bank was required to produce its AnaCredit regulatory reports within strict deadlines for multiple entities. The teams were facing a massive volume of heterogeneous and often inconsistent data, which slowed down reporting production and increased the risk of error.A major French bank had to produce its AnaCredit regulatory reports within strict deadlines for several entities. The teams were facing a massive volume of heterogeneous and often inconsistent data, which slowed down report production and increased the risk of errors.A major French bank had to produce its AnaCredit regulatory reports within strict deadlines for several entities. The teams were facing a massive volume of heterogeneous and often inconsistent data, which slowed down report production and increased the risk of errors.A major French bank needed to produce its AnaCredit regulatory reports within strict deadlines for multiple entities. The teams were dealing with a massive volume of heterogeneous and often inconsistent data, which slowed down report production and increased the risk of errors.

Prime Analytics designed and deployed a white-box simulation engine, seamlessly integrated into the client's environment. Performance: 1 million lines processed in 10 minutes. Multi-format reporting (Excel, JSON, XML, Power BI, Tableau). Interactive dashboards to visualize impacts by geography and sector.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, integrating quality controls, automatic corrections, as well as data enrichment, consistency, integrity, and plausibility mechanisms.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, integrating quality controls, automatic corrections, as well as data enrichment, consistency, integrity, and plausibility mechanisms.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, integrating quality controls, automated corrections, as well as mechanisms for data enrichment, consistency, integrity, and plausibility.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, integrating quality controls, automatic corrections, as well as data enrichment, consistency, integrity, and plausibility mechanisms.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, integrating quality controls, automatic corrections, as well as data enrichment, consistency, integrity, and plausibility mechanisms.In just 10 weeks, Prime Analytics deployed a robust Alteryx-based solution, incorporating quality controls, automatic corrections, and mechanisms for data enrichment, consistency, integrity, and plausibility.

120

Bn€

of simulated capital impact

1

million

lines processed in 10 minutes

5

reporting formats

100

%

auditable & traceable

SIGN UP

Our Case Studies — Data & AIOur Case Studies — Finance, Risk, ComplianceOur Case Studies — Finance, Risk, ComplianceOur Case Studies — Finance, Risk, ComplianceOur Client Cases — Finance, Risk, ComplianceOur Client Cases — Finance, Risk, ComplianceOur Client Cases — Finance, Risk, Compliance

Data Engineering
Building a Customer Churn Analysis for Data Protection Software Company

17.5%17.5%17.5%

Reduction in logistics costs

$20M+$20M+$20M+

In new revenue opportunities

LEARN MORE
Data & AI
Building a Customer Churn Analysis for Data Protection Software Company

17.5%17.5%17.5%

Reduction in logistics costs

$20M+$20M+$20M+

In new revenue opportunities

LEARN MORE
Overview
Building a Customer Churn Analysis for Data Protection Software Company

17.5%

Reduction in logistics costs

$20M+

In new revenue opportunities

LEARN MORE
Data Quality
Streamlining AnaCredit reporting with Alteryx

−87 %

effort vs initial budget

22 M+

validated data points

READ THE USE CASE
Machine Learning
UIB (Société Générale Group) is building its Smart Data Hub with Prime Analytics and Alteryx

12+

Industrialized Data & AI use cases in 2 years

900K

Clients covered by the Smart Data Hub

LIRE LE CAS D'USAGE
Machine Learning
Exclusive Networks automates its sales forecasts with Prime Analytics

300+

automated forecasts via Alteryx Server

<± 3 %

Average deviation between forecasts and actual sales

READ THE USE CASE
Self-Service Analytics
Deploying Alteryx to 700+ Finance users

700+

licenses deployed

5 years

of roadmap

READ THE USE CASE
Data Quality
Thoroughly auditing 900,000 customer expense files

900 K

files audited

+11 M€

of risk mitigated

READ THE USE CASE
Self-Service Analytics
Democratizing Self-Service Analytics in a Large Bank

40 %

faster

100 %

compliance

READ THE CASE STUDY
Prudential Reporting
Streamlining Loan Tape Reporting to Meet ECB Deadlines

7 days → 48 hours

production time

240

consolidated metrics

READ THE USE CASE
Regulatory Reporting
Automate FINREP/COREP inter-reporting controls

350

automated controls

−99 %

in production time

READ THE USE CASE
Machine Learning
Operationalize customer insights with Machine Learning

-99.7%

processing time

27 sec

ML execution

READ THE USE CASE
Credit Risk
Simulating Basel IV impact on €120bn in capital

€120bn

of impacted capital

1M

lines processed in 10 min

READ THE USE CASE
Previous
Next

Consulting - Managed Services - Training.
Three engagement models for our services, one consistent standard.Consulting - Management - Training. Three ways to engage our services, one consistent standard.Consulting - Management - Training. Three ways to engage our services, one consistent standard.Consulting - Staffing - Training.
Three ways to engage with our services, one standard of excellence.Consulting - Staffing - Training.
Three ways to engage with our services, one standard of excellence.Consulting - Managed Services - Training. Three engagement models for our services, one consistent standard.

Consulting

Data assessment, use case scoping, architecture selection, business case, and strategic roadmap. Our engagements cover the entire lifecycle, from brief assessments to multi-year strategic roadmaps. Big 4 standards, without the overhead. Strategic audit, program scoping, business case, master plan, due diligence: our engagements cover the entire transformation cycle, from short-term diagnostics to multi-year roadmaps.Strategic audit, program scoping, business case, master plan, due diligence: our engagements cover the entire transformation cycle, from short-term diagnostics to multi-year roadmaps.Strategic audit, program scoping, business case, master plan, due diligence: our assignments cover the entire transformation cycle, from short-term diagnostics to multi-year roadmaps.Strategic audit, program scoping, business case, master plan, due diligence: our assignments cover the entire transformation cycle, from short-term diagnostics to multi-year roadmaps.Strategic audit, program scoping, business case, strategic roadmap, due diligence: our assignments cover the entire transformation cycle, from short-term diagnostics to multi-year trajectories.

Every deliverable can be presented and justified to the executive committee and is usable by your Data and IT teams.

LEARN MORE

Staff Augmentation

Individual placement or dedicated team, on-site or hybrid, for key strategic projects: regulatory reporting, modeling, BI, data engineering, financial controlling.

We prioritize recruitment quality over quantity. Our consultants are carefully selected, internally trained, and supported throughout their assignment by a Prime Analytics manager.Individual placements or dedicated teams, on-site or hybrid, for key projects such as: regulatory reporting, modeling, BI, data engineering, and management control.

Our priority is the quality of our recruitment, not the volume. We provide carefully selected consultants, internally trained and supported throughout their assignments by a Prime Analytics manager.Individual placements or dedicated teams, on-site or hybrid, for key projects such as: regulatory reporting, modeling, BI, data engineering, and management control.

Our priority is the quality of our recruitment, not the volume. We provide carefully selected consultants, internally trained and supported throughout their assignments by a Prime Analytics manager.Individual consultants or dedicated teams, on-site or hybrid, for key projects: regulatory reporting, modeling, BI, data engineering, management control.

Our focus is on recruitment quality rather than volume. Selected consultants, internally trained, and supported throughout the assignment by a Prime Analytics manager.Individual consultants or dedicated teams, on-site or hybrid, for key projects: regulatory reporting, modeling, BI, data engineering, management control.

Our focus is on recruitment quality rather than volume. Selected consultants, internally trained, and supported throughout the assignment by a Prime Analytics manager.Individual staffing or dedicated teams, on-site or hybrid, for strategic projects: regulatory reporting, modeling, BI, data engineering, management control.

Our priority is recruitment quality over quantity. Our consultants are carefully selected, internally trained, and supported throughout their assignments by a Prime Analytics manager.

‍‍‍‍‍‍

SEE OUR USE CASES

Training

Our catalog covers Data Science, Generative AI, Agentic AI, MLOps, Alteryx, Power BI, and Databricks. We offer in-house or public sessions, available on-site or remotely.In-house training sessions, thematic masterclasses, certification programs: we offer a format for every upskilling need. The Finance Credit Program embodies our unique teaching approach.

All our training courses are led by practitioner consultants — the very same experts who work on client assignments. They share their practical expertise, not just theory.In-company training sessions, thematic masterclasses, certification programs: a format for every upskilling need. The Finance Credit Program embodies our pedagogical approach.

All our training courses are led by practitioner consultants — the very same individuals who work on client assignments. They share their expertise, not just theory.In-company training sessions, thematic masterclasses, certification programs: a format for every upskilling need. The Finance Credit Program embodies our pedagogical approach.

All our training courses are led by practitioner consultants — the very same individuals who work on client assignments. They share their expertise, not just theory.In-company sessions, thematic masterclasses, certification programs: a format for every upskilling need. The Finance Credit Program embodies our distinctive teaching approach.

All our training sessions are led by practitioner consultants — the very same ones who work on client assignments. They share their practical expertise, not just theory.

A hands-on approach: exercises using your real datasets, ensuring you leave with immediately applicable methods.

SEE OUR USE CASES

Training

In-company sessions, thematic masterclasses, certification programs: a format for every upskilling need. The Finance Credit Pathway embodies our educational approach.

All our training courses are led by practicing consultants — the very same ones who work on client assignments. They share their practical expertise, not just theory.

VIEW OUR USE CASES

Data Engineers, Data Scientists, AI experts: technical profiles, deeply integrated into your business.

Our consultants combine strong technical mastery — Python, SQL, Spark, Databricks, LangChain, MLOps — with solid industry knowledge in banking, insurance, and the public sector. They can design data architectures, train ML models, deploy AI agents, and explain their choices to a steering committee.

100% of our consultants are trained in Power BI, Alteryx, and other standard data tools, and all AI profiles hold the required certifications for LLM and MLOps stacks. All are also SecNumCloud certified to operate in the most sensitive environments.

BOOK AN APPOINTMENT WITH OUR EXPERTS
event

Focus - In-house Training

Data Quality & AI — Ensuring Data Reliability and ValuePower BI & AI for Management Control

Reliable data is essential for relevant analyses, credible reporting, and high-performing AI projects. This training outlines a comprehensive Data Quality approach, combining methodology, analytical tools, and the practical benefits of generative AI — to ensure the reliability, automation, and value enhancement of data used daily.

Target audience: Data analysts, BI analysts, Finance, Risk, Compliance, and Management Control teams, project managers, and IT teams involved in data, reporting, or analytics pipelines.

Format: 1 day, in-person or remote, in-house. Qualiopi Certification.

terminal

Master a complete Data Quality methodology augmented by AI: profiling, cleaning, standardization, validation, enrichment.

share

Harness generative AI as a quality accelerator — for interpretation, rule suggestion, correction, and automated documentation.

panorama_horizontal

Discover and master key Data Quality & AI tools using an agnostic approach: Alteryx, Power BI, ChatGPT, Claude, Gemini, AI APIs.

REGISTRATION
waves

Work on realistic Finance datasets to leave with directly applicable methods.

DATA PARTNER

Why choose Prime Analytics?

Prime Analytics is a trusted partner that designs, industrializes, and operates your Data & AI solutions — from data pipeline to production AI agent. Our consultants combine engineering rigor, business acumen, and consulting firm discipline to deliver high-performing, governed, and sustainable solutions.Prime Analytics is a trusted partner that transforms your data into a strategic advantage through data engineering, Machine Learning, and generative AI — always focused on your Finance, Risk, and Compliance challenges. We design intelligent and scalable solutions, tailored to the most complex challenges faced by Finance functions in banking and insurance.Prime Analytics is a trusted partner, committed to working alongside its clients to transform their data into a true strategic asset. Thanks to cutting-edge expertise and the most advanced technologies, we design intelligent and scalable solutions, adapted to the most complex challenges.

Trusted Partner for Financial Institutions

Dual-skilled expert consultants

Continuous Training with Prime Academy

Certifications and Recognized Expertise

Rapid Integration and Cultural Fit

Zero-Error Guarantee

To go further

Services
Data & AI

Data Quality: Discover our AI tools for Alteryx

Use Cases
Data & AI

Exclusive Networks Automates Sales Forecasting with Prime Analytics

Services
Training

Prime Elevate: On-demand Data, AI, and Finance training for your teams

SEND MESSAGE
Thanks! We have received your message.
We will get back to you as soon as possible.
An error occurred while submitting the form.
Please try again or contact us at contact@primeanalytics.fr.