Data & AI for complex problems

Turning complexity
into operational systems.

Quantiris Labs explores. Quantiris industrialises. From the uncharted problem to the system that holds in real-world conditions — under one roof.

Reference stack

AWS·Palantir Foundry·Python·PyTorch·TensorFlow·SAP Signavio·Databricks
2 poles
Labs · Production
PoC → Prod
Industrialisation mastered
100%
Real-world conditions
4 capabilities
Data · AI · Auto · Cloud
01/ORGANISATION

An organisation built
for complexity.

Two complementary poles, a single team. Exploration de-risks technical choices before any industrial commitment.

Exploration pole

Quantiris Labs

Exploration and innovation unit, mobilised when the problem is new, complex or unresolved. We design, test and validate solutions before they scale to production.

  • Applied R&D, deployment-oriented
  • Fast proof of concepts, validated against reality
  • Hybrid approaches: models + business rules
Industrial pole

Quantiris

Industrial delivery pole. We design, develop and deploy solutions into production — so they hold in real-world conditions, over time.

  • Robust pipelines, continuous supervision
  • Bespoke business algorithms, maintainable
  • Integration into existing environments
02/APPROACH

A simple logic,
executed with rigour.

We start from the business problem, before any technological choice. Our commitment: if it works in a demo, it must work in production.

/ 01

Understand

Precisely the real problem, its causes, its impacts. Business side before tech side.

/ 02

Design

A solution tailored to the context, not a generic model. Custom-fit to the very end.

/ 03

Validate

The solution in real-world conditions. No claimed demo-time performance — measured results.

/ 04

Deploy

An operable, measurable, maintainable system. Through to running it, not just delivering it.

03/CASE STUDIES

Systems that hold,
in real-world conditions.

A few representative missions — picked to show the range of contexts we handle: critical data, real-time scoring, document vision, Human-in-the-Loop automation.

Data QualityPalantir Foundry

Data quality control program on an industrial platform

Context — Critical data from heterogeneous systems, used in sensitive operational processes, with high reliability and auditability requirements.

Intervention — Industrialised data pipelines, automation of business rules, continuous supervision of quality indicators.

From spot checks to a continuous data-quality steering
ML200kE-commerce

Real-time risk scoring and decision-support engine

Context — Cash-on-delivery e-commerce, high logistics costs in case of refusal or no-pickup. Static rules unfit to reality.

Intervention — Predictive scoring blending behavioural, technical and geographical signals. Cost-aware decisioning, deployed in real time.

Reduced logistics losses · adaptable engine
VisionOCR

Automated industrial document archiving

Context — Critical environment, large volume of technical documents, regulatory constraints on traceability and compliance.

Intervention — Document analysis, extraction via specialised OCR + business rules, automated consistency checks, pipeline industrialisation.

Sustainable automation · reduced operational risks
Human-in-the-Loop−70 %

Smart automation of training workflows

Context — Content → survey → feedback loop partly manual, low usability of returns, hard to steer.

Intervention — Automated orchestration of the loop, dynamic generation of questionnaires, integrated human validation, executive dashboards.

70% reduction in manual time · better engagement

+ agricultural geospatial · intelligent safety stock · conversational data inventory

04/CAPABILITIES

Four capabilities,
one engineering chain.

From raw data to deployed system. Our four foundational capabilities engage independently or as a chain — based on the complexity of the problem, not on the client's maturity.

/ 01

Pipelines & Data Quality

Robust data pipelines, automated consistency and quality checks, continuous supervision. Foundations that hold at scale.

/ 02

AI & Business Models

Custom predictive algorithms, NLP, generative AI, agentic approaches — when these technologies deliver measurable operational value.

/ 03

Vision & Documents

Document analysis, specialised OCR, computer vision on unstructured data. For critical environments and regulatory requirements.

/ 04

Automation & Workflows

High-value processes automated, RPA, Human-in-the-Loop, workflow orchestration integrated with your existing systems.

05/PACKAGES

Five turnkey missions,
scoped on outcomes.

From structuring diagnostics to full industrialisation, including the PoC that unlocks the budget. Each mission has a clear scope, an announced duration and a measurable deliverable.

Flagship package
8 to 14 weeks

AI from zero to hero

From the business problem to the AI system in production.

A complete industrialisation path: audit, design, validation and deployment of a working AI solution. For organisations ready to move from PoC to a system that holds.

Audit, diagnosis and target architecture
Model validated under real conditions
Deployed solution + team training
Post-deployment support
Talk about this package
Audit
3 to 5 weeks

Digital & Automation Audit

The structuring diagnosis that sets the foundations.

Mapping of your processes, identification of high-ROI use cases, and prioritised recommendations (AI / algo / RPA) before any deployment.

  • SAP Signavio process mapping
  • ROI quantification per use case
  • Prioritised AI / algo / RPA recommendations
Learn more
Mission
2 to 4 weeks

Proof of Concept, record time

Win over the C-suite, unlock the budget.

Demonstrating the feasibility of an AI or data project in a matter of weeks. To unlock a budget gated by internal or board validation.

  • Working PoC on a real case
  • Quantified result measurement
  • Board-ready narrative
Learn more
Mission
4 to 6 weeks

AI Strategy for C-suite & investors

An AI roadmap that reassures your board.

Maturity diagnosis, vision, quantified roadmap. For companies that must show their AI trajectory to a C-suite or to investors.

  • AI maturity diagnosis
  • Roadmap and quantified priorities
  • Board-ready presentation
Learn more
Mission
1 to 3 days per module

AI & Data Training

Upskill managers and operators alike.

Two distinct tracks. For the managers who have to decide, and for the operators who have to use. Tailored to your context.

  • Manager track: data, AI, use cases
  • Operator track: ChatGPT, automation
  • Sessions adapted to your industry
Learn more
06/STACK

A modern stack,
at your service.

We work with the best tools on the market — open source and proprietary — to deliver performant, scalable and maintainable solutions.

Cloud
AWS
Data Platform
Palantir Foundry
Lakehouse
Databricks
Language
Python
ML / DL
PyTorch · TensorFlow
Process
SAP Signavio
07/VISION
« We step in when pure consulting, generic integration or off-the-shelf solutions reach their limits. Our standard: it must work in production. »
The Quantiris team

Ready to start?

A 30-minute conversation, free, no strings attached. Time enough to understand your context and outline a concrete roadmap.

Email
contact@quantiris.com
Phone
+33 (0)4 84 89 66 20
Head office
132 Boulevard Michelet, 13008 Marseille