Machine Learning & AI Approach

From Data to Decisions — in Production

We build AI systems that ship, scale, and deliver measurable business impact. Not just models — production-grade intelligence.

MLMachine Learning
AIArtificial Intelligence
AApproach
20+Clients Served
5Core Domains
100%Production Grade
10y+AI Experience
Scroll
Some of Our Customers
Google EL AL NICE Assuta Ashdod Comm-It Ministry of Defense Partner Seegnal Lendlord Walnut SkyPulse Quago Google EL AL NICE Assuta Ashdod Comm-It Ministry of Defense Partner Seegnal Lendlord Walnut SkyPulse Quago
PatenSee Offra Health DQuality Effie / ALUT Ibtikar BaseCamp Innoccu MedX Xelerator SwiftDuct ALUT Akim PatenSee Offra Health DQuality Effie / ALUT Ibtikar BaseCamp Innoccu MedX Xelerator SwiftDuct ALUT Akim
What We Do

End-to-End AI, Built for Production

MLAIA delivers end-to-end machine learning and AI solutions — from research and prototyping to production-grade systems. We partner with enterprises, startups, and research institutions to turn complex data into real business outcomes.

Dr. Yochai Edlitz — Founder & CEO, MLAIA

Dr. Yochai Edlitz

Founder & CEO, MLAIA

Dr. Yochai Edlitz brings 20+ years of R&D leadership across defense intelligence, academic research, and enterprise AI. With a Ph.D. from the Weizmann Institute and experience leading elite IDF technology units, he founded MLAIA to bridge the gap between cutting-edge research and production-ready AI systems.

MLAIA operates across five signal domains — real-time signal processing, medical data & clinical AI, enterprise business intelligence, computer vision, and generative AI. Every engagement is designed from day one for production: models that ship, scale, and deliver measurable results in the field, not just in the lab.

Clients include leading defense contractors, hospital systems, fintech platforms, and global retail analytics firms — united by the need for AI that works under real-world constraints. Every model MLAIA builds goes to production.

Ph.D. — Weizmann Institute of Science
20+ years R&D leadership
IDF Elite Intelligence & Tech Units
Published patents & papers in top-tier journals
Multiple patents in signal processing & ML
Technical Depth

Five Signature Domains

Each domain has its own language and toolchain. We speak all five fluently.

Signal & Audio

Real-Time Signal Processing

Waveforms → intelligent decisions via neural DSP and spectral AI.

FFTNeural Audio Radar AINoise Cancel Edge DSP
Deep dive →
Healthcare AI

Medical Data & Clinical AI

HIPAA-compliant AI for biosignals, imaging and clinical NLP.

ECG / EEGRetinal AI Sleep ApneaHIPAA Survival
Deep dive →
Business Intelligence

Enterprise BI & Analytics

Raw enterprise data → actionable forecasts and decision pipelines.

Sales ForecastChurn KPI DashAnomaly PipelinesAds & Bids
Deep dive →
Computer Vision

Vision AI & Image Intelligence

Detection, segmentation and classification from pixels to production.

Computer Vision scene
Object DetectionSegmentation OCRVideo AI Edge Vision
Deep dive →
GenAI & LLMs

Large Language Models & Agents

Custom LLMs, RAG pipelines and AI agents for real enterprise tasks.

RAGFine-Tuning AgentsOn-Prem LLM Embeddings
Deep dive →

Ready to accelerate with AI?

Get Your Free AI Roadmap →
Proven Results

Proven Results

Real projects. Real impact. Every model goes to production.

Telecom

AI-Powered Sales Pipeline Optimization

Problem

Israel's leading telecom needed to prioritize thousands of daily sales leads across multiple channels.

Solution

Built an ML prioritization model integrating CRM, usage patterns, and behavioral signals.

32% increase in sales conversion rate

Healthcare

Clinical Decision Support System

Problem

A major medical center needed AI-assisted analysis of complex patient data for faster clinical decisions.

Solution

Developed HIPAA-compliant AI models for biosignal analysis and clinical pattern recognition.

50% reduction in analysis time, deployed to production

Signal Processing

Real-Time Noise Cancellation AI

Problem

An audio-tech company needed to establish AI infrastructure for next-generation active noise cancellation.

Solution

Built the AI/ML infrastructure from the ground up: DSP pipelines, neural audio models, and edge deployment.

Full AI infrastructure established, technology integrated into production products

What Clients Say

Trusted by Industry Leaders

"I wanted to take a moment to recognize your exceptional work on managing the 'Sand box' project. Your leadership, strategic thinking, and excellent communication skills were instrumental in successfully executing this project."

GL
Dr. Gil LevyHead of Innovation, Assuta Ashdod Medical Center

"I am truly impressed by the innovative ideas and rapid progress your team has made while collaborating with our great team here at RETISPEC. Your collaboration, fresh insights, scientific rigor, and efficient work methods have significantly contributed to our advancements in such a short time. I am excited to see how our partnership continues to flourish, and I am grateful for the expertise you bring to our projects."

ES
Eliav ShakedCEO, RETISPEC

"I would like to express my sincere gratitude for your valuable contributions to Silentium, specifically in the fields of digital signal processing, audio, machine learning, and data science. Your expertise and vast knowledge have been instrumental in establishing our AI infrastructure. We look forward to continued engagement and collaboration towards promoting our innovative AI technologies."

TF
Tzvika FridmanCTO, Silentium

"I wanted to express my deep appreciation for your contribution to success of our R&D. The ability to contribute great value in short and long-term endeavors, along with your extensive scientific knowledge in general and in particular in machine learning and data science methods are a great contribution to our success. Wishing to continue this fruitful journey."

YA
Yossi AzulaiCEO, APPSCENT Ltd.

"Professionalism builds infrastructure, creativity gives it unique value, and when you add to that a commitment to the value and meaning of Will-I-Am, it boils down to one word - MLAIA! Thank you!"

EB
Efrat Bar-OrCEO, Will-IAm

"It's so hard to find data professionals who truly understand the data in depth, across all its layers. Until we met Yohai, who not only met but exceeded all expectations. From understanding the business problem, through deep analysis involving complex analytics, and all the way to top-level data science, resulting in outstanding models that actually solve real-world problems. All of this was done with excellent and enjoyable communication, creativity, flexibility in thinking, and a true sense of partnership along the way."

RG
Roy GreenVP R&D, Quago

Ready to accelerate with AI?

Get Your Free AI Roadmap →
Let's Build Something

Ready to transform your data?
Let's talk.

Start a Conversation
Insights

From Our Blog

All Posts →
Ready to Start?

Let's Take Your Data
from Insight to Impact

Tell us about your data challenge. MLAIA — Machine Learning & AI Approach — will design the solution.