Machine Learning & AI Approach

Deep science.
Real-world AI.

Audio, medical data, business prediction and AI automation. We combine scientific depth with hands-on engineering—from cloud systems to models running on devices.

MLMachine Learning
AIArtificial Intelligence
AApproach
20+Clients Served
4Specialist Practices
Ph.D.Scientific leadership
10y+AI Experience
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Experience the expertise

Explore. Adjust. Understand.

Hands-on demonstrations using synthetic data and signals.

Prediction & decision-making600 synthetic test customers

Every threshold is a tradeoff.

Move the threshold. See false alarms and missed churn change.

Confusion matrix · positive = churn
Predicted stayPredicted churn
Actually stayedCorrect stayFalse alarms
Actually churnedMissed churnChurn detected
Precision
Recall
Flagged for review

The model stays fixed. The threshold changes its classifications.

Try a prediction & what-if →
Audio & acousticsListen. Adjust. Discover.

Play with sound.

Explore how sound is shaped, captured and interpreted. Change a signal, focus a listening direction and hear the difference.

  • Classical signal processingUnderstand and transform the signal.
  • Spatial listeningExplore how direction changes what a system hears.
  • Semantic hearingIdentify the sounds that matter for an application.

The current lab demonstrates signal-processing principles with synthetic sound.

Play with sound →Explore semantic hearing & audio AI →
From prediction to causal reasoning: explore the Ladder of Causation →
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
Four specialist practices

Deep expertise. Applied to your world.

Choose your challenge. Work with one connected team of scientists and engineers.

MLAIA / 01

Audio & Acoustics

Acoustics, classical signal processing and machine learning. From calibrated measurements to reliable algorithms on real devices.

  • Acoustics, DSP & vibration sensing
  • Speech & audio models
  • Real-time & edge deployment
Explore the practice →
MLAIA / 02

Medical AI

Clinical data, images and biosignals. Scientific rigor from research question to evaluation and integration.

  • Clinical data & imaging
  • Model validation & bias
  • Hospital data infrastructure
Explore the practice →
MLAIA / 03

Prediction & Causal Analysis

Forecast bookings, revenue, churn and inventory. Evaluate the impact of actions through causal analysis.

  • Revenue & bookings
  • Churn & customer behavior
  • Demand & warehouse planning
Explore the practice →
MLAIA / 04

AI Agents & Automation

Connect business knowledge, conversations and systems. Assistants and workflows built around real tasks.

  • Chatbots, RAG & enterprise search
  • Multimodal LLMs & fine-tuning
  • Workflow automation & integrations
Explore the practice →

Edge & embedded AI

Intelligence on the device.

Our project experience includes running machine-learning and deep-learning models on Android, iOS and dedicated controllers—including applications involving drones and earphones.

Explore edge & physical AI →
Android & iOSDedicated controllersDrones & earphones

Latency · memory · power · connectivity

Prediction & causal analysis

What happens next?
What changes if you act?

Our causal-analysis expertise connects business questions to the evidence needed to evaluate decisions.

Explore the Ladder of Causation →
  1. 01Observe & predict

    What is likely?

  2. 02Intervene

    What if we act?

  3. 03Reason counterfactually

    What would have happened otherwise?

A product by MLAIA

NextDemand

Spare-parts forecasting for slow, sporadic demand. Understand what to reorder, where stock is at risk and where capital is tied up.

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 brings four specialist practices together: audio and acoustics, medical AI, prediction and causal analysis, and AI agents and automation. Data engineering and edge deployment connect the work across domains.

We work with enterprises, startups and research teams, from defining the problem to evaluating a model and planning its deployment.

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

Ready to accelerate with AI?

Discuss your AI project →
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

"I greatly enjoy working with MLAIA. Their breadth and depth of understanding in data analysis is truly impressive, and they do not limit themselves to data alone: they dive into the underlying physics and any other aspect needed to properly solve the problem. This holistic approach consistently yields insights that are both advanced and fully leverage the potential of the data, while remaining conservative and reliable enough that I can fully trust the process and the results."

HD
Hagay DroriCo-Founder, VP R&D, PatenSee

"We have been working with MLAIA Data Science on several projects since their establishment, and we highly value the team's professionalism, agility, creativity, and strong sense of ownership. Their ability to quickly understand complex technical challenges, while maintaining a holistic view of the entire system—from data and models to deployment and business impact—sets them apart. They consistently deliver high-quality, scalable solutions, and their combination of deep technical expertise with strong business acumen has proven to be a significant asset to our portfolio companies, accelerating development and driving measurable impact."

SP
Shai PolickerCEO, Edge Medical Venture

"We were looking for a partner who could take our vision for post-trauma treatment and turn it into a precise AI algorithm running in real-time on simple hardware — a significant technological challenge. At MLAIA, we found much more than a vendor! Yochai, Yedidia, and Amit worked with us shoulder to shoulder, with absolute commitment and exceptional availability, as if they were an integral part of our team. Their professionalism and deep understanding of Deep Learning enabled us to reach a clinical-trial-ready MVP in a short time with optimal resource utilization. They filled in our missing knowledge and became true partners."

DS
Daniel ShwartsVP R&D, Geometrix

"At the beginning of our journey, when we needed significant reinforcement in the field of algorithms and AI, we turned to MLAIA. Yochai and his team, who combine expertise in both physics and everything related to AI, advanced us significantly. Beyond their professionalism, the human touch that accompanies the company undoubtedly created an impact. Thank you!"

OG
Oz GanorCOO, SkyPulse

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Got Questions?

Frequently Asked Questions

What services does MLAIA provide?

MLAIA provides end-to-end AI and data science consulting services, including machine learning model development, signal processing and audio AI, medical AI, natural language processing (NLP), large language models (LLMs), business intelligence, Ad Tech AI, and predictive analytics. Every engagement is built for production deployment.

What industries does MLAIA serve?

MLAIA serves clients across healthcare and medical devices, defense and intelligence, advertising technology (Ad Tech), audio and acoustics, finance and fintech, and retail analytics. Solutions are adapted to each industry's unique data, compliance, and operational requirements.

Where is MLAIA located?

MLAIA is based in Yavne, Israel, and serves clients worldwide. The company provides remote and on-site consulting engagements across Israel, the United States, and Europe.

What is data science consulting?

Data science consulting means partnering with an expert team to identify AI opportunities in your business, build and deploy machine learning models, and turn raw data into actionable insights. MLAIA acts as an embedded technical partner, from problem definition through production deployment.

How can AI help my business?

AI can automate repetitive tasks, predict customer behavior, detect anomalies, personalize experiences, and optimize complex operations. MLAIA helps businesses identify high-value AI applications and implements production-ready solutions that deliver measurable ROI, not just prototypes.

Does MLAIA work with startups?

Yes. MLAIA works with companies of all sizes, from early-stage startups to large enterprises. For startups, MLAIA provides senior AI expertise without the cost of full-time hires, helping build scalable ML foundations quickly and efficiently.

What makes MLAIA different from other AI consulting firms?

MLAIA combines academic-level research expertise with hands-on production engineering. Engagements span research, evaluation and production engineering. Cross-domain expertise spanning signal processing, medical AI, Ad Tech, and NLP enables solutions that generalist consultants cannot provide.

Can MLAIA help with audio and signal processing?

Yes. Audio and signal processing AI is one of MLAIA's core specializations. Services include acoustic event detection, voice analysis, noise reduction, speech recognition adaptation, real-time DSP pipelines, and ML models for industrial, defense, and medical audio applications.

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.

yochai@mlaia.com