AI Consulting & Development

From audit to AI

We audit your business processes before developing your AI solution. CQFD.

What we do

Analyst-first.
End-to-end.

Concrete deliverables at each stage, built around your actual situation.

AI Audit

Structured review of your processes, data quality, and team maturity before any code is written. We identify where AI creates real value and where it adds unnecessary complexity. You leave with a prioritised action plan tailored to your constraints, delivered by the same team that will build the solution.

Custom AI Solutions

Full-cycle development of LLM agents, ML models, and automated workflows tailored to your context. Each system connects to your existing infrastructure via API. No vendor lock-in: you own the code, the data, and the operational knowledge from day one.

Process Automation

We rebuild your most time-consuming manual processes as intelligent, monitored workflows using n8n, Python, and custom API integrations. Documented, monitored, built with explicit failure handling. Your team recovers capacity for decisions that require genuine expertise.

Our products

Products born
from the field.

Each solution was born from a real need on the ground.

RSS API WEB AI ENGINE filter · score · draft 70% TIME SAVED NEWSLETTER AUTOMATION · DEPLOYED
Deployed
Industry body

Newsletter Automation

AI pipeline monitoring dozens of sources daily, filtering by relevance, and auto-drafting newsletter content for a European industry federation. Source monitoring, entity extraction, relevance scoring, and draft generation run fully automated. The editorial team reviews and approves. Editorial prep time reduced by over 70%.

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CHURN RISK: LOW Q1 Q2 Q3 Q4 Q5 Q6 0 50 100 DONACTION · ML DONOR ANALYTICS
In development
NGO sector

DonAction

ML-powered donor analytics segmenting donors by giving behaviour, forecasting churn risk at the individual level, and surfacing targeted engagement recommendations. No data science team required, GDPR-compliant from the ground up.

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About CQFDev

Analyst mindset.
Developer precision.

CQFDev is an AI consultancy and development studio founded in 2024 in Brussels, Belgium. We combine business analysis with hands-on engineering, and have already delivered production systems for a European industry federation and the NGO sector.

No consultants who hand off to developers. No context lost between strategy and execution. One team takes you from the initial diagnosis to a running system in production.

François Devigne

Founder & AI Developer · Brussels

Business engineer (MBA) and former functional analyst on secure software projects across financial services and the public sector. Before founding CQFDev, François co-founded a Brussels cybersecurity firm, building its analytical infrastructure from the ground up. That background shapes CQFDev's analyst-first methodology directly. Brussels-based, GDPR-compliant by design.

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The approach
01

Audit

Process inventory, data quality assessment, and team readiness evaluation.

02

Identify

We pinpoint where AI can have real impact, and where it cannot.

03

Build

Custom solution, built and deployed into your stack.

04

Iterate

Continuous refinement based on real-world performance.

The expertise
LLM Agents ML Pipelines Process Automation Python GCP n8n GDPR EU Institutions Data Analytics API Integration LLM Agents ML Pipelines Process Automation Python GCP n8n GDPR EU Institutions Data Analytics API Integration
FAQ

Common questions.

The first conversation is never about technology. We spend time understanding your processes before we open a text editor. In practice, this means a structured process inventory: what happens step by step, who touches the data, where decisions are made manually, and what constraints exist in the current system. This approach routinely surfaces constraints that would have derailed a solution built on assumptions: a legacy database format, a team without labelled training data, a compliance requirement that rules out a cloud component entirely.

Brussels-based SMEs, NGOs, European institutions, and industry federations. Organisations with real operational complexity that want AI solutions designed around their actual environment, not generic templates. In practice, this means organisations that have already tried to deploy off-the-shelf tools and hit the ceiling, or that need to justify an AI investment to a board or procurement committee and need a structured diagnostic before committing to a build. If you are at an early stage, the audit is the right first step.

Both. We use proven frameworks like n8n, Python, and GCP, and connect them to what you already have. The decision on whether to build, configure, or integrate is made during the audit phase, based on your actual data, your team's capacity to maintain the system, and the complexity of the target use case. We avoid unnecessary reinvention and never introduce proprietary lock-in: the systems we build are designed to be understandable and maintainable without us after delivery.

All work is covered by NDA and handled GDPR-compliant. By default, your data stays in your environment. Cloud processing is only introduced when explicitly required, and every data flow is documented upfront before any development begins. For EU institutions and regulated sectors, we map every data movement, apply data minimisation at the architecture level, and document the legal basis for each processing activity. We can work entirely within your infrastructure if required: our tooling supports on-premise and private cloud deployments.

A 30-minute call. We listen, ask the right questions, and give you an honest assessment of whether AI is the right solution for your problem. No pitch deck, no sales funnel. If the answer is yes, we outline what an initial AI Audit would cover and what it would cost. If the answer is no, or not yet, we will tell you that directly, along with what would need to change before AI becomes viable. We have no interest in building something that will not deliver.

Get in touch

Let's talk about
your project.

A problem to solve, an idea to explore? Describe it in a few words,we'll get back to you quickly.

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