Architecture & integration
Clarify the foundation, flows and dependencies without weakening operations.
Expert AI & systems integration consultant
AI and systems integration, led by 25+ years of engineering
Architecture, business automation and systems integration, from scoping to operations.
Based in France, working remotely across Europe, ANZ and the Pacific.
25+ years
of systems engineering
Remote
France, Europe, ANZ, Pacific
POC → production
industrialisation and operations
No disruption
built around your existing tools
Intervention
Four levers to turn a vague AI idea into an operable system
Business automation
Target repetitive work and validation loops that slow teams down.
Grounded AI
Connect assistants to internal sources with traceability and human control.
Technical direction
Drive decisions and execution with one senior technical counterpart.
Expected outcomes
Readable gains before discussing technology
+75%
time saved on repetitive processing
+200%
more workload absorbed without expanding the team
+80%
less manual re-entry
+35%
faster validation cycles
+60%
fewer tickets through clarification and automation
<24h
to get a first usable proof point
Method
A short, measurable and reversible trajectory
Scoping
Identify objectives, risks, data, dependencies and success criteria.
POC
Validate a verifiable scope quickly without disturbing production.
Industrialisation
Stabilise flows, roles, controls, traces and systems integration.
Operations
Measure, correct, document and hand over an operable setup.
Product
gentleRAG: connect AI to your internal knowledge
One year of R&D delivered a solid foundation: index your documents, supervise processing and answer with citations — sourced, verifiable and controlled.
View gentleRAG →CONTROL
Control cockpit
Track folders, processing, exclusions, errors and progress indicators.
INGESTION
Indexing pipeline
Extraction, OCR, chunking, embeddings and reference synchronisation.
SEARCH
Sourced search
Search and restitution with citations, freshness and controlled scope.
About
One senior counterpart, 25 years of delivery
I support business and IT leaders on AI, automation and systems integration. From national accounts to SMEs, with the agility of one dedicated senior counterpart.
25+ years
of systems engineering & delivery
30
engineers managed
+€4M
revenue managed per year
100+
M365 / Azure migrations
BACKGROUND — FROM NATIONAL ACCOUNTS TO SMEs
- 1997–1999 L’Oréal · AP-HP · Jussieu
- 2001–2014 Bouygues Telecom Entreprises
- 2002–2006 Hilti · MNEF · French Customs
- 2013–2014 TF1 · Mazars · OPPBTP · École Polytechnique
- 2015–2025 Groupe ABI · Optimium NC
- 2025–2026 gentleStacks
Sectors
Contexts where integration matters as much as the idea
- B2B services
- Public institutions
- Telecoms
- Healthcare
- Industry
- Education
- Finance & insurance
- Multi-site organisations
Articles
Two reads to frame AI and automation properly
Next step
Do you have an AI, automation or systems modernisation topic?
The useful next step: frame objectives, data, risks and expected gains.