Available — consulting & forward-deployed roles

AI systems,
forward deployed.

I'm Soufiane Aazizi, PhD — a Lead AI Engineer who embeds with your team, works the problem on-site, and ships to production. RAG pipelines, multi-agent systems, and LLM evaluation stacks for pharma, banking, audit, retail, and transport.

DEPLOYMENT RECORD — S. AAZIZI● LIVE
CurrentServier · ClinDev — Lead GenAI Engineer
icf.generation1–2 days → <5 min
retrieval.hit_rate@660% → 85%
answer.accuracy70% → 94%
response.time~2 min → ~4 sec
judge.groundingraised to 1.00
StatusShipped ✓
How I work

Embedded, not outsourced

Phase 01 · Embed

Embed

I join your team where the problem lives — with domain experts, real documents, and real constraints. Pharma, banking, and audit taught me: context is the product.

Phase 02 · Build

Build

Architecture, retrieval, agents, evaluation — engineered against measurable targets, not demos. Every claim traceable, every metric tracked.

Phase 03 · Ship

Ship & hand over

Streaming backends, CI/CD, MLOps pipelines, documentation — and a team that can run the system without me.

Selected deployments

Real systems, real metrics

All deployments →
Human feedback — 4 samples

What people say

He is not only a remarkable data scientist but also an asset to any organization. Exceptional technical skills, strong teamwork abilities, and a commitment to delivering outstanding results.
Paul Turner
Product Executive & Technical Director — Wiley
LINKEDIN ✓
He is a great data science leader who always takes initiatives, has great communication and project management skills allowing him to easily drive cross-disciplinary initiatives.
Jean Mahooti
VP Product @ CGM — ex-Accor
LINKEDIN ✓
Un data scientist compétent qui brille par sa fiabilité et son expertise technique. Il a contribué à des projets cruciaux tels que l'amélioration de nos processus KYC et la réduction du taux de churn.
Samir Ait Idir
Head of Data & Data Science — Orange Bank
LINKEDIN ✓
His outstanding personality and unwavering professionalism truly set him apart. He has a unique ability to connect with people and approach challenges with a positive mindset.
Akram Hussain
Global Talent Acquisition Lead — Wiley
LINKEDIN ✓
Tools registry

Technology stack

AI / LLM
GPT-4/5ClaudeLLaMADSPyLangChainLangGraphLlamaIndexCrewAI
ML
PyTorchTensorFlowScikit-learnPySparkLightGBMCatBoostHuggingFace
Search / Vector
WeaviateQdrantOpenSearchVespaAzure AI Search
MLOps / Eval
MLFlowLangFuseLabel StudioSageMakerDVC
Cloud
AWSAzureGCPVertex AIBedrock
Infra
DockerK8sFastAPI
Have a system to build?
Consulting engagements · forward-deployed roles · fractional AI leadership
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